id sid tid token lemma pos cana-569 1 1 communications communication NOUN cana-569 1 2 on on ADP cana-569 1 3 applied apply VERB cana-569 1 4 nonlinear nonlinear ADJ cana-569 1 5 analysis analysis NOUN cana-569 1 6 issn issn NOUN cana-569 1 7 : : PUNCT cana-569 1 8 1074 1074 NUM cana-569 1 9 - - PUNCT cana-569 1 10 133x 133x NUM cana-569 1 11 vol vol NOUN cana-569 1 12 31 31 NUM cana-569 1 13 no no NOUN cana-569 1 14 . . NOUN cana-569 1 15 2 2 NUM cana-569 1 16 ( ( PUNCT cana-569 1 17 2024 2024 NUM cana-569 1 18 ) ) PUNCT cana-569 1 19 294 294 NUM cana-569 2 1 https://internationalpubls.com https://internationalpubls.com X cana-569 2 2 mathematical mathematical ADJ cana-569 2 3 model model NOUN cana-569 2 4 and and CCONJ cana-569 2 5 statistical statistical ADJ cana-569 2 6 assessment assessment NOUN cana-569 2 7 of of ADP cana-569 2 8 non non ADJ cana-569 2 9 linear linear ADJ cana-569 2 10 scheduling scheduling NOUN cana-569 2 11 optimization optimization NOUN cana-569 2 12 in in ADP cana-569 2 13 cloud cloud NOUN cana-569 2 14 environment environment NOUN cana-569 2 15 using use VERB cana-569 2 16 improved improve VERB cana-569 2 17 cuckoo cuckoo NOUN cana-569 2 18 search search NOUN cana-569 2 19 algorithm algorithm NOUN cana-569 2 20 shilpa shilpa PROPN cana-569 2 21 maheshwari1 maheshwari1 PROPN cana-569 2 22 , , PUNCT cana-569 2 23 sunil sunil PROPN cana-569 2 24 gupta2 gupta2 PROPN cana-569 2 25 , , PUNCT cana-569 2 26 surendra surendra PROPN cana-569 2 27 singh singh PROPN cana-569 2 28 choudhary3 choudhary3 PROPN cana-569 3 1 1research 1research NUM cana-569 3 2 scholar scholar NOUN cana-569 3 3 , , PUNCT cana-569 3 4 school school NOUN cana-569 3 5 of of ADP cana-569 3 6 computer computer NOUN cana-569 3 7 and and CCONJ cana-569 3 8 system system NOUN cana-569 3 9 sciences science NOUN cana-569 3 10 , , PUNCT cana-569 3 11 jaipur jaipur PROPN cana-569 3 12 national national PROPN cana-569 3 13 university university NOUN cana-569 3 14 , , PUNCT cana-569 3 15 jaipur-302017 jaipur-302017 NOUN cana-569 3 16 , , PUNCT cana-569 3 17 rajasthan rajasthan PROPN cana-569 3 18 ( ( PUNCT cana-569 3 19 india india PROPN cana-569 3 20 ) ) PUNCT cana-569 3 21 2professor 2professor NUM cana-569 3 22 , , PUNCT cana-569 3 23 school school NOUN cana-569 3 24 of of ADP cana-569 3 25 computer computer NOUN cana-569 3 26 and and CCONJ cana-569 3 27 system system NOUN cana-569 3 28 sciences science NOUN cana-569 3 29 , , PUNCT cana-569 3 30 jaipur jaipur PROPN cana-569 3 31 national national PROPN cana-569 3 32 university university NOUN cana-569 3 33 , , PUNCT cana-569 3 34 jaipur-302017 jaipur-302017 NOUN cana-569 3 35 , , PUNCT cana-569 3 36 rajasthan rajasthan PROPN cana-569 3 37 ( ( PUNCT cana-569 3 38 india india PROPN cana-569 3 39 ) ) PUNCT cana-569 3 40 3professor 3professor NUM cana-569 3 41 , , PUNCT cana-569 3 42 department department NOUN cana-569 3 43 of of ADP cana-569 3 44 computer computer NOUN cana-569 3 45 sciences sciences PROPN cana-569 3 46 , , PUNCT cana-569 3 47 sri sri PROPN cana-569 3 48 balaji balaji PROPN cana-569 3 49 college college PROPN cana-569 3 50 of of ADP cana-569 3 51 engineering engineering PROPN cana-569 3 52 & & CCONJ cana-569 3 53 technology technology NOUN cana-569 3 54 , , PUNCT cana-569 3 55 jaipur302013 jaipur302013 PROPN cana-569 3 56 rajasthan rajasthan PROPN cana-569 3 57 ( ( PUNCT cana-569 3 58 india india PROPN cana-569 3 59 ) ) PUNCT cana-569 3 60 email email NOUN cana-569 3 61 : : PUNCT cana-569 3 62 agiwal.shilpa@gmail.com1 agiwal.shilpa@gmail.com1 PROPN cana-569 3 63 , , PUNCT cana-569 3 64 sunilg95@rediff.com2 sunilg95@rediff.com2 PROPN cana-569 3 65 , , PUNCT cana-569 3 66 ssc_jaipur@yahoo.com3 ssc_jaipur@yahoo.com3 NOUN cana-569 3 67 article article NOUN cana-569 3 68 history history NOUN cana-569 3 69 : : PUNCT cana-569 3 70 received receive VERB cana-569 3 71 : : PUNCT cana-569 3 72 08 08 NUM cana-569 3 73 - - PUNCT cana-569 3 74 02 02 NUM cana-569 3 75 - - PUNCT cana-569 3 76 2024 2024 NUM cana-569 3 77 revised revise VERB cana-569 3 78 : : PUNCT cana-569 3 79 20 20 NUM cana-569 3 80 - - PUNCT cana-569 3 81 04 04 NUM cana-569 3 82 - - PUNCT cana-569 3 83 2024 2024 NUM cana-569 3 84 accepted accept VERB cana-569 3 85 : : PUNCT cana-569 3 86 05 05 NUM cana-569 3 87 - - PUNCT cana-569 3 88 05 05 NUM cana-569 3 89 - - PUNCT cana-569 3 90 2024 2024 NUM cana-569 3 91 abstract abstract NOUN cana-569 3 92 : : PUNCT cana-569 3 93 the the DET cana-569 3 94 scheduling scheduling NOUN cana-569 3 95 optimization optimization NOUN cana-569 3 96 subject subject NOUN cana-569 3 97 is be AUX cana-569 3 98 indeed indeed ADV cana-569 3 99 one one NUM cana-569 3 100 of of ADP cana-569 3 101 the the DET cana-569 3 102 most most ADV cana-569 3 103 effective effective ADJ cana-569 3 104 solutions solution NOUN cana-569 3 105 in in ADP cana-569 3 106 cloud cloud NOUN cana-569 3 107 system system NOUN cana-569 3 108 area area NOUN cana-569 3 109 to to PART cana-569 3 110 ensure ensure VERB cana-569 3 111 the the DET cana-569 3 112 high high ADJ cana-569 3 113 systems system NOUN cana-569 3 114 performance performance NOUN cana-569 3 115 and and CCONJ cana-569 3 116 resource resource NOUN cana-569 3 117 usage usage NOUN cana-569 3 118 . . PUNCT cana-569 4 1 the the DET cana-569 4 2 novelty novelty NOUN cana-569 4 3 presented present VERB cana-569 4 4 in in ADP cana-569 4 5 this this DET cana-569 4 6 study study NOUN cana-569 4 7 is be AUX cana-569 4 8 a a DET cana-569 4 9 mathematical mathematical ADJ cana-569 4 10 model model NOUN cana-569 4 11 that that PRON cana-569 4 12 draws draw VERB cana-569 4 13 on on ADP cana-569 4 14 an an DET cana-569 4 15 improved improved ADJ cana-569 4 16 cuckoo cuckoo NOUN cana-569 4 17 search search NOUN cana-569 4 18 algorithm algorithm NOUN cana-569 4 19 as as ADP cana-569 4 20 a a DET cana-569 4 21 scheduling scheduling NOUN cana-569 4 22 non non ADJ cana-569 4 23 - - ADJ cana-569 4 24 linear linear ADJ cana-569 4 25 optimizer optimizer NOUN cana-569 4 26 for for ADP cana-569 4 27 the the DET cana-569 4 28 cloud cloud NOUN cana-569 4 29 computing computing NOUN cana-569 4 30 environment environment NOUN cana-569 4 31 . . PUNCT cana-569 5 1 the the DET cana-569 5 2 model model NOUN cana-569 5 3 under under ADP cana-569 5 4 consideration consideration NOUN cana-569 5 5 takes take VERB cana-569 5 6 into into ADP cana-569 5 7 account account NOUN cana-569 5 8 the the DET cana-569 5 9 underlying underlie VERB cana-569 5 10 complications complication NOUN cana-569 5 11 as as ADV cana-569 5 12 well well ADV cana-569 5 13 as as ADP cana-569 5 14 the the DET cana-569 5 15 varying vary VERB cana-569 5 16 nature nature NOUN cana-569 5 17 of of ADP cana-569 5 18 the the DET cana-569 5 19 use use NOUN cana-569 5 20 of of ADP cana-569 5 21 cloud cloud ADJ cana-569 5 22 resources resource NOUN cana-569 5 23 , , PUNCT cana-569 5 24 primarily primarily ADV cana-569 5 25 addressing address VERB cana-569 5 26 the the DET cana-569 5 27 latency latency NOUN cana-569 5 28 issue issue NOUN cana-569 5 29 with with ADP cana-569 5 30 priority priority NOUN cana-569 5 31 given give VERB cana-569 5 32 to to ADP cana-569 5 33 the the DET cana-569 5 34 increase increase NOUN cana-569 5 35 of of ADP cana-569 5 36 the the DET cana-569 5 37 throughput throughput NOUN cana-569 5 38 . . PUNCT cana-569 6 1 improved improve VERB cana-569 6 2 cuckoo cuckoo NOUN cana-569 6 3 search search NOUN cana-569 6 4 ( ( PUNCT cana-569 6 5 ics ics NOUN cana-569 6 6 ) ) PUNCT cana-569 6 7 algorithm algorithm NOUN cana-569 6 8 , , PUNCT cana-569 6 9 developed develop VERB cana-569 6 10 on on ADP cana-569 6 11 ' ' PUNCT cana-569 6 12 cuckoo cuckoo NOUN cana-569 6 13 search search NOUN cana-569 6 14 ' ' PUNCT cana-569 6 15 algorithm algorithm NOUN cana-569 6 16 , , PUNCT cana-569 6 17 uses use VERB cana-569 6 18 adaptive adaptive ADJ cana-569 6 19 step step NOUN cana-569 6 20 size size NOUN cana-569 6 21 and and CCONJ cana-569 6 22 probabilistic probabilistic ADJ cana-569 6 23 switching switching NOUN cana-569 6 24 , , PUNCT cana-569 6 25 which which PRON cana-569 6 26 , , PUNCT cana-569 6 27 in in ADP cana-569 6 28 turn turn NOUN cana-569 6 29 , , PUNCT cana-569 6 30 ensure ensure VERB cana-569 6 31 that that SCONJ cana-569 6 32 the the DET cana-569 6 33 solution solution NOUN cana-569 6 34 space space NOUN cana-569 6 35 is be AUX cana-569 6 36 both both PRON cana-569 6 37 being be AUX cana-569 6 38 properly properly ADV cana-569 6 39 examined examine VERB cana-569 6 40 and and CCONJ cana-569 6 41 exploited exploit VERB cana-569 6 42 . . PUNCT cana-569 7 1 the the DET cana-569 7 2 applications application NOUN cana-569 7 3 ’ ' PUNCT cana-569 7 4 utilization utilization NOUN cana-569 7 5 of of ADP cana-569 7 6 the the DET cana-569 7 7 scheduling scheduling NOUN cana-569 7 8 mathematical mathematical ADJ cana-569 7 9 model model NOUN cana-569 7 10 is be AUX cana-569 7 11 based base VERB cana-569 7 12 on on ADP cana-569 7 13 an an DET cana-569 7 14 elaborately elaborately ADV cana-569 7 15 designed design VERB cana-569 7 16 theoretical theoretical ADJ cana-569 7 17 background background NOUN cana-569 7 18 representing represent VERB cana-569 7 19 the the DET cana-569 7 20 task task NOUN cana-569 7 21 as as ADP cana-569 7 22 a a DET cana-569 7 23 non non ADJ cana-569 7 24 - - ADJ cana-569 7 25 linear linear ADJ cana-569 7 26 optimization optimization NOUN cana-569 7 27 problem problem NOUN cana-569 7 28 that that PRON cana-569 7 29 meets meet VERB cana-569 7 30 all all DET cana-569 7 31 the the DET cana-569 7 32 specific specific ADJ cana-569 7 33 constraints constraint NOUN cana-569 7 34 and and CCONJ cana-569 7 35 objectives objective NOUN cana-569 7 36 important important ADJ cana-569 7 37 in in ADP cana-569 7 38 cloud cloud NOUN cana-569 7 39 computing computing NOUN cana-569 7 40 . . PUNCT cana-569 8 1 statistical statistical ADJ cana-569 8 2 reassessment reassessment NOUN cana-569 8 3 involves involve VERB cana-569 8 4 the the DET cana-569 8 5 comparison comparison NOUN cana-569 8 6 of of ADP cana-569 8 7 the the DET cana-569 8 8 proposed propose VERB cana-569 8 9 model model NOUN cana-569 8 10 with with ADP cana-569 8 11 standard standard ADJ cana-569 8 12 benchmarks benchmark NOUN cana-569 8 13 . . PUNCT cana-569 9 1 the the DET cana-569 9 2 proposed propose VERB cana-569 9 3 model model NOUN cana-569 9 4 superiority superiority NOUN cana-569 9 5 is be AUX cana-569 9 6 evident evident ADJ cana-569 9 7 in in ADP cana-569 9 8 terms term NOUN cana-569 9 9 of of ADP cana-569 9 10 convergence convergence NOUN cana-569 9 11 speed speed NOUN cana-569 9 12 , , PUNCT cana-569 9 13 solution solution NOUN cana-569 9 14 quality quality NOUN cana-569 9 15 and and CCONJ cana-569 9 16 robustness robustness NOUN cana-569 9 17 against against ADP cana-569 9 18 diverse diverse ADJ cana-569 9 19 workloads workload NOUN cana-569 9 20 , , PUNCT cana-569 9 21 as as SCONJ cana-569 9 22 shown show VERB cana-569 9 23 in in ADP cana-569 9 24 varied varied ADJ cana-569 9 25 tests test NOUN cana-569 9 26 . . PUNCT cana-569 10 1 the the DET cana-569 10 2 findings finding NOUN cana-569 10 3 of of ADP cana-569 10 4 this this DET cana-569 10 5 research research NOUN cana-569 10 6 contributes contribute VERB cana-569 10 7 to to ADP cana-569 10 8 the the DET cana-569 10 9 field field NOUN cana-569 10 10 by by ADP cana-569 10 11 deriving derive VERB cana-569 10 12 a a DET cana-569 10 13 specialized specialized ADJ cana-569 10 14 tool tool NOUN cana-569 10 15 commonly commonly ADV cana-569 10 16 used use VERB cana-569 10 17 by by ADP cana-569 10 18 the the DET cana-569 10 19 cloud cloud NOUN cana-569 10 20 service service NOUN cana-569 10 21 provider provider NOUN cana-569 10 22 in in ADP cana-569 10 23 designing design VERB cana-569 10 24 resource resource NOUN cana-569 10 25 scheduling scheduling NOUN cana-569 10 26 , , PUNCT cana-569 10 27 enhancing enhance VERB cana-569 10 28 the the DET cana-569 10 29 service service NOUN cana-569 10 30 delivery delivery NOUN cana-569 10 31 and and CCONJ cana-569 10 32 operational operational ADJ cana-569 10 33 efficiency efficiency NOUN cana-569 10 34 . . PUNCT cana-569 11 1 keywords keyword NOUN cana-569 11 2 : : PUNCT cana-569 11 3 optimized optimize VERB cana-569 11 4 scheduling scheduling NOUN cana-569 11 5 , , PUNCT cana-569 11 6 cloud cloud NOUN cana-569 11 7 computing computing NOUN cana-569 11 8 , , PUNCT cana-569 11 9 cuckoo cuckoo NOUN cana-569 11 10 search search NOUN cana-569 11 11 algorithm algorithm NOUN cana-569 11 12 , , PUNCT cana-569 11 13 task task NOUN cana-569 11 14 allocation allocation NOUN cana-569 11 15 , , PUNCT cana-569 11 16 resource resource NOUN cana-569 11 17 utilization utilization NOUN cana-569 11 18 , , PUNCT cana-569 11 19 performance performance NOUN cana-569 11 20 analysis analysis NOUN cana-569 11 21 . . PUNCT cana-569 12 1 1 1 X cana-569 12 2 . . X cana-569 12 3 introduction introduction NOUN cana-569 12 4 the the DET cana-569 12 5 cloud cloud NOUN cana-569 12 6 computing computing NOUN cana-569 12 7 has have AUX cana-569 12 8 led lead VERB cana-569 12 9 to to ADP cana-569 12 10 a a DET cana-569 12 11 radical radical ADJ cana-569 12 12 change change NOUN cana-569 12 13 in in ADP cana-569 12 14 the the DET cana-569 12 15 current current ADJ cana-569 12 16 computing computing NOUN cana-569 12 17 space space NOUN cana-569 12 18 as as SCONJ cana-569 12 19 the the DET cana-569 12 20 computing computing NOUN cana-569 12 21 resources resource NOUN cana-569 12 22 are be AUX cana-569 12 23 now now ADV cana-569 12 24 available available ADJ cana-569 12 25 on on ADP cana-569 12 26 a a DET cana-569 12 27 pay pay NOUN cana-569 12 28 - - PUNCT cana-569 12 29 as as SCONJ cana-569 12 30 - - PUNCT cana-569 12 31 you you PRON cana-569 12 32 - - PUNCT cana-569 12 33 go go VERB cana-569 12 34 basis basis NOUN cana-569 12 35 over over ADP cana-569 12 36 the the DET cana-569 12 37 internet internet NOUN cana-569 12 38 enabling enable VERB cana-569 12 39 on on ADP cana-569 12 40 - - PUNCT cana-569 12 41 demand demand NOUN cana-569 12 42 access access NOUN cana-569 12 43 to to ADP cana-569 12 44 shared share VERB cana-569 12 45 configurable configurable ADJ cana-569 12 46 resources resource NOUN cana-569 12 47 . . PUNCT cana-569 13 1 this this DET cana-569 13 2 paradigm paradigm NOUN cana-569 13 3 shift shift NOUN cana-569 13 4 has have AUX cana-569 13 5 become become VERB cana-569 13 6 a a DET cana-569 13 7 major major ADJ cana-569 13 8 driver driver NOUN cana-569 13 9 of of ADP cana-569 13 10 the the DET cana-569 13 11 ability ability NOUN cana-569 13 12 for for SCONJ cana-569 13 13 organizations organization NOUN cana-569 13 14 to to PART cana-569 13 15 scale scale VERB cana-569 13 16 operations operation NOUN cana-569 13 17 dynamically dynamically ADV cana-569 13 18 , , PUNCT cana-569 13 19 reduce reduce VERB cana-569 13 20 infrastructure infrastructure NOUN cana-569 13 21 communications communication NOUN cana-569 13 22 on on ADP cana-569 13 23 applied apply VERB cana-569 13 24 nonlinear nonlinear ADJ cana-569 13 25 analysis analysis NOUN cana-569 13 26 issn issn NOUN cana-569 13 27 : : PUNCT cana-569 13 28 1074 1074 NUM cana-569 13 29 - - PUNCT cana-569 13 30 133x 133x NUM cana-569 13 31 vol vol NOUN cana-569 13 32 31 31 NUM cana-569 13 33 no no NOUN cana-569 13 34 . . NOUN cana-569 13 35 2 2 NUM cana-569 13 36 ( ( PUNCT cana-569 13 37 2024 2024 NUM cana-569 13 38 ) ) PUNCT cana-569 13 39 295 295 NUM cana-569 13 40 https://internationalpubls.com https://internationalpubls.com X cana-569 13 41 costs cost NOUN cana-569 13 42 , , PUNCT cana-569 13 43 and and CCONJ cana-569 13 44 increase increase VERB cana-569 13 45 flexibility flexibility NOUN cana-569 13 46 in in ADP cana-569 13 47 deploying deploy VERB cana-569 13 48 applications application NOUN cana-569 13 49 and and CCONJ cana-569 13 50 services service NOUN cana-569 13 51 . . PUNCT cana-569 14 1 managing manage VERB cana-569 14 2 resources resource NOUN cana-569 14 3 efficiently efficiently ADV cana-569 14 4 , , PUNCT cana-569 14 5 in in ADP cana-569 14 6 cloud cloud NOUN cana-569 14 7 computing computing NOUN cana-569 14 8 , , PUNCT cana-569 14 9 starts start VERB cana-569 14 10 with with ADP cana-569 14 11 effective effective ADJ cana-569 14 12 task task NOUN cana-569 14 13 scheduling scheduling NOUN cana-569 14 14 , , PUNCT cana-569 14 15 so so SCONJ cana-569 14 16 as as SCONJ cana-569 14 17 to to PART cana-569 14 18 achieve achieve VERB cana-569 14 19 the the DET cana-569 14 20 best good ADJ cana-569 14 21 utilization utilization NOUN cana-569 14 22 of of ADP cana-569 14 23 resources resource NOUN cana-569 14 24 and and CCONJ cana-569 14 25 good good ADJ cana-569 14 26 performance performance NOUN cana-569 14 27 of of ADP cana-569 14 28 the the DET cana-569 14 29 system system NOUN cana-569 14 30 . . PUNCT cana-569 15 1 resource resource NOUN cana-569 15 2 scheduling scheduling NOUN cana-569 15 3 in in ADP cana-569 15 4 the the DET cana-569 15 5 cloud cloud NOUN cana-569 15 6 involves involve VERB cana-569 15 7 assigning assign VERB cana-569 15 8 the the DET cana-569 15 9 appropriate appropriate ADJ cana-569 15 10 computing computing NOUN cana-569 15 11 tasks task NOUN cana-569 15 12 to to ADP cana-569 15 13 either either CCONJ cana-569 15 14 virtual virtual ADJ cana-569 15 15 machines machine NOUN cana-569 15 16 or or CCONJ cana-569 15 17 to to ADP cana-569 15 18 vms vms PROPN cana-569 15 19 so so SCONJ cana-569 15 20 that that SCONJ cana-569 15 21 their their PRON cana-569 15 22 execution execution NOUN cana-569 15 23 time time NOUN cana-569 15 24 is be AUX cana-569 15 25 minimized minimize VERB cana-569 15 26 , , PUNCT cana-569 15 27 throughput throughput NOUN cana-569 15 28 maximized maximize VERB cana-569 15 29 and and CCONJ cana-569 15 30 resources resource NOUN cana-569 15 31 used use VERB cana-569 15 32 optimally optimally ADV cana-569 15 33 . . PUNCT cana-569 16 1 however however ADV cana-569 16 2 , , PUNCT cana-569 16 3 the the DET cana-569 16 4 stp stp NOUN cana-569 16 5 of of ADP cana-569 16 6 optimal optimal ADJ cana-569 16 7 task task NOUN cana-569 16 8 scheduling scheduling NOUN cana-569 16 9 is be AUX cana-569 16 10 full full ADJ cana-569 16 11 of of ADP cana-569 16 12 challenges challenge NOUN cana-569 16 13 owing owe VERB cana-569 16 14 to to ADP cana-569 16 15 cloud cloud ADJ cana-569 16 16 environments environment NOUN cana-569 16 17 being be AUX cana-569 16 18 dynamic dynamic ADJ cana-569 16 19 , , PUNCT cana-569 16 20 fluctuating fluctuate VERB cana-569 16 21 workload workload NOUN cana-569 16 22 demads demad NOUN cana-569 16 23 and and CCONJ cana-569 16 24 the the DET cana-569 16 25 manifold manifold ADJ cana-569 16 26 objectives objective NOUN cana-569 16 27 such such ADJ cana-569 16 28 as as ADP cana-569 16 29 minimum minimum ADJ cana-569 16 30 latency latency NOUN cana-569 16 31 and and CCONJ cana-569 16 32 energy energy NOUN cana-569 16 33 savings saving NOUN cana-569 16 34 . . PUNCT cana-569 17 1 among among ADP cana-569 17 2 the the DET cana-569 17 3 scheduling scheduling NOUN cana-569 17 4 algorithms algorithm NOUN cana-569 17 5 , , PUNCT cana-569 17 6 floating float VERB cana-569 17 7 schedules schedule NOUN cana-569 17 8 , , PUNCT cana-569 17 9 including include VERB cana-569 17 10 round round NOUN cana-569 17 11 robin robin PROPN cana-569 17 12 and and CCONJ cana-569 17 13 first first ADV cana-569 17 14 come come VERB cana-569 17 15 first first ADV cana-569 17 16 serve serve NOUN cana-569 17 17 , , PUNCT cana-569 17 18 lacking lack VERB cana-569 17 19 adaptability adaptability NOUN cana-569 17 20 and and CCONJ cana-569 17 21 optimization optimization NOUN cana-569 17 22 properties property NOUN cana-569 17 23 , , PUNCT cana-569 17 24 are be AUX cana-569 17 25 of of ADP cana-569 17 26 no no DET cana-569 17 27 help help NOUN cana-569 17 28 in in ADP cana-569 17 29 dealing deal VERB cana-569 17 30 with with ADP cana-569 17 31 the the DET cana-569 17 32 complexities complexity NOUN cana-569 17 33 of of ADP cana-569 17 34 cloud cloud ADJ cana-569 17 35 computing computing NOUN cana-569 17 36 environments environment NOUN cana-569 17 37 . . PUNCT cana-569 18 1 as as ADP cana-569 18 2 a a DET cana-569 18 3 result result NOUN cana-569 18 4 , , PUNCT cana-569 18 5 smart smart ADJ cana-569 18 6 scheduling scheduling NOUN cana-569 18 7 techniques technique NOUN cana-569 18 8 that that PRON cana-569 18 9 can can AUX cana-569 18 10 dynamically dynamically ADV cana-569 18 11 re re VERB cana-569 18 12 - - ADJ cana-569 18 13 schedule schedule ADJ cana-569 18 14 tasks task NOUN cana-569 18 15 based base VERB cana-569 18 16 on on ADP cana-569 18 17 workload workload NOUN cana-569 18 18 changes change NOUN cana-569 18 19 and and CCONJ cana-569 18 20 distribute distribute VERB cana-569 18 21 resources resource NOUN cana-569 18 22 effectively effectively ADV cana-569 18 23 are be AUX cana-569 18 24 becoming become VERB cana-569 18 25 more more ADV cana-569 18 26 and and CCONJ cana-569 18 27 more more ADV cana-569 18 28 necessary necessary ADJ cana-569 18 29 . . PUNCT cana-569 19 1 this this DET cana-569 19 2 paper paper NOUN cana-569 19 3 proposes propose VERB cana-569 19 4 a a DET cana-569 19 5 new new ADJ cana-569 19 6 method method NOUN cana-569 19 7 that that PRON cana-569 19 8 enhances enhance VERB cana-569 19 9 task task NOUN cana-569 19 10 scheduling scheduling NOUN cana-569 19 11 in in ADP cana-569 19 12 cloud cloud NOUN cana-569 19 13 computing computing NOUN cana-569 19 14 systems system NOUN cana-569 19 15 using use VERB cana-569 19 16 the the DET cana-569 19 17 cuckoo cuckoo NOUN cana-569 19 18 optimisation optimisation NOUN cana-569 19 19 algorithm algorithm NOUN cana-569 19 20 . . PUNCT cana-569 20 1 the the DET cana-569 20 2 developed develop VERB cana-569 20 3 algorithm algorithm NOUN cana-569 20 4 mimics mimic VERB cana-569 20 5 the the DET cana-569 20 6 adoptive adoptive ADJ cana-569 20 7 behavior behavior NOUN cana-569 20 8 of of ADP cana-569 20 9 cuckoo cuckoo NOUN cana-569 20 10 species specie NOUN cana-569 20 11 to to PART cana-569 20 12 broadly broadly ADV cana-569 20 13 explore explore VERB cana-569 20 14 the the DET cana-569 20 15 search search NOUN cana-569 20 16 space space NOUN cana-569 20 17 to to PART cana-569 20 18 achieve achieve VERB cana-569 20 19 best good ADJ cana-569 20 20 task task NOUN cana-569 20 21 scheduling scheduling NOUN cana-569 20 22 configurations configuration NOUN cana-569 20 23 efficiently efficiently ADV cana-569 20 24 . . PUNCT cana-569 21 1 through through ADP cana-569 21 2 the the DET cana-569 21 3 inclusion inclusion NOUN cana-569 21 4 of of ADP cana-569 21 5 the the DET cana-569 21 6 enhancements enhancement NOUN cana-569 21 7 of of ADP cana-569 21 8 the the DET cana-569 21 9 classic classic ADJ cana-569 21 10 cuckoo cuckoo NOUN cana-569 21 11 search search NOUN cana-569 21 12 algorithm algorithm NOUN cana-569 21 13 , , PUNCT cana-569 21 14 which which PRON cana-569 21 15 are be AUX cana-569 21 16 featuring feature VERB cana-569 21 17 more more ADJ cana-569 21 18 convergence convergence NOUN cana-569 21 19 speed speed NOUN cana-569 21 20 and and CCONJ cana-569 21 21 solution solution NOUN cana-569 21 22 quality quality NOUN cana-569 21 23 , , PUNCT cana-569 21 24 we we PRON cana-569 21 25 aim aim VERB cana-569 21 26 at at ADP cana-569 21 27 tackling tackle VERB cana-569 21 28 the the DET cana-569 21 29 drawbacks drawback NOUN cana-569 21 30 of of ADP cana-569 21 31 the the DET cana-569 21 32 existing exist VERB cana-569 21 33 scheduling scheduling NOUN cana-569 21 34 algorithms algorithm NOUN cana-569 21 35 and and CCONJ cana-569 21 36 ensuring ensure VERB cana-569 21 37 a a DET cana-569 21 38 stable stable ADJ cana-569 21 39 performance performance NOUN cana-569 21 40 of of ADP cana-569 21 41 this this DET cana-569 21 42 approach approach NOUN cana-569 21 43 in in ADP cana-569 21 44 various various ADJ cana-569 21 45 cloud cloud NOUN cana-569 21 46 computing compute VERB cana-569 21 47 scenarios scenario NOUN cana-569 21 48 . . PUNCT cana-569 22 1 cloud cloud NOUN cana-569 22 2 computing computing NOUN cana-569 22 3 consists consist VERB cana-569 22 4 of of ADP cana-569 22 5 convergence convergence NOUN cana-569 22 6 and and CCONJ cana-569 22 7 simultaneous simultaneous ADJ cana-569 22 8 execution execution NOUN cana-569 22 9 of of ADP cana-569 22 10 multiple multiple ADJ cana-569 22 11 activities activity NOUN cana-569 22 12 for for ADP cana-569 22 13 achieving achieve VERB cana-569 22 14 various various ADJ cana-569 22 15 objectives objective NOUN cana-569 22 16 such such ADJ cana-569 22 17 as as ADP cana-569 22 18 performance performance NOUN cana-569 22 19 improvement improvement NOUN cana-569 22 20 , , PUNCT cana-569 22 21 make make VERB cana-569 22 22 - - PUNCT cana-569 22 23 span span NOUN cana-569 22 24 reduction reduction NOUN cana-569 22 25 , , PUNCT cana-569 22 26 throughput throughput NOUN cana-569 22 27 increase increase NOUN cana-569 22 28 , , PUNCT cana-569 22 29 cost cost NOUN cana-569 22 30 minimization minimization NOUN cana-569 22 31 , , PUNCT cana-569 22 32 and and CCONJ cana-569 22 33 resource resource NOUN cana-569 22 34 utilization utilization NOUN cana-569 22 35 optimization optimization NOUN cana-569 22 36 . . PUNCT cana-569 23 1 hence hence ADV cana-569 23 2 , , PUNCT cana-569 23 3 the the DET cana-569 23 4 importance importance NOUN cana-569 23 5 of of ADP cana-569 23 6 the the DET cana-569 23 7 implementation implementation NOUN cana-569 23 8 of of ADP cana-569 23 9 scheduling scheduling NOUN cana-569 23 10 system system NOUN cana-569 23 11 increases increase VERB cana-569 23 12 in in ADP cana-569 23 13 the the DET cana-569 23 14 process process NOUN cana-569 23 15 of of ADP cana-569 23 16 optimal optimal ADJ cana-569 23 17 distribution distribution NOUN cana-569 23 18 of of ADP cana-569 23 19 tasks task NOUN cana-569 23 20 among among ADP cana-569 23 21 the the DET cana-569 23 22 available available ADJ cana-569 23 23 resources resource NOUN cana-569 23 24 [ [ X cana-569 23 25 1 1 NUM cana-569 23 26 ] ] PUNCT cana-569 23 27 . . PUNCT cana-569 24 1 in in ADP cana-569 24 2 this this DET cana-569 24 3 particular particular ADJ cana-569 24 4 setting setting NOUN cana-569 24 5 , , PUNCT cana-569 24 6 we we PRON cana-569 24 7 suggest suggest VERB cana-569 24 8 that that SCONJ cana-569 24 9 implementation implementation NOUN cana-569 24 10 of of ADP cana-569 24 11 an an DET cana-569 24 12 intelligent intelligent ADJ cana-569 24 13 scheduling scheduling NOUN cana-569 24 14 system system NOUN cana-569 24 15 should should AUX cana-569 24 16 be be AUX cana-569 24 17 made make VERB cana-569 24 18 through through ADP cana-569 24 19 the the DET cana-569 24 20 use use NOUN cana-569 24 21 of of ADP cana-569 24 22 cuckoo cuckoo NOUN cana-569 24 23 search search NOUN cana-569 24 24 and and CCONJ cana-569 24 25 simulated simulated ADJ cana-569 24 26 annealing annealing NOUN cana-569 24 27 . . PUNCT cana-569 25 1 1 1 NUM cana-569 25 2 objective objective ADJ cana-569 25 3 function function NOUN cana-569 25 4 for for ADP cana-569 25 5 optimization optimization NOUN cana-569 25 6 : : PUNCT cana-569 25 7 𝑓(π‘₯ 𝑓(π‘₯ NOUN cana-569 25 8 ) ) PUNCT cana-569 25 9 βˆ’ βˆ’ PROPN cana-569 25 10 minβˆ‘ minβˆ‘ PROPN cana-569 25 11 β€Š β€Š SPACE cana-569 25 12 𝑛 𝑛 PRON cana-569 25 13 π‘–βˆ’1 π‘–βˆ’1 PROPN cana-569 25 14 𝑀𝑖 𝑀𝑖 ADP cana-569 25 15 β‹… β‹… PROPN cana-569 25 16 π‘₯𝑖 π‘₯𝑖 ADP cana-569 25 17 2 2 NUM cana-569 25 18 constraint constraint NOUN cana-569 25 19 for for ADP cana-569 25 20 resource resource NOUN cana-569 25 21 allocation allocation NOUN cana-569 25 22 : : PUNCT cana-569 25 23 βˆ‘ βˆ‘ PROPN cana-569 25 24 β€Š β€Š SPACE cana-569 25 25 𝑛 𝑛 ADP cana-569 25 26 π‘–βˆ’1 π‘–βˆ’1 PROPN cana-569 25 27 π‘Ÿπ‘– π‘Ÿπ‘– ADP cana-569 25 28 β‹… β‹… PROPN cana-569 25 29 π‘₯𝑖 π‘₯𝑖 ADP cana-569 25 30 ≀ ≀ PROPN cana-569 25 31 𝑅 𝑅 PROPN cana-569 25 32 3 3 NUM cana-569 25 33 non non ADJ cana-569 25 34 - - ADJ cana-569 25 35 linear linear ADJ cana-569 25 36 constraint constraint NOUN cana-569 25 37 for for ADP cana-569 25 38 task task NOUN cana-569 25 39 execution execution NOUN cana-569 25 40 : : PUNCT cana-569 25 41 βˆ‘ βˆ‘ PROPN cana-569 25 42 β€Š β€Š SPACE cana-569 25 43 𝑛 𝑛 PRON cana-569 25 44 π‘–βˆ’1 π‘–βˆ’1 PROPN cana-569 25 45 𝑑𝑖 𝑑𝑖 NOUN cana-569 25 46 β‹… β‹… PROPN cana-569 25 47 π‘₯𝑖 π‘₯𝑖 ADP cana-569 25 48 2 2 NUM cana-569 25 49 ≀ ≀ NOUN cana-569 25 50 𝑇 𝑇 PROPN cana-569 25 51 communications communication NOUN cana-569 25 52 on on ADP cana-569 25 53 applied apply VERB cana-569 25 54 nonlinear nonlinear ADJ cana-569 25 55 analysis analysis NOUN cana-569 25 56 issn issn NOUN cana-569 25 57 : : PUNCT cana-569 25 58 1074 1074 NUM cana-569 25 59 - - PUNCT cana-569 25 60 133x 133x NUM cana-569 25 61 vol vol NOUN cana-569 25 62 31 31 NUM cana-569 25 63 no no NOUN cana-569 25 64 . . NOUN cana-569 25 65 2 2 NUM cana-569 25 66 ( ( PUNCT cana-569 25 67 2024 2024 NUM cana-569 25 68 ) ) PUNCT cana-569 25 69 296 296 NUM cana-569 25 70 https://internationalpubls.com https://internationalpubls.com X cana-569 25 71 4 4 NUM cana-569 25 72 definition definition NOUN cana-569 25 73 of of ADP cana-569 25 74 latency latency NOUN cana-569 25 75 : : PUNCT cana-569 25 76 𝐿 𝐿 PROPN cana-569 25 77 βˆ’βˆ‘ βˆ’βˆ‘ PROPN cana-569 25 78 β€Š β€Š SPACE cana-569 25 79 𝑛 𝑛 ADP cana-569 26 1 π‘–βˆ’1 π‘–βˆ’1 PROPN cana-569 27 1 𝑙𝑖 𝑙𝑖 ADP cana-569 27 2 β‹… β‹… PROPN cana-569 27 3 π‘₯𝑖 π‘₯𝑖 PROPN cana-569 27 4 5 5 NUM cana-569 27 5 throughput throughput NOUN cana-569 27 6 maximization maximization NOUN cana-569 27 7 : : PUNCT cana-569 27 8 max max PROPN cana-569 27 9 ( ( PUNCT cana-569 27 10 1 1 NUM cana-569 27 11 βˆ‘ βˆ‘ PART cana-569 27 12 β€Š β€Š SPACE cana-569 27 13 𝑛 𝑛 PRON cana-569 27 14 𝑖=1 𝑖=1 PROPN cana-569 27 15 β€Š β€Š SPACE cana-569 27 16 𝑑𝑖 𝑑𝑖 NOUN cana-569 28 1 βˆ’ βˆ’ PROPN cana-569 28 2 π‘₯𝑖 π‘₯𝑖 PROPN cana-569 28 3 ) ) PUNCT cana-569 28 4 6 6 NUM cana-569 28 5 cuckoo cuckoo NOUN cana-569 28 6 search search NOUN cana-569 28 7 random random ADJ cana-569 28 8 walk walk NOUN cana-569 28 9 : : PUNCT cana-569 28 10 π‘₯𝑖 π‘₯𝑖 PROPN cana-569 28 11 ( ( PUNCT cana-569 28 12 𝑑+1 𝑑+1 NOUN cana-569 28 13 ) ) PUNCT cana-569 28 14 βˆ’ βˆ’ PROPN cana-569 28 15 π‘₯𝑖 π‘₯𝑖 PROPN cana-569 28 16 ( ( PUNCT cana-569 28 17 𝑑 𝑑 NOUN cana-569 28 18 ) ) PUNCT cana-569 28 19 + + NUM cana-569 28 20 𝛼 𝛼 VERB cana-569 28 21 βŠ— βŠ— PROPN cana-569 28 22 levy⁑(πœ† levy⁑(πœ† NOUN cana-569 28 23 ) ) PUNCT cana-569 28 24 7 7 NUM cana-569 28 25 levy levy NOUN cana-569 28 26 flight flight NOUN cana-569 28 27 distribution distribution NOUN cana-569 28 28 : : PUNCT cana-569 28 29 𝐿(𝑠 𝐿(𝑠 NUM cana-569 28 30 ) ) PUNCT cana-569 28 31 βˆ’ βˆ’ NOUN cana-569 28 32 πœ†Ξ³(πœ†)sin⁑(πœ‹πœ†/2 πœ†Ξ³(πœ†)sin⁑(πœ‹πœ†/2 NOUN cana-569 28 33 ) ) PUNCT cana-569 28 34 πœ‹ πœ‹ NOUN cana-569 28 35 1 1 NUM cana-569 28 36 𝑠1+πœ† 𝑠1+πœ† INTJ cana-569 28 37 , , PUNCT cana-569 28 38 𝑠 𝑠 PROPN cana-569 28 39 > > X cana-569 28 40 0 0 NUM cana-569 28 41 8 8 NUM cana-569 28 42 probability probability NOUN cana-569 28 43 of of ADP cana-569 28 44 switching switch VERB cana-569 28 45 to to ADP cana-569 28 46 a a DET cana-569 28 47 new new ADJ cana-569 28 48 solution solution NOUN cana-569 28 49 : : PUNCT cana-569 28 50 𝑝 𝑝 NOUN cana-569 28 51 βˆ’ βˆ’ NUM cana-569 28 52 1 1 NUM cana-569 28 53 1 1 NUM cana-569 28 54 + + NUM cana-569 28 55 exp⁑(βˆ’Ξ΄π‘“/𝑇 exp⁑(βˆ’Ξ΄π‘“/𝑇 NOUN cana-569 28 56 ) ) PUNCT cana-569 28 57 9 9 NUM cana-569 28 58 adaptive adaptive ADJ cana-569 28 59 step step NOUN cana-569 28 60 size size NOUN cana-569 28 61 adjustment adjustment NOUN cana-569 28 62 : : PUNCT cana-569 28 63 𝛼new 𝛼new ADJ cana-569 28 64 βˆ’ βˆ’ X cana-569 28 65 𝜌 𝜌 ADP cana-569 28 66 β‹… β‹… PROPN cana-569 28 67 𝛼old 𝛼old VERB cana-569 28 68 10 10 NUM cana-569 28 69 objective objective ADJ cana-569 28 70 function function NOUN cana-569 28 71 for for ADP cana-569 28 72 makespan makespan ADV cana-569 28 73 minimization minimization NOUN cana-569 28 74 : : PUNCT cana-569 28 75 𝑓(π‘₯ 𝑓(π‘₯ NOUN cana-569 28 76 ) ) PUNCT cana-569 28 77 βˆ’ βˆ’ NUM cana-569 28 78 max max PROPN cana-569 28 79 𝑛 𝑛 PROPN cana-569 28 80 π‘–βˆ’1 π‘–βˆ’1 PROPN cana-569 28 81 β€Š β€Š SPACE cana-569 28 82 βˆ‘ βˆ‘ SYM cana-569 28 83 β€Š β€Š SPACE cana-569 28 84 π‘š π‘š PROPN cana-569 28 85 π‘—βˆ’1 π‘—βˆ’1 PROPN cana-569 28 86 π‘₯𝑖𝑗 π‘₯𝑖𝑗 PROPN cana-569 28 87 β‹… β‹… PROPN cana-569 28 88 𝑑𝑖𝑗 𝑑𝑖𝑗 NOUN cana-569 28 89 11 11 NUM cana-569 28 90 load load NOUN cana-569 28 91 balance balance NOUN cana-569 28 92 measure measure NOUN cana-569 28 93 : : PUNCT cana-569 28 94 𝐿𝐡 𝐿𝐡 NOUN cana-569 28 95 βˆ’ βˆ’ PROPN cana-569 28 96 max max PROPN cana-569 29 1 π‘›βˆ’1 π‘›βˆ’1 PROPN cana-569 29 2 𝑖+1 𝑖+1 PUNCT cana-569 29 3 β€Š β€Š SPACE cana-569 29 4 βˆ‘ βˆ‘ PUNCT cana-569 29 5 β€Š β€Š SPACE cana-569 29 6 0 0 PUNCT cana-569 29 7 𝑖=1 𝑖=1 PUNCT cana-569 29 8 β€Š β€Š SPACE cana-569 29 9 π‘₯𝑖𝑗 π‘₯𝑖𝑗 PROPN cana-569 29 10 β‹… β‹… PROPN cana-569 29 11 𝑑𝑖𝑗 𝑑𝑖𝑗 PROPN cana-569 29 12 π‘š π‘š X cana-569 29 13 βˆ’βˆ‘ βˆ’βˆ‘ PROPN cana-569 29 14 β€Š β€Š SPACE cana-569 29 15 π‘š π‘š PROPN cana-569 29 16 π‘—βˆ’1 π‘—βˆ’1 PROPN cana-569 29 17 β€Š β€Š SPACE cana-569 29 18 βˆ‘ βˆ‘ ADP cana-569 29 19 β€Š β€Š SPACE cana-569 29 20 𝑛 𝑛 PRON cana-569 29 21 𝑖=1 𝑖=1 PROPN cana-569 29 22 β€Š β€Š SPACE cana-569 29 23 π‘₯𝑖𝑗 π‘₯𝑖𝑗 PROPN cana-569 29 24 β‹… β‹… PROPN cana-569 29 25 𝑑𝑖𝑗 𝑑𝑖𝑗 PROPN cana-569 29 26 12 12 NUM cana-569 29 27 energy energy NOUN cana-569 29 28 consumption consumption NOUN cana-569 29 29 model model NOUN cana-569 29 30 : : PUNCT cana-569 29 31 𝐸 𝐸 PROPN cana-569 29 32 = = NOUN cana-569 29 33 βˆ‘ βˆ‘ NOUN cana-569 29 34 β€Š β€Š SPACE cana-569 29 35 𝑛 𝑛 PRON cana-569 29 36 π‘–βˆ’1 π‘–βˆ’1 PUNCT cana-569 29 37 βˆ‘ βˆ‘ PROPN cana-569 29 38 β€Š β€Š SPACE cana-569 29 39 π‘š π‘š PROPN cana-569 29 40 π‘—βˆ’1 π‘—βˆ’1 PROPN cana-569 29 41 π‘₯𝑖𝑗 π‘₯𝑖𝑗 PROPN cana-569 29 42 β‹… β‹… PROPN cana-569 29 43 𝑒𝑖𝑗 𝑒𝑖𝑗 PROPN cana-569 29 44 13 13 NUM cana-569 29 45 reliability reliability NOUN cana-569 29 46 constraint constraint NOUN cana-569 29 47 : : PUNCT cana-569 30 1 𝑅 𝑅 PROPN cana-569 30 2 βˆ’βˆ βˆ’βˆ NOUN cana-569 30 3 β€Š β€Š SPACE cana-569 30 4 𝑛 𝑛 ADP cana-569 30 5 π‘–βˆ’1 π‘–βˆ’1 PROPN cana-569 30 6 ( ( PUNCT cana-569 30 7 1 1 NUM cana-569 30 8 βˆ’ βˆ’ NUM cana-569 30 9 π‘Ÿπ‘– π‘Ÿπ‘– NOUN cana-569 30 10 ) ) PUNCT cana-569 30 11 π‘₯1 π‘₯1 NOUN cana-569 30 12 β‰₯ β‰₯ NOUN cana-569 30 13 𝑅min 𝑅min PROPN cana-569 30 14 communications communication NOUN cana-569 30 15 on on ADP cana-569 30 16 applied apply VERB cana-569 30 17 nonlinear nonlinear ADJ cana-569 30 18 analysis analysis NOUN cana-569 30 19 issn issn NOUN cana-569 30 20 : : PUNCT cana-569 30 21 1074 1074 NUM cana-569 30 22 - - PUNCT cana-569 30 23 133x 133x NUM cana-569 30 24 vol vol NOUN cana-569 30 25 31 31 NUM cana-569 30 26 no no NOUN cana-569 30 27 . . NOUN cana-569 30 28 2 2 NUM cana-569 30 29 ( ( PUNCT cana-569 30 30 2024 2024 NUM cana-569 30 31 ) ) PUNCT cana-569 30 32 297 297 NUM cana-569 30 33 https://internationalpubls.com https://internationalpubls.com SYM cana-569 30 34 14 14 NUM cana-569 30 35 cost cost NOUN cana-569 30 36 function function NOUN cana-569 30 37 for for ADP cana-569 30 38 cloud cloud ADJ cana-569 30 39 resources resource NOUN cana-569 30 40 : : PUNCT cana-569 30 41 𝐢 𝐢 PROPN cana-569 30 42 βˆ’βˆ‘ βˆ’βˆ‘ PROPN cana-569 30 43 β€Š β€Š SPACE cana-569 30 44 𝑛 𝑛 ADP cana-569 30 45 π‘–βˆ’1 π‘–βˆ’1 PROPN cana-569 30 46 𝑐𝑖 𝑐𝑖 PROPN cana-569 30 47 β‹… β‹… PROPN cana-569 30 48 π‘₯𝑖 π‘₯𝑖 PROPN cana-569 30 49 15 15 NUM cana-569 30 50 constraint constraint NOUN cana-569 30 51 for for ADP cana-569 30 52 deadline deadline NOUN cana-569 30 53 satisfaction satisfaction NOUN cana-569 30 54 : : PUNCT cana-569 30 55 βˆ‘ βˆ‘ PUNCT cana-569 30 56 β€Š β€Š SPACE cana-569 30 57 𝑛 𝑛 ADP cana-569 30 58 π‘–βˆ’1 π‘–βˆ’1 PROPN cana-569 30 59 π‘₯𝑖 π‘₯𝑖 PROPN cana-569 30 60 β‹… β‹… PROPN cana-569 30 61 𝑑𝑖 𝑑𝑖 PROPN cana-569 30 62 ≀ ≀ NUM cana-569 30 63 𝐷 𝐷 PROPN cana-569 30 64 16 16 NUM cana-569 30 65 statistical statistical ADJ cana-569 30 66 mean mean NOUN cana-569 30 67 of of ADP cana-569 30 68 completion completion NOUN cana-569 30 69 time time NOUN cana-569 30 70 : : PUNCT cana-569 30 71 πœ‡ πœ‡ ADP cana-569 30 72 βˆ’ βˆ’ PROPN cana-569 30 73 1 1 NUM cana-569 30 74 𝑛 𝑛 PROPN cana-569 30 75 βˆ‘ βˆ‘ DET cana-569 30 76 β€Š β€Š SPACE cana-569 30 77 𝑛 𝑛 PRON cana-569 30 78 π‘–βˆ’1 π‘–βˆ’1 PROPN cana-569 30 79 𝑑𝑖 𝑑𝑖 NOUN cana-569 30 80 β‹… β‹… PROPN cana-569 30 81 π‘₯𝑖 π‘₯𝑖 PROPN cana-569 30 82 17 17 NUM cana-569 30 83 variance variance NOUN cana-569 30 84 of of ADP cana-569 30 85 completion completion NOUN cana-569 30 86 time time NOUN cana-569 30 87 : : PUNCT cana-569 31 1 𝜎2 𝜎2 NOUN cana-569 31 2 βˆ’ βˆ’ PROPN cana-569 31 3 1 1 NUM cana-569 31 4 𝑛 𝑛 PROPN cana-569 31 5 βˆ‘ βˆ‘ DET cana-569 31 6 β€Š β€Š SPACE cana-569 31 7 𝑛 𝑛 PRON cana-569 31 8 π‘–βˆ’1 π‘–βˆ’1 PROPN cana-569 31 9 ( ( PUNCT cana-569 31 10 𝑑𝑖 𝑑𝑖 PROPN cana-569 31 11 β‹… β‹… PROPN cana-569 31 12 π‘₯𝑖 π‘₯𝑖 PROPN cana-569 31 13 βˆ’ βˆ’ PROPN cana-569 31 14 πœ‡)2 πœ‡)2 PROPN cana-569 31 15 18 18 NUM cana-569 31 16 probability probability NOUN cana-569 31 17 of of ADP cana-569 31 18 task task NOUN cana-569 31 19 migration migration NOUN cana-569 31 20 : : PUNCT cana-569 31 21 𝑃migrate 𝑃migrate ADJ cana-569 31 22 βˆ’ βˆ’ NOUN cana-569 31 23 1 1 NUM cana-569 31 24 1 1 NUM cana-569 31 25 + + NUM cana-569 31 26 exp⁑(βˆ’π›Ώπ‘“ exp⁑(βˆ’π›Ώπ‘“ NOUN cana-569 31 27 ) ) PUNCT cana-569 31 28 19 19 NUM cana-569 31 29 cost cost NOUN cana-569 31 30 efficiency efficiency NOUN cana-569 31 31 ratio ratio NOUN cana-569 31 32 : : PUNCT cana-569 31 33 ce ce PROPN cana-569 31 34 βˆ’ βˆ’ PROPN cana-569 31 35 perfarmamse perfarmamse ADV cana-569 31 36 cost cost VERB cana-569 31 37 20 20 NUM cana-569 31 38 quality quality NOUN cana-569 31 39 of of ADP cana-569 31 40 service service NOUN cana-569 31 41 ( ( PUNCT cana-569 31 42 qos qos PROPN cana-569 31 43 ) ) PUNCT cana-569 31 44 indicator indicator NOUN cana-569 31 45 : : PUNCT cana-569 31 46 qos qos PROPN cana-569 31 47 βˆ’ βˆ’ PROPN cana-569 31 48 πœ”1 πœ”1 PROPN cana-569 31 49 . . PUNCT cana-569 32 1 performance performance NOUN cana-569 32 2 βˆ’ βˆ’ PROPN cana-569 32 3 πœ”2 πœ”2 PROPN cana-569 32 4 . . PUNCT cana-569 33 1 cost cost VERB cana-569 33 2 21 21 NUM cana-569 33 3 availability availability NOUN cana-569 33 4 of of ADP cana-569 33 5 cloud cloud NOUN cana-569 33 6 system system NOUN cana-569 33 7 : : PUNCT cana-569 33 8 𝐴 𝐴 PROPN cana-569 33 9 βˆ’ βˆ’ PROPN cana-569 33 10 1 1 NUM cana-569 33 11 βˆ’βˆ βˆ’βˆ NOUN cana-569 33 12 β€Š β€Š SPACE cana-569 33 13 𝑛 𝑛 ADP cana-569 33 14 π‘–βˆ’1 π‘–βˆ’1 PROPN cana-569 33 15 ( ( PUNCT cana-569 33 16 1 1 NUM cana-569 33 17 βˆ’ βˆ’ NUM cana-569 33 18 π‘Žπ‘– π‘Žπ‘– PROPN cana-569 33 19 ) ) PUNCT cana-569 33 20 22 22 NUM cana-569 33 21 scalability scalability NOUN cana-569 33 22 function function NOUN cana-569 33 23 : : PUNCT cana-569 33 24 𝑆(𝑛 𝑆(𝑛 X cana-569 33 25 ) ) PUNCT cana-569 33 26 βˆ’ βˆ’ NOUN cana-569 33 27 𝑓(𝑛 𝑓(𝑛 NOUN cana-569 33 28 ) ) PUNCT cana-569 33 29 𝑓(1 𝑓(1 NOUN cana-569 33 30 ) ) PUNCT cana-569 33 31 23 23 NUM cana-569 33 32 response response NOUN cana-569 33 33 time time NOUN cana-569 33 34 for for ADP cana-569 33 35 a a DET cana-569 33 36 request request NOUN cana-569 33 37 : : PUNCT cana-569 33 38 𝑅𝑑 𝑅𝑑 PROPN cana-569 33 39 βˆ’βˆ‘ βˆ’βˆ‘ PROPN cana-569 33 40 β€Š β€Š SPACE cana-569 33 41 𝑛 𝑛 PRON cana-569 33 42 π‘–βˆ’1 π‘–βˆ’1 PROPN cana-569 33 43 1 1 NUM cana-569 33 44 1 1 NUM cana-569 33 45 + + NUM cana-569 33 46 π‘’βˆ’(π‘‘π‘–βˆ’π‘› π‘’βˆ’(π‘‘π‘–βˆ’π‘› NOUN cana-569 33 47 communications communication NOUN cana-569 33 48 on on ADP cana-569 33 49 applied apply VERB cana-569 33 50 nonlinear nonlinear ADJ cana-569 33 51 analysis analysis NOUN cana-569 33 52 issn issn NOUN cana-569 33 53 : : PUNCT cana-569 33 54 1074 1074 NUM cana-569 33 55 - - PUNCT cana-569 33 56 133x 133x NUM cana-569 33 57 vol vol NOUN cana-569 33 58 31 31 NUM cana-569 33 59 no no NOUN cana-569 33 60 . . NOUN cana-569 33 61 2 2 NUM cana-569 33 62 ( ( PUNCT cana-569 33 63 2024 2024 NUM cana-569 33 64 ) ) PUNCT cana-569 33 65 298 298 NUM cana-569 33 66 https://internationalpubls.com https://internationalpubls.com SYM cana-569 33 67 24 24 NUM cana-569 33 68 utilization utilization NOUN cana-569 33 69 of of ADP cana-569 33 70 a a DET cana-569 33 71 resource resource NOUN cana-569 33 72 : : PUNCT cana-569 33 73 π‘ˆ π‘ˆ PROPN cana-569 33 74 βˆ’ βˆ’ PROPN cana-569 33 75 βˆ‘ βˆ‘ ADP cana-569 33 76 β€Š β€Š SPACE cana-569 33 77 π‘Ž π‘Ž NOUN cana-569 33 78 𝑖,1 𝑖,1 ADV cana-569 33 79 β€Š β€Š SPACE cana-569 33 80 π‘₯𝑖 π‘₯𝑖 PROPN cana-569 33 81 β‹… β‹… PROPN cana-569 33 82 𝑑𝑖 𝑑𝑖 NUM cana-569 34 1 𝑇𝑖 𝑇𝑖 ADP cana-569 34 2 theoretical theoretical ADJ cana-569 34 3 analysis analysis NOUN cana-569 34 4 of of ADP cana-569 34 5 the the DET cana-569 34 6 given give VERB cana-569 34 7 mathematical mathematical ADJ cana-569 34 8 equations equation NOUN cana-569 34 9 revolves revolve VERB cana-569 34 10 around around ADP cana-569 34 11 the the DET cana-569 34 12 optimization optimization NOUN cana-569 34 13 of of ADP cana-569 34 14 scheduling scheduling NOUN cana-569 34 15 tasks task NOUN cana-569 34 16 in in ADP cana-569 34 17 a a DET cana-569 34 18 cloud cloud ADJ cana-569 34 19 environment environment NOUN cana-569 34 20 , , PUNCT cana-569 34 21 where where SCONJ cana-569 34 22 various various ADJ cana-569 34 23 parameters parameter NOUN cana-569 34 24 like like ADP cana-569 34 25 resource resource NOUN cana-569 34 26 allocation allocation NOUN cana-569 34 27 , , PUNCT cana-569 34 28 task task NOUN cana-569 34 29 execution execution NOUN cana-569 34 30 time time NOUN cana-569 34 31 , , PUNCT cana-569 34 32 and and CCONJ cana-569 34 33 system system NOUN cana-569 34 34 performance performance NOUN cana-569 34 35 are be AUX cana-569 34 36 crucial crucial ADJ cana-569 34 37 . . PUNCT cana-569 35 1 objective objective ADJ cana-569 35 2 function function NOUN cana-569 35 3 for for ADP cana-569 35 4 optimization optimization NOUN cana-569 35 5 : : PUNCT cana-569 35 6 the the DET cana-569 35 7 equation equation NOUN cana-569 35 8 𝑓(π‘₯ 𝑓(π‘₯ NOUN cana-569 35 9 ) ) PUNCT cana-569 35 10 βˆ’minβˆ‘π‘–βˆ’1 βˆ’minβˆ‘π‘–βˆ’1 NOUN cana-569 35 11 𝑛 𝑛 PRON cana-569 35 12 β€Š β€Š SPACE cana-569 35 13 𝑀𝑖 𝑀𝑖 PROPN cana-569 35 14 β‹… β‹… PROPN cana-569 35 15 π‘₯𝑖 π‘₯𝑖 PROPN cana-569 35 16 defines define VERB cana-569 35 17 the the DET cana-569 35 18 objective objective ADJ cana-569 35 19 function function NOUN cana-569 35 20 aiming aim VERB cana-569 35 21 to to PART cana-569 35 22 minimize minimize VERB cana-569 35 23 the the DET cana-569 35 24 weighted weighted ADJ cana-569 35 25 sum sum NOUN cana-569 35 26 of of ADP cana-569 35 27 variables variable NOUN cana-569 35 28 π‘₯𝑖. π‘₯𝑖. VERB cana-569 35 29 in in ADP cana-569 35 30 a a DET cana-569 35 31 cloud cloud NOUN cana-569 35 32 computing compute VERB cana-569 35 33 context context NOUN cana-569 35 34 , , PUNCT cana-569 35 35 this this PRON cana-569 35 36 could could AUX cana-569 35 37 represent represent VERB cana-569 35 38 minimizing minimize VERB cana-569 35 39 the the DET cana-569 35 40 total total ADJ cana-569 35 41 cost cost NOUN cana-569 35 42 or or CCONJ cana-569 35 43 resource resource NOUN cana-569 35 44 usage usage NOUN cana-569 35 45 , , PUNCT cana-569 35 46 where where SCONJ cana-569 35 47 𝑀𝑖 𝑀𝑖 NOUN cana-569 35 48 are be AUX cana-569 35 49 the the DET cana-569 35 50 weights weight NOUN cana-569 35 51 ( ( PUNCT cana-569 35 52 e.g. e.g. ADV cana-569 35 53 , , PUNCT cana-569 35 54 costs cost NOUN cana-569 35 55 or or CCONJ cana-569 35 56 resources resource NOUN cana-569 35 57 ) ) PUNCT cana-569 35 58 associated associate VERB cana-569 35 59 with with ADP cana-569 35 60 each each DET cana-569 35 61 task task NOUN cana-569 35 62 π‘₯𝑖. π‘₯𝑖. ADP cana-569 35 63 resource resource NOUN cana-569 35 64 allocation allocation NOUN cana-569 35 65 constraint constraint NOUN cana-569 35 66 : : PUNCT cana-569 36 1 the the DET cana-569 36 2 equation equation NOUN cana-569 36 3 βˆ‘π‘–βˆ’1 βˆ‘π‘–βˆ’1 NOUN cana-569 36 4 𝑛 𝑛 PRON cana-569 36 5 β€Š β€Š SPACE cana-569 36 6 π‘Ÿπ‘– π‘Ÿπ‘– PROPN cana-569 36 7 + + CCONJ cana-569 36 8 π‘₯𝑖 π‘₯𝑖 X cana-569 36 9 ≀ ≀ NOUN cana-569 36 10 𝑅 𝑅 PROPN cana-569 36 11 ensures ensure VERB cana-569 36 12 that that SCONJ cana-569 36 13 the the DET cana-569 36 14 total total ADJ cana-569 36 15 resources resource NOUN cana-569 36 16 used use VERB cana-569 36 17 by by ADP cana-569 36 18 all all DET cana-569 36 19 tasks task NOUN cana-569 36 20 do do AUX cana-569 36 21 not not PART cana-569 36 22 exceed exceed VERB cana-569 36 23 the the DET cana-569 36 24 available available ADJ cana-569 36 25 resources resource NOUN cana-569 36 26 𝑅. 𝑅. VERB cana-569 36 27 here here ADV cana-569 36 28 , , PUNCT cana-569 36 29 π‘Ÿπ‘– π‘Ÿπ‘– ADV cana-569 36 30 represents represent VERB cana-569 36 31 the the DET cana-569 36 32 resource resource NOUN cana-569 36 33 requirement requirement NOUN cana-569 36 34 for for ADP cana-569 36 35 each each DET cana-569 36 36 task task NOUN cana-569 36 37 . . PUNCT cana-569 37 1 non non ADJ cana-569 37 2 - - ADJ cana-569 37 3 linear linear ADJ cana-569 37 4 constraint constraint NOUN cana-569 37 5 for for ADP cana-569 37 6 task task NOUN cana-569 37 7 execution execution NOUN cana-569 37 8 : : PUNCT cana-569 37 9 the the DET cana-569 37 10 non non ADJ cana-569 37 11 - - ADJ cana-569 37 12 linear linear ADJ cana-569 37 13 equation equation NOUN cana-569 37 14 βˆ‘π‘–βˆ’1 βˆ‘π‘–βˆ’1 NOUN cana-569 38 1 𝑛 𝑛 PRON cana-569 38 2 β€Š β€Š SPACE cana-569 38 3 𝑑𝑖 𝑑𝑖 PROPN cana-569 38 4 β‹… β‹… PROPN cana-569 38 5 π‘₯𝑖 π‘₯𝑖 ADP cana-569 38 6 2 2 NUM cana-569 38 7 ≀ ≀ NOUN cana-569 38 8 𝑇 𝑇 PROPN cana-569 38 9 might might AUX cana-569 38 10 represent represent VERB cana-569 38 11 a a DET cana-569 38 12 scenario scenario NOUN cana-569 38 13 where where SCONJ cana-569 38 14 the the DET cana-569 38 15 resource resource NOUN cana-569 38 16 usage usage NOUN cana-569 38 17 or or CCONJ cana-569 38 18 task task NOUN cana-569 38 19 completion completion NOUN cana-569 38 20 time time NOUN cana-569 38 21 grows grow VERB cana-569 38 22 non non ADJ cana-569 38 23 - - ADJ cana-569 38 24 linearly linearly ADV cana-569 38 25 with with ADP cana-569 38 26 an an DET cana-569 38 27 increase increase NOUN cana-569 38 28 in in ADP cana-569 38 29 the the DET cana-569 38 30 task task NOUN cana-569 38 31 size size NOUN cana-569 38 32 or or CCONJ cana-569 38 33 number number NOUN cana-569 38 34 . . PUNCT cana-569 39 1 latency latency NOUN cana-569 39 2 definition definition NOUN cana-569 39 3 : : PUNCT cana-569 39 4 latency latency PROPN cana-569 39 5 𝐿 𝐿 PROPN cana-569 39 6 βˆ’ βˆ’ PROPN cana-569 39 7 βˆ‘π‘–βˆ’1 βˆ‘π‘–βˆ’1 PROPN cana-569 39 8 𝑛 𝑛 PROPN cana-569 39 9 β€Š β€Š SPACE cana-569 39 10 𝑙𝑖 𝑙𝑖 PROPN cana-569 39 11 β‹… β‹… PROPN cana-569 39 12 π‘₯𝑖 π‘₯𝑖 PROPN cana-569 39 13 is be AUX cana-569 39 14 defined define VERB cana-569 39 15 as as ADP cana-569 39 16 the the DET cana-569 39 17 sum sum NOUN cana-569 39 18 of of ADP cana-569 39 19 individual individual ADJ cana-569 39 20 latencies latency NOUN cana-569 39 21 𝑙𝑖 𝑙𝑖 PROPN cana-569 39 22 for for ADP cana-569 39 23 tasks task NOUN cana-569 39 24 , , PUNCT cana-569 39 25 crucial crucial ADJ cana-569 39 26 for for ADP cana-569 39 27 evaluating evaluate VERB cana-569 39 28 the the DET cana-569 39 29 responsiveness responsiveness NOUN cana-569 39 30 of of ADP cana-569 39 31 the the DET cana-569 39 32 cloud cloud NOUN cana-569 39 33 system system NOUN cana-569 39 34 . . PUNCT cana-569 40 1 throughput throughput NOUN cana-569 40 2 maximization maximization NOUN cana-569 40 3 : : PUNCT cana-569 40 4 maximizing maximize VERB cana-569 40 5 throughput throughput NOUN cana-569 40 6 max max PROPN cana-569 40 7 ( ( PUNCT cana-569 40 8 1 1 NUM cana-569 40 9 βˆ‘π‘–βˆ’1 βˆ‘π‘–βˆ’1 NUM cana-569 40 10 𝑛 𝑛 PRON cana-569 40 11 β€Š β€Š SPACE cana-569 40 12 𝑑1β‹…π‘₯𝑖 𝑑1β‹…π‘₯𝑖 NOUN cana-569 40 13 ) ) PUNCT cana-569 40 14 focuses focus VERB cana-569 40 15 on on ADP cana-569 40 16 optimizing optimize VERB cana-569 40 17 the the DET cana-569 40 18 system system NOUN cana-569 40 19 to to PART cana-569 40 20 handle handle VERB cana-569 40 21 the the DET cana-569 40 22 maximum maximum ADJ cana-569 40 23 number number NOUN cana-569 40 24 of of ADP cana-569 40 25 tasks task NOUN cana-569 40 26 in in ADP cana-569 40 27 a a DET cana-569 40 28 given give VERB cana-569 40 29 time time NOUN cana-569 40 30 , , PUNCT cana-569 40 31 where where SCONJ cana-569 40 32 𝑑𝑖 𝑑𝑖 NOUN cana-569 40 33 represents represent VERB cana-569 40 34 the the DET cana-569 40 35 time time NOUN cana-569 40 36 taken take VERB cana-569 40 37 for for ADP cana-569 40 38 each each DET cana-569 40 39 task task NOUN cana-569 40 40 . . PUNCT cana-569 41 1 cuckoo cuckoo NOUN cana-569 41 2 search search NOUN cana-569 41 3 algorithm algorithm NOUN cana-569 41 4 : : PUNCT cana-569 41 5 these these DET cana-569 41 6 equations equation NOUN cana-569 41 7 represent represent VERB cana-569 41 8 components component NOUN cana-569 41 9 of of ADP cana-569 41 10 the the DET cana-569 41 11 cuckoo cuckoo NOUN cana-569 41 12 search search NOUN cana-569 41 13 optimization optimization NOUN cana-569 41 14 algorithm algorithm NOUN cana-569 41 15 , , PUNCT cana-569 41 16 including include VERB cana-569 41 17 the the DET cana-569 41 18 random random ADJ cana-569 41 19 walk walk NOUN cana-569 41 20 using use VERB cana-569 41 21 levy levy NOUN cana-569 41 22 flight flight NOUN cana-569 41 23 distribution distribution NOUN cana-569 41 24 and and CCONJ cana-569 41 25 adaptive adaptive ADJ cana-569 41 26 step step NOUN cana-569 41 27 size size NOUN cana-569 41 28 . . PUNCT cana-569 42 1 this this DET cana-569 42 2 algorithm algorithm NOUN cana-569 42 3 is be AUX cana-569 42 4 used use VERB cana-569 42 5 for for ADP cana-569 42 6 finding find VERB cana-569 42 7 the the DET cana-569 42 8 optimal optimal ADJ cana-569 42 9 solutions solution NOUN cana-569 42 10 by by ADP cana-569 42 11 mimicking mimic VERB cana-569 42 12 the the DET cana-569 42 13 behavior behavior NOUN cana-569 42 14 of of ADP cana-569 42 15 cuckoo cuckoo NOUN cana-569 42 16 birds bird NOUN cana-569 42 17 . . PUNCT cana-569 43 1 system system NOUN cana-569 43 2 performance performance NOUN cana-569 43 3 metrics metric NOUN cana-569 43 4 : : PUNCT cana-569 43 5 equations equation NOUN cana-569 43 6 relating relate VERB cana-569 43 7 to to ADP cana-569 43 8 makespan makespan ADP cana-569 43 9 minimization minimization NOUN cana-569 43 10 , , PUNCT cana-569 43 11 load load NOUN cana-569 43 12 balancing balancing NOUN cana-569 43 13 , , PUNCT cana-569 43 14 energy energy NOUN cana-569 43 15 consumption consumption NOUN cana-569 43 16 , , PUNCT cana-569 43 17 reliability reliability NOUN cana-569 43 18 , , PUNCT cana-569 43 19 cost cost NOUN cana-569 43 20 , , PUNCT cana-569 43 21 and and CCONJ cana-569 43 22 deadline deadline NOUN cana-569 43 23 satisfaction satisfaction NOUN cana-569 43 24 are be AUX cana-569 43 25 pivotal pivotal ADJ cana-569 43 26 for for ADP cana-569 43 27 assessing assess VERB cana-569 43 28 the the DET cana-569 43 29 performance performance NOUN cana-569 43 30 and and CCONJ cana-569 43 31 efficiency efficiency NOUN cana-569 43 32 of of ADP cana-569 43 33 the the DET cana-569 43 34 cloud cloud NOUN cana-569 43 35 scheduling scheduling NOUN cana-569 43 36 system system NOUN cana-569 43 37 . . PUNCT cana-569 44 1 statistical statistical ADJ cana-569 44 2 assessments assessment NOUN cana-569 44 3 : : PUNCT cana-569 44 4 these these DET cana-569 44 5 equations equation NOUN cana-569 44 6 involve involve VERB cana-569 44 7 calculating calculate VERB cana-569 44 8 the the DET cana-569 44 9 mean mean NOUN cana-569 44 10 and and CCONJ cana-569 44 11 variance variance NOUN cana-569 44 12 of of ADP cana-569 44 13 completion completion NOUN cana-569 44 14 times time NOUN cana-569 44 15 , , PUNCT cana-569 44 16 migration migration NOUN cana-569 44 17 probabilities probability NOUN cana-569 44 18 , , PUNCT cana-569 44 19 and and CCONJ cana-569 44 20 cost cost NOUN cana-569 44 21 - - PUNCT cana-569 44 22 efficiency efficiency NOUN cana-569 44 23 ratios ratio NOUN cana-569 44 24 , , PUNCT cana-569 44 25 providing provide VERB cana-569 44 26 insights insight NOUN cana-569 44 27 into into ADP cana-569 44 28 the the DET cana-569 44 29 statistical statistical ADJ cana-569 44 30 performance performance NOUN cana-569 44 31 of of ADP cana-569 44 32 the the DET cana-569 44 33 scheduling scheduling NOUN cana-569 44 34 system system NOUN cana-569 44 35 . . PUNCT cana-569 45 1 quality quality NOUN cana-569 45 2 of of ADP cana-569 45 3 service service NOUN cana-569 45 4 and and CCONJ cana-569 45 5 system system NOUN cana-569 45 6 metrics metric NOUN cana-569 45 7 : : PUNCT cana-569 45 8 these these DET cana-569 45 9 equations equation NOUN cana-569 45 10 assess assess VERB cana-569 45 11 the the DET cana-569 45 12 quality quality NOUN cana-569 45 13 of of ADP cana-569 45 14 service service NOUN cana-569 45 15 ( ( PUNCT cana-569 45 16 qos qos PROPN cana-569 45 17 ) ) PUNCT cana-569 45 18 , , PUNCT cana-569 45 19 system system NOUN cana-569 45 20 availability availability NOUN cana-569 45 21 , , PUNCT cana-569 45 22 scalability scalability NOUN cana-569 45 23 , , PUNCT cana-569 45 24 response response NOUN cana-569 45 25 time time NOUN cana-569 45 26 , , PUNCT cana-569 45 27 and and CCONJ cana-569 45 28 resource resource NOUN cana-569 45 29 utilization utilization NOUN cana-569 45 30 , , PUNCT cana-569 45 31 which which PRON cana-569 45 32 are be AUX cana-569 45 33 critical critical ADJ cana-569 45 34 for for ADP cana-569 45 35 evaluating evaluate VERB cana-569 45 36 the the DET cana-569 45 37 effectiveness effectiveness NOUN cana-569 45 38 and and CCONJ cana-569 45 39 user user NOUN cana-569 45 40 satisfaction satisfaction NOUN cana-569 45 41 of of ADP cana-569 45 42 the the DET cana-569 45 43 cloud cloud PROPN cana-569 45 44 service service NOUN cana-569 45 45 . . PUNCT cana-569 46 1 in in ADP cana-569 46 2 summary summary NOUN cana-569 46 3 , , PUNCT cana-569 46 4 these these DET cana-569 46 5 equations equation NOUN cana-569 46 6 collectively collectively ADV cana-569 46 7 form form VERB cana-569 46 8 a a DET cana-569 46 9 comprehensive comprehensive ADJ cana-569 46 10 mathematical mathematical ADJ cana-569 46 11 model model NOUN cana-569 46 12 to to PART cana-569 46 13 analyze analyze VERB cana-569 46 14 and and CCONJ cana-569 46 15 optimize optimize VERB cana-569 46 16 scheduling scheduling NOUN cana-569 46 17 in in ADP cana-569 46 18 cloud cloud ADJ cana-569 46 19 environments environment NOUN cana-569 46 20 , , PUNCT cana-569 46 21 focusing focus VERB cana-569 46 22 on on ADP cana-569 46 23 efficiency efficiency NOUN cana-569 46 24 , , PUNCT cana-569 46 25 performance performance NOUN cana-569 46 26 , , PUNCT cana-569 46 27 and and CCONJ cana-569 46 28 resource resource NOUN cana-569 46 29 utilization utilization NOUN cana-569 46 30 . . PUNCT cana-569 47 1 communications communication NOUN cana-569 47 2 on on ADP cana-569 47 3 applied apply VERB cana-569 47 4 nonlinear nonlinear ADJ cana-569 47 5 analysis analysis NOUN cana-569 47 6 issn issn NOUN cana-569 47 7 : : PUNCT cana-569 47 8 1074 1074 NUM cana-569 47 9 - - PUNCT cana-569 47 10 133x 133x NUM cana-569 47 11 vol vol NOUN cana-569 47 12 31 31 NUM cana-569 47 13 no no NOUN cana-569 47 14 . . NOUN cana-569 47 15 2 2 NUM cana-569 47 16 ( ( PUNCT cana-569 47 17 2024 2024 NUM cana-569 47 18 ) ) PUNCT cana-569 47 19 299 299 NUM cana-569 47 20 https://internationalpubls.com https://internationalpubls.com X cana-569 47 21 the the DET cana-569 47 22 consideration consideration NOUN cana-569 47 23 of of ADP cana-569 47 24 several several ADJ cana-569 47 25 features feature NOUN cana-569 47 26 including include VERB cana-569 47 27 processing processing NOUN cana-569 47 28 time time NOUN cana-569 47 29 , , PUNCT cana-569 47 30 cost cost NOUN cana-569 47 31 , , PUNCT cana-569 47 32 execution execution NOUN cana-569 47 33 time time NOUN cana-569 47 34 , , PUNCT cana-569 47 35 makespan makespan ADV cana-569 47 36 , , PUNCT cana-569 47 37 and and CCONJ cana-569 47 38 power power NOUN cana-569 47 39 consumption consumption NOUN cana-569 47 40 will will AUX cana-569 47 41 form form VERB cana-569 47 42 an an DET cana-569 47 43 optimal optimal ADJ cana-569 47 44 strategy strategy NOUN cana-569 47 45 for for ADP cana-569 47 46 cloud cloud NOUN cana-569 47 47 task task NOUN cana-569 47 48 scheduling scheduling NOUN cana-569 47 49 . . PUNCT cana-569 48 1 the the DET cana-569 48 2 metaheuristic metaheuristic ADJ cana-569 48 3 approach approach NOUN cana-569 48 4 , , PUNCT cana-569 48 5 which which PRON cana-569 48 6 has have AUX cana-569 48 7 been be AUX cana-569 48 8 applied apply VERB cana-569 48 9 in in ADP cana-569 48 10 many many ADJ cana-569 48 11 studies study NOUN cana-569 48 12 [ [ X cana-569 48 13 2 2 NUM cana-569 48 14 ] ] PUNCT cana-569 48 15 , , PUNCT cana-569 48 16 [ [ X cana-569 48 17 3 3 NUM cana-569 48 18 ] ] PUNCT cana-569 48 19 , , PUNCT cana-569 48 20 has have AUX cana-569 48 21 been be AUX cana-569 48 22 widely widely ADV cana-569 48 23 used use VERB cana-569 48 24 to to PART cana-569 48 25 address address VERB cana-569 48 26 this this DET cana-569 48 27 optimization optimization NOUN cana-569 48 28 problem problem NOUN cana-569 48 29 . . PUNCT cana-569 49 1 while while SCONJ cana-569 49 2 cuckoo cuckoo NOUN cana-569 49 3 search search NOUN cana-569 49 4 ( ( PUNCT cana-569 49 5 cs cs PROPN cana-569 49 6 ) ) PUNCT cana-569 49 7 and and CCONJ cana-569 49 8 sa sa PROPN cana-569 49 9 also also ADV cana-569 49 10 use use VERB cana-569 49 11 random random ADJ cana-569 49 12 solutions solution NOUN cana-569 49 13 and and CCONJ cana-569 49 14 iteratively iteratively ADV cana-569 49 15 improve improve VERB cana-569 49 16 them they PRON cana-569 49 17 , , PUNCT cana-569 49 18 they they PRON cana-569 49 19 differ differ VERB cana-569 49 20 in in ADP cana-569 49 21 their their PRON cana-569 49 22 approaches approach NOUN cana-569 49 23 . . PUNCT cana-569 50 1 sa sa PROPN cana-569 50 2 that that PRON cana-569 50 3 is be AUX cana-569 50 4 a a DET cana-569 50 5 single single ADJ cana-569 50 6 solution solution NOUN cana-569 50 7 search search NOUN cana-569 50 8 scheme scheme NOUN cana-569 50 9 has have AUX cana-569 50 10 been be AUX cana-569 50 11 hybrided hybride VERB cana-569 50 12 with with ADP cana-569 50 13 other other ADJ cana-569 50 14 optimization optimization NOUN cana-569 50 15 methods method NOUN cana-569 50 16 to to PART cana-569 50 17 improve improve VERB cana-569 50 18 its its PRON cana-569 50 19 performance performance NOUN cana-569 50 20 in in ADP cana-569 50 21 getting getting AUX cana-569 50 22 rid rid VERB cana-569 50 23 of of ADP cana-569 50 24 the the DET cana-569 50 25 local local ADJ cana-569 50 26 optima optima PROPN cana-569 50 27 problems problem NOUN cana-569 50 28 . . PUNCT cana-569 51 1 nonetheless nonetheless ADV cana-569 51 2 , , PUNCT cana-569 51 3 cs cs PROPN cana-569 51 4 has have VERB cana-569 51 5 one one NUM cana-569 51 6 important important ADJ cana-569 51 7 limitation limitation NOUN cana-569 51 8 , , PUNCT cana-569 51 9 which which PRON cana-569 51 10 is be AUX cana-569 51 11 the the DET cana-569 51 12 possibility possibility NOUN cana-569 51 13 of of ADP cana-569 51 14 premature premature ADJ cana-569 51 15 convergence convergence NOUN cana-569 51 16 and and CCONJ cana-569 51 17 slow slow ADJ cana-569 51 18 convergence convergence NOUN cana-569 51 19 rates rate NOUN cana-569 51 20 . . PUNCT cana-569 52 1 so so ADV cana-569 52 2 , , PUNCT cana-569 52 3 abed abed ADJ cana-569 52 4 - - PUNCT cana-569 52 5 alguni alguni PROPN cana-569 52 6 and and CCONJ cana-569 52 7 alkhateeb alkhateeb NOUN cana-569 52 8 suggested suggest VERB cana-569 52 9 six six NUM cana-569 52 10 modifications modification NOUN cana-569 52 11 to to ADP cana-569 52 12 the the DET cana-569 52 13 cs cs PROPN cana-569 52 14 algorithm algorithm NOUN cana-569 52 15 , , PUNCT cana-569 52 16 which which PRON cana-569 52 17 significantly significantly ADV cana-569 52 18 exceeded exceed VERB cana-569 52 19 the the DET cana-569 52 20 benchmark benchmark NOUN cana-569 52 21 functions function NOUN cana-569 52 22 results result NOUN cana-569 52 23 that that PRON cana-569 52 24 were be AUX cana-569 52 25 achieved achieve VERB cana-569 52 26 by by ADP cana-569 52 27 the the DET cana-569 52 28 original original ADJ cana-569 52 29 cs cs ADJ cana-569 52 30 approach approach NOUN cana-569 52 31 [ [ X cana-569 52 32 4 4 NUM cana-569 52 33 ] ] PUNCT cana-569 52 34 . . PUNCT cana-569 53 1 only only ADV cana-569 53 2 lately lately ADV cana-569 53 3 , , PUNCT cana-569 53 4 deep deep ADJ cana-569 53 5 reinforcement reinforcement NOUN cana-569 53 6 learning learning NOUN cana-569 53 7 is be AUX cana-569 53 8 infused infuse VERB cana-569 53 9 into into ADP cana-569 53 10 cloud cloud NOUN cana-569 53 11 computing computing NOUN cana-569 53 12 for for ADP cana-569 53 13 the the DET cana-569 53 14 real real ADJ cana-569 53 15 - - PUNCT cana-569 53 16 time time NOUN cana-569 53 17 resource resource NOUN cana-569 53 18 scheduling scheduling NOUN cana-569 53 19 optimization optimization NOUN cana-569 53 20 [ [ X cana-569 53 21 5 5 NUM cana-569 53 22 ] ] PUNCT cana-569 53 23 . . PUNCT cana-569 54 1 wang wang PROPN cana-569 54 2 et et PROPN cana-569 54 3 al al PROPN cana-569 54 4 . . PROPN cana-569 54 5 came come VERB cana-569 54 6 out out ADP cana-569 54 7 with with ADP cana-569 54 8 the the DET cana-569 54 9 multi multi ADJ cana-569 54 10 - - ADJ cana-569 54 11 objections objection NOUN cana-569 54 12 workflow workflow NOUN cana-569 54 13 scheduling scheduling NOUN cana-569 54 14 method method NOUN cana-569 54 15 based base VERB cana-569 54 16 on on ADP cana-569 54 17 deep deep ADJ cana-569 54 18 - - PUNCT cana-569 54 19 q q NOUN cana-569 54 20 - - PUNCT cana-569 54 21 network network NOUN cana-569 54 22 ( ( PUNCT cana-569 54 23 dqn dqn PROPN cana-569 54 24 ) ) PUNCT cana-569 54 25 to to PART cana-569 54 26 obtain obtain VERB cana-569 54 27 uncorrelated uncorrelated ADJ cana-569 54 28 equilibrium equilibrium NOUN cana-569 54 29 solutions solution NOUN cana-569 54 30 on on ADP cana-569 54 31 the the DET cana-569 54 32 cloud cloud NOUN cana-569 54 33 platform platform NOUN cana-569 54 34 . . PUNCT cana-569 55 1 their their PRON cana-569 55 2 proposed propose VERB cana-569 55 3 model model NOUN cana-569 55 4 performed perform VERB cana-569 55 5 better well ADV cana-569 55 6 than than ADP cana-569 55 7 the the DET cana-569 55 8 existing exist VERB cana-569 55 9 ones one NOUN cana-569 55 10 in in ADP cana-569 55 11 the the DET cana-569 55 12 study study NOUN cana-569 55 13 [ [ X cana-569 55 14 6 6 NUM cana-569 55 15 ] ] PUNCT cana-569 55 16 . . PUNCT cana-569 56 1 this this PRON cana-569 56 2 demonstrates demonstrate VERB cana-569 56 3 the the DET cana-569 56 4 significance significance NOUN cana-569 56 5 of of ADP cana-569 56 6 conducting conduct VERB cana-569 56 7 future future ADJ cana-569 56 8 work work NOUN cana-569 56 9 and and CCONJ cana-569 56 10 development development NOUN cana-569 56 11 in in ADP cana-569 56 12 the the DET cana-569 56 13 area area NOUN cana-569 56 14 of of ADP cana-569 56 15 scheduling scheduling NOUN cana-569 56 16 and and CCONJ cana-569 56 17 load load NOUN cana-569 56 18 balancing balancing NOUN cana-569 56 19 of of ADP cana-569 56 20 cloud cloud NOUN cana-569 56 21 environment environment NOUN cana-569 56 22 . . PUNCT cana-569 57 1 although although SCONJ cana-569 57 2 metaheuristic metaheuristic ADJ cana-569 57 3 methods method NOUN cana-569 57 4 are be AUX cana-569 57 5 widely widely ADV cana-569 57 6 used use VERB cana-569 57 7 and and CCONJ cana-569 57 8 they they PRON cana-569 57 9 are be AUX cana-569 57 10 very very ADV cana-569 57 11 promising promising ADJ cana-569 57 12 , , PUNCT cana-569 57 13 there there PRON cana-569 57 14 still still ADV cana-569 57 15 left leave VERB cana-569 57 16 some some DET cana-569 57 17 issues issue NOUN cana-569 57 18 for for SCONJ cana-569 57 19 us we PRON cana-569 57 20 to to PART cana-569 57 21 solve solve VERB cana-569 57 22 the the DET cana-569 57 23 problem problem NOUN cana-569 57 24 of of ADP cana-569 57 25 optimal optimal ADJ cana-569 57 26 solutions solution NOUN cana-569 57 27 in in ADP cana-569 57 28 this this DET cana-569 57 29 field field NOUN cana-569 57 30 . . PUNCT cana-569 58 1 therefore therefore ADV cana-569 58 2 , , PUNCT cana-569 58 3 it it PRON cana-569 58 4 stresses stress VERB cana-569 58 5 the the DET cana-569 58 6 need need NOUN cana-569 58 7 for for ADP cana-569 58 8 future future ADJ cana-569 58 9 research research NOUN cana-569 58 10 supporting support VERB cana-569 58 11 the the DET cana-569 58 12 ongoing ongoing ADJ cana-569 58 13 process process NOUN cana-569 58 14 of of ADP cana-569 58 15 coming come VERB cana-569 58 16 up up ADP cana-569 58 17 with with ADP cana-569 58 18 better well ADJ cana-569 58 19 ideas idea NOUN cana-569 58 20 . . PUNCT cana-569 59 1 2 2 X cana-569 59 2 . . X cana-569 59 3 problem problem NOUN cana-569 59 4 formulation formulation NOUN cana-569 59 5 in in ADP cana-569 59 6 the the DET cana-569 59 7 cloud cloud NOUN cana-569 59 8 computing computing PROPN cana-569 59 9 environment environment NOUN cana-569 59 10 , , PUNCT cana-569 59 11 stes ste NOUN cana-569 59 12 ( ( PUNCT cana-569 59 13 service service NOUN cana-569 59 14 task task NOUN cana-569 59 15 elements element NOUN cana-569 59 16 ) ) PUNCT cana-569 59 17 are be AUX cana-569 59 18 efficiently efficiently ADV cana-569 59 19 allocated allocate VERB cana-569 59 20 to to ADP cana-569 59 21 available available ADJ cana-569 59 22 processing processing NOUN cana-569 59 23 elements element NOUN cana-569 59 24 ( ( PUNCT cana-569 59 25 pes pe NOUN cana-569 59 26 ) ) PUNCT cana-569 59 27 spread spread VERB cana-569 59 28 across across ADP cana-569 59 29 data datum NOUN cana-569 59 30 centers center NOUN cana-569 59 31 to to PART cana-569 59 32 achieve achieve VERB cana-569 59 33 maximum maximum ADJ cana-569 59 34 user user NOUN cana-569 59 35 fulfillment fulfillment NOUN cana-569 59 36 . . PUNCT cana-569 60 1 each each DET cana-569 60 2 pe pe PROPN cana-569 60 3 is be AUX cana-569 60 4 marked mark VERB cana-569 60 5 by by ADP cana-569 60 6 its its PRON cana-569 60 7 own own ADJ cana-569 60 8 speed speed NOUN cana-569 60 9 of of ADP cana-569 60 10 executions execution NOUN cana-569 60 11 as as ADV cana-569 60 12 well well ADV cana-569 60 13 as as ADP cana-569 60 14 energy energy NOUN cana-569 60 15 consumption consumption NOUN cana-569 60 16 . . PUNCT cana-569 61 1 jobs job NOUN cana-569 61 2 in in ADP cana-569 61 3 the the DET cana-569 61 4 application application NOUN cana-569 61 5 is be AUX cana-569 61 6 represented represent VERB cana-569 61 7 as as ADP cana-569 61 8 a a DET cana-569 61 9 directed direct VERB cana-569 61 10 acyclic acyclic ADJ cana-569 61 11 graph graph NOUN cana-569 61 12 ( ( PUNCT cana-569 61 13 dag dag PROPN cana-569 61 14 ) ) PUNCT cana-569 61 15 , , PUNCT cana-569 61 16 denoted denote VERB cana-569 61 17 as as ADP cana-569 61 18 g(v g(v PROPN cana-569 61 19 , , PUNCT cana-569 61 20 e e NOUN cana-569 61 21 ) ) PUNCT cana-569 61 22 , , PUNCT cana-569 61 23 where where SCONJ cana-569 61 24 v v NOUN cana-569 61 25 denotes denote VERB cana-569 61 26 the the DET cana-569 61 27 set set NOUN cana-569 61 28 of of ADP cana-569 61 29 vertices vertex NOUN cana-569 61 30 that that PRON cana-569 61 31 represent represent VERB cana-569 61 32 tasks task NOUN cana-569 61 33 and and CCONJ cana-569 61 34 e e NOUN cana-569 61 35 denotes denote VERB cana-569 61 36 the the DET cana-569 61 37 set set NOUN cana-569 61 38 of of ADP cana-569 61 39 edges edge NOUN cana-569 61 40 that that PRON cana-569 61 41 represent represent VERB cana-569 61 42 task task NOUN cana-569 61 43 dependencies dependency NOUN cana-569 61 44 . . PUNCT cana-569 62 1 in in ADP cana-569 62 2 this this DET cana-569 62 3 model model NOUN cana-569 62 4 , , PUNCT cana-569 62 5 all all DET cana-569 62 6 pes pe NOUN cana-569 62 7 are be AUX cana-569 62 8 considered consider VERB cana-569 62 9 as as ADP cana-569 62 10 homogenous homogenous ADJ cana-569 62 11 and and CCONJ cana-569 62 12 parallel parallel ADJ cana-569 62 13 and and CCONJ cana-569 62 14 we we PRON cana-569 62 15 assume assume VERB cana-569 62 16 nonpreemption nonpreemption NOUN cana-569 62 17 . . PUNCT cana-569 63 1 the the DET cana-569 63 2 main main ADJ cana-569 63 3 aim aim NOUN cana-569 63 4 is be AUX cana-569 63 5 to to PART cana-569 63 6 distribute distribute VERB cana-569 63 7 efficiently efficiently ADV cana-569 63 8 the the DET cana-569 63 9 user user NOUN cana-569 63 10 workloads workload NOUN cana-569 63 11 on on ADP cana-569 63 12 the the DET cana-569 63 13 pes pe NOUN cana-569 63 14 across across ADP cana-569 63 15 several several ADJ cana-569 63 16 data datum NOUN cana-569 63 17 centers center NOUN cana-569 63 18 in in ADP cana-569 63 19 the the DET cana-569 63 20 cloud cloud NOUN cana-569 63 21 for for ADP cana-569 63 22 throughput throughput NOUN cana-569 63 23 and and CCONJ cana-569 63 24 makespan makespan ADP cana-569 63 25 minimization minimization NOUN cana-569 63 26 . . PUNCT cana-569 64 1 makespan makespan PROPN cana-569 64 2 = = SYM cana-569 64 3 max max PROPN cana-569 64 4 { { PUNCT cana-569 64 5 vmjtime vmjtime NOUN cana-569 64 6 ; ; PUNCT cana-569 64 7 j=1,2,3,4 j=1,2,3,4 PROPN cana-569 64 8 … … PUNCT cana-569 64 9 .,m .,m NUM cana-569 64 10 } } PUNCT cana-569 64 11 ( ( PUNCT cana-569 64 12 1 1 X cana-569 64 13 ) ) PUNCT cana-569 64 14 throughput throughput NOUN cana-569 64 15 = = PUNCT cana-569 64 16 Οƒti Οƒti X cana-569 64 17 ( ( PUNCT cana-569 64 18 eti eti X cana-569 64 19 ) ) PUNCT cana-569 64 20 ( ( PUNCT cana-569 64 21 2 2 X cana-569 64 22 ) ) PUNCT cana-569 64 23 eti eti PROPN cana-569 64 24 = = SYM cana-569 64 25 tlen tlen VERB cana-569 64 26 / / SYM cana-569 64 27 cpvm cpvm NOUN cana-569 64 28 ( ( PUNCT cana-569 64 29 3 3 NUM cana-569 64 30 ) ) PUNCT cana-569 64 31 here here ADV cana-569 64 32 , , PUNCT cana-569 64 33 tlen tlen PROPN cana-569 64 34 denotes denote VERB cana-569 64 35 the the DET cana-569 64 36 length length NOUN cana-569 64 37 of of ADP cana-569 64 38 the the DET cana-569 64 39 task task NOUN cana-569 64 40 and and CCONJ cana-569 64 41 cpvm cpvm NOUN cana-569 64 42 represents represent VERB cana-569 64 43 the the DET cana-569 64 44 capacity capacity NOUN cana-569 64 45 of of ADP cana-569 64 46 the the DET cana-569 64 47 virtual virtual ADJ cana-569 64 48 machine machine NOUN cana-569 64 49 ( ( PUNCT cana-569 64 50 vm vm NOUN cana-569 64 51 ) ) PUNCT cana-569 64 52 . . PUNCT cana-569 65 1 cpvm cpvm NOUN cana-569 65 2 is be AUX cana-569 65 3 calculated calculate VERB cana-569 65 4 as as ADP cana-569 65 5 the the DET cana-569 65 6 product product NOUN cana-569 65 7 of of ADP cana-569 65 8 the the DET cana-569 65 9 vm vm PROPN cana-569 65 10 's 's PART cana-569 65 11 processing processing NOUN cana-569 65 12 speed speed NOUN cana-569 65 13 ( ( PUNCT cana-569 65 14 p p NOUN cana-569 65 15 ) ) PUNCT cana-569 65 16 and and CCONJ cana-569 65 17 the the DET cana-569 65 18 number number NOUN cana-569 65 19 of of ADP cana-569 65 20 cpus cpus NOUN cana-569 65 21 communications communication NOUN cana-569 65 22 on on ADP cana-569 65 23 applied apply VERB cana-569 65 24 nonlinear nonlinear ADJ cana-569 65 25 analysis analysis NOUN cana-569 65 26 issn issn NOUN cana-569 65 27 : : PUNCT cana-569 65 28 1074 1074 NUM cana-569 65 29 - - PUNCT cana-569 65 30 133x 133x NUM cana-569 65 31 vol vol NOUN cana-569 65 32 31 31 NUM cana-569 65 33 no no NOUN cana-569 65 34 . . NOUN cana-569 65 35 2 2 NUM cana-569 65 36 ( ( PUNCT cana-569 65 37 2024 2024 NUM cana-569 65 38 ) ) PUNCT cana-569 65 39 300 300 NUM cana-569 65 40 https://internationalpubls.com https://internationalpubls.com X cana-569 65 41 ( ( PUNCT cana-569 65 42 q q X cana-569 65 43 ): ): PUNCT cana-569 65 44 cpvm cpvm NOUN cana-569 65 45 = = PUNCT cana-569 66 1 p p X cana-569 66 2 * * PUNCT cana-569 66 3 q q X cana-569 66 4 ( ( PUNCT cana-569 66 5 4 4 NUM cana-569 66 6 ) ) PUNCT cana-569 66 7 thus thus ADV cana-569 66 8 , , PUNCT cana-569 66 9 the the DET cana-569 66 10 formulas formula NOUN cana-569 66 11 offer offer VERB cana-569 66 12 the the DET cana-569 66 13 foundation foundation NOUN cana-569 66 14 for for ADP cana-569 66 15 the the DET cana-569 66 16 assessment assessment NOUN cana-569 66 17 and and CCONJ cana-569 66 18 enhancement enhancement NOUN cana-569 66 19 of of ADP cana-569 66 20 cloud cloud NOUN cana-569 66 21 - - PUNCT cana-569 66 22 based base VERB cana-569 66 23 application application NOUN cana-569 66 24 functionality functionality NOUN cana-569 66 25 , , PUNCT cana-569 66 26 taking take VERB cana-569 66 27 into into ADP cana-569 66 28 account account NOUN cana-569 66 29 the the DET cana-569 66 30 parameters parameter NOUN cana-569 66 31 including include VERB cana-569 66 32 the the DET cana-569 66 33 task task NOUN cana-569 66 34 execution execution NOUN cana-569 66 35 times time NOUN cana-569 66 36 , , PUNCT cana-569 66 37 vm vm NOUN cana-569 66 38 capacities capacity NOUN cana-569 66 39 , , PUNCT cana-569 66 40 and and CCONJ cana-569 66 41 the the DET cana-569 66 42 system system NOUN cana-569 66 43 throughput throughput NOUN cana-569 66 44 , , PUNCT cana-569 66 45 on on ADP cana-569 66 46 the the DET cana-569 66 47 whole whole NOUN cana-569 66 48 . . PUNCT cana-569 67 1 the the DET cana-569 67 2 scheduling scheduling NOUN cana-569 67 3 algorithms algorithm NOUN cana-569 67 4 should should AUX cana-569 67 5 be be AUX cana-569 67 6 designed design VERB cana-569 67 7 in in ADP cana-569 67 8 such such DET cana-569 67 9 a a DET cana-569 67 10 way way NOUN cana-569 67 11 that that PRON cana-569 67 12 they they PRON cana-569 67 13 capture capture VERB cana-569 67 14 these these DET cana-569 67 15 metrics metric NOUN cana-569 67 16 and and CCONJ cana-569 67 17 provide provide VERB cana-569 67 18 the the DET cana-569 67 19 best good ADJ cana-569 67 20 resource resource NOUN cana-569 67 21 utilization utilization NOUN cana-569 67 22 and and CCONJ cana-569 67 23 user user NOUN cana-569 67 24 satisfaction satisfaction NOUN cana-569 67 25 . . PUNCT cana-569 68 1 to to PART cana-569 68 2 continue continue VERB cana-569 68 3 , , PUNCT cana-569 68 4 optimizing optimize VERB cana-569 68 5 throughput throughput NOUN cana-569 68 6 and and CCONJ cana-569 68 7 makespan makespan ADV cana-569 68 8 in in ADP cana-569 68 9 cloud cloud NOUN cana-569 68 10 application application NOUN cana-569 68 11 scheduling scheduling NOUN cana-569 68 12 requires require VERB cana-569 68 13 finding find VERB cana-569 68 14 a a DET cana-569 68 15 method method NOUN cana-569 68 16 of of ADP cana-569 68 17 task task NOUN cana-569 68 18 allocation allocation NOUN cana-569 68 19 to to ADP cana-569 68 20 pes pe NOUN cana-569 68 21 which which PRON cana-569 68 22 result result VERB cana-569 68 23 in in ADP cana-569 68 24 the the DET cana-569 68 25 minimum minimum NOUN cana-569 68 26 makespan makespan NOUN cana-569 68 27 and and CCONJ cana-569 68 28 maximum maximum ADJ cana-569 68 29 throughput throughput NOUN cana-569 68 30 simultaneously simultaneously ADV cana-569 68 31 . . PUNCT cana-569 69 1 this this DET cana-569 69 2 goal goal NOUN cana-569 69 3 can can AUX cana-569 69 4 be be AUX cana-569 69 5 attained attain VERB cana-569 69 6 by by ADP cana-569 69 7 carefully carefully ADV cana-569 69 8 analyzing analyze VERB cana-569 69 9 task task NOUN cana-569 69 10 dependencies dependency NOUN cana-569 69 11 , , PUNCT cana-569 69 12 pbe pbe ADJ cana-569 69 13 capabilities capability NOUN cana-569 69 14 and and CCONJ cana-569 69 15 resource resource NOUN cana-569 69 16 availability availability NOUN cana-569 69 17 across across ADP cana-569 69 18 numerous numerous ADJ cana-569 69 19 data datum NOUN cana-569 69 20 centers center NOUN cana-569 69 21 . . PUNCT cana-569 70 1 the the DET cana-569 70 2 makespan makespan PROPN cana-569 70 3 metric metric PROPN cana-569 70 4 gives give VERB cana-569 70 5 the the DET cana-569 70 6 overall overall ADJ cana-569 70 7 completion completion NOUN cana-569 70 8 time time NOUN cana-569 70 9 of of ADP cana-569 70 10 the the DET cana-569 70 11 workload workload NOUN cana-569 70 12 as as ADP cana-569 70 13 a a DET cana-569 70 14 whole whole NOUN cana-569 70 15 , , PUNCT cana-569 70 16 which which PRON cana-569 70 17 allows allow VERB cana-569 70 18 scheduling scheduling NOUN cana-569 70 19 efficiency efficiency NOUN cana-569 70 20 to to PART cana-569 70 21 be be AUX cana-569 70 22 evaluated evaluate VERB cana-569 70 23 . . PUNCT cana-569 71 1 minimizing minimize VERB cana-569 71 2 the the DET cana-569 71 3 makespan makespan NOUN cana-569 71 4 , , PUNCT cana-569 71 5 the the DET cana-569 71 6 system system NOUN cana-569 71 7 will will AUX cana-569 71 8 also also ADV cana-569 71 9 have have VERB cana-569 71 10 timely timely ADJ cana-569 71 11 completion completion NOUN cana-569 71 12 of of ADP cana-569 71 13 tasks task NOUN cana-569 71 14 which which PRON cana-569 71 15 will will AUX cana-569 71 16 result result VERB cana-569 71 17 to to ADP cana-569 71 18 enhanced enhanced ADJ cana-569 71 19 user user NOUN cana-569 71 20 satisfaction satisfaction NOUN cana-569 71 21 and and CCONJ cana-569 71 22 system system NOUN cana-569 71 23 performance.however performance.however ADV cana-569 71 24 , , PUNCT cana-569 71 25 throughput throughput NOUN cana-569 71 26 is be AUX cana-569 71 27 a a DET cana-569 71 28 measure measure NOUN cana-569 71 29 of of ADP cana-569 71 30 the the DET cana-569 71 31 rate rate NOUN cana-569 71 32 of of ADP cana-569 71 33 task task NOUN cana-569 71 34 completion completion NOUN cana-569 71 35 in in ADP cana-569 71 36 a a DET cana-569 71 37 given give VERB cana-569 71 38 time time NOUN cana-569 71 39 window window NOUN cana-569 71 40 . . PUNCT cana-569 72 1 thoughput thoughput PROPN cana-569 72 2 maximization maximization NOUN cana-569 72 3 is be AUX cana-569 72 4 of of ADP cana-569 72 5 utmost utmost ADJ cana-569 72 6 importance importance NOUN cana-569 72 7 for for ADP cana-569 72 8 enhancing enhance VERB cana-569 72 9 system system NOUN cana-569 72 10 performance performance NOUN cana-569 72 11 and and CCONJ cana-569 72 12 resource resource NOUN cana-569 72 13 utilization utilization NOUN cana-569 72 14 as as SCONJ cana-569 72 15 it it PRON cana-569 72 16 implies imply VERB cana-569 72 17 system system NOUN cana-569 72 18 efficiency efficiency NOUN cana-569 72 19 to to PART cana-569 72 20 process process NOUN cana-569 72 21 works work VERB cana-569 72 22 productively productively ADV cana-569 72 23 . . PUNCT cana-569 73 1 vms vms PROPN cana-569 73 2 are be AUX cana-569 73 3 assigned assign VERB cana-569 73 4 to to ADP cana-569 73 5 each each DET cana-569 73 6 task task NOUN cana-569 73 7 and and CCONJ cana-569 73 8 the the DET cana-569 73 9 time time NOUN cana-569 73 10 spent spend VERB cana-569 73 11 in in ADP cana-569 73 12 execution execution NOUN cana-569 73 13 of of ADP cana-569 73 14 the the DET cana-569 73 15 task task NOUN cana-569 73 16 , , PUNCT cana-569 73 17 determined determine VERB cana-569 73 18 by by ADP cana-569 73 19 its its PRON cana-569 73 20 length length NOUN cana-569 73 21 and and CCONJ cana-569 73 22 the the DET cana-569 73 23 capacity capacity NOUN cana-569 73 24 of of ADP cana-569 73 25 the the DET cana-569 73 26 assigned assign VERB cana-569 73 27 vm vm PROPN cana-569 73 28 , , PUNCT cana-569 73 29 directly directly ADV cana-569 73 30 affects affect VERB cana-569 73 31 both both CCONJ cana-569 73 32 makespan makespan ADV cana-569 73 33 and and CCONJ cana-569 73 34 throughput throughput NOUN cana-569 73 35 . . PUNCT cana-569 74 1 system system NOUN cana-569 74 2 optimization optimization NOUN cana-569 74 3 of of ADP cana-569 74 4 task task NOUN cana-569 74 5 scheduling scheduling NOUN cana-569 74 6 is be AUX cana-569 74 7 achieved achieve VERB cana-569 74 8 by by ADP cana-569 74 9 minimizing minimize VERB cana-569 74 10 the the DET cana-569 74 11 execution execution NOUN cana-569 74 12 time time NOUN cana-569 74 13 and and CCONJ cana-569 74 14 the the DET cana-569 74 15 evenly evenly ADV cana-569 74 16 distributing distribute VERB cana-569 74 17 resource resource NOUN cana-569 74 18 usage usage NOUN cana-569 74 19 across across ADP cana-569 74 20 pes pe NOUN cana-569 74 21 , , PUNCT cana-569 74 22 thus thus ADV cana-569 74 23 , , PUNCT cana-569 74 24 leading lead VERB cana-569 74 25 to to ADP cana-569 74 26 improved improve VERB cana-569 74 27 overall overall ADJ cana-569 74 28 performance performance NOUN cana-569 74 29 . . PUNCT cana-569 75 1 besides besides SCONJ cana-569 75 2 , , PUNCT cana-569 75 3 the the DET cana-569 75 4 capacity capacity NOUN cana-569 75 5 of of ADP cana-569 75 6 vms vms PROPN cana-569 75 7 depends depend VERB cana-569 75 8 on on ADP cana-569 75 9 their their PRON cana-569 75 10 processing processing NOUN cana-569 75 11 speed speed NOUN cana-569 75 12 and and CCONJ cana-569 75 13 the the DET cana-569 75 14 number number NOUN cana-569 75 15 of of ADP cana-569 75 16 cpus cpu NOUN cana-569 75 17 which which PRON cana-569 75 18 is be AUX cana-569 75 19 very very ADV cana-569 75 20 crucial crucial ADJ cana-569 75 21 in in ADP cana-569 75 22 deciding decide VERB cana-569 75 23 the the DET cana-569 75 24 productivity productivity NOUN cana-569 75 25 of of ADP cana-569 75 26 system system NOUN cana-569 75 27 in in ADP cana-569 75 28 executing execute VERB cana-569 75 29 tasks task NOUN cana-569 75 30 . . PUNCT cana-569 76 1 the the DET cana-569 76 2 system system NOUN cana-569 76 3 can can AUX cana-569 76 4 efficiently efficiently ADV cana-569 76 5 use use VERB cana-569 76 6 resources resource NOUN cana-569 76 7 by by ADP cana-569 76 8 assigning assign VERB cana-569 76 9 tasks task NOUN cana-569 76 10 to to ADP cana-569 76 11 vms vms PROPN cana-569 76 12 of of ADP cana-569 76 13 right right ADJ cana-569 76 14 capacities capacity NOUN cana-569 76 15 and and CCONJ cana-569 76 16 in in ADP cana-569 76 17 this this DET cana-569 76 18 way way NOUN cana-569 76 19 avoid avoid VERB cana-569 76 20 bottlenecks bottleneck NOUN cana-569 76 21 and and CCONJ cana-569 76 22 increase increase VERB cana-569 76 23 overall overall ADJ cana-569 76 24 throughput throughput NOUN cana-569 76 25 . . PUNCT cana-569 77 1 effective effective ADJ cana-569 77 2 throughput throughput NOUN cana-569 77 3 and and CCONJ cana-569 77 4 makespan makespan ADP cana-569 77 5 optimization optimization NOUN cana-569 77 6 in in ADP cana-569 77 7 cloud cloud NOUN cana-569 77 8 application application NOUN cana-569 77 9 scheduling scheduling NOUN cana-569 77 10 becomes become VERB cana-569 77 11 challenging challenging ADJ cana-569 77 12 because because SCONJ cana-569 77 13 of of ADP cana-569 77 14 the the DET cana-569 77 15 many many ADJ cana-569 77 16 things thing NOUN cana-569 77 17 to to PART cana-569 77 18 consider consider VERB cana-569 77 19 like like ADP cana-569 77 20 task task NOUN cana-569 77 21 dependencies dependency NOUN cana-569 77 22 , , PUNCT cana-569 77 23 pe pe ADP cana-569 77 24 capabilities capability NOUN cana-569 77 25 , , PUNCT cana-569 77 26 and and CCONJ cana-569 77 27 resource resource NOUN cana-569 77 28 availability availability NOUN cana-569 77 29 . . PUNCT cana-569 78 1 achieving achieve VERB cana-569 78 2 better well ADJ cana-569 78 3 resource resource NOUN cana-569 78 4 utilization utilization NOUN cana-569 78 5 , , PUNCT cana-569 78 6 enhanced enhanced ADJ cana-569 78 7 performance performance NOUN cana-569 78 8 , , PUNCT cana-569 78 9 and and CCONJ cana-569 78 10 user user NOUN cana-569 78 11 satisfaction satisfaction NOUN cana-569 78 12 can can AUX cana-569 78 13 be be AUX cana-569 78 14 done do VERB cana-569 78 15 by by ADP cana-569 78 16 using use VERB cana-569 78 17 efficient efficient ADJ cana-569 78 18 scheduling scheduling NOUN cana-569 78 19 algorithms algorithm NOUN cana-569 78 20 and and CCONJ cana-569 78 21 metric metric ADJ cana-569 78 22 decisions decision NOUN cana-569 78 23 , , PUNCT cana-569 78 24 such such ADJ cana-569 78 25 as as ADP cana-569 78 26 makespan makespan ADV cana-569 78 27 and and CCONJ cana-569 78 28 throughput throughput NOUN cana-569 78 29 . . PUNCT cana-569 79 1 3 3 X cana-569 79 2 . . NUM cana-569 79 3 proposed propose VERB cana-569 79 4 methodology methodology NOUN cana-569 79 5 the the DET cana-569 79 6 cuckoo cuckoo NOUN cana-569 79 7 search search NOUN cana-569 79 8 ( ( PUNCT cana-569 79 9 cs cs ADJ cana-569 79 10 ) ) PUNCT cana-569 79 11 algorithm algorithm NOUN cana-569 79 12 , , PUNCT cana-569 79 13 suggested suggest VERB cana-569 79 14 by by ADP cana-569 79 15 xin xin PROPN cana-569 79 16 - - PROPN cana-569 79 17 she she PRON cana-569 79 18 yang yang PROPN cana-569 79 19 and and CCONJ cana-569 79 20 susah susah PROPN cana-569 79 21 deb deb PROPN cana-569 79 22 in in ADP cana-569 79 23 2009 2009 NUM cana-569 79 24 , , PUNCT cana-569 79 25 is be AUX cana-569 79 26 a a DET cana-569 79 27 new new ADJ cana-569 79 28 algorithm algorithm NOUN cana-569 79 29 that that PRON cana-569 79 30 is be AUX cana-569 79 31 inspired inspire VERB cana-569 79 32 by by ADP cana-569 79 33 a a DET cana-569 79 34 certain certain ADJ cana-569 79 35 cuckoo cuckoo NOUN cana-569 79 36 species specie NOUN cana-569 79 37 that that PRON cana-569 79 38 lay lie VERB cana-569 79 39 their their PRON cana-569 79 40 eggs egg NOUN cana-569 79 41 in in ADP cana-569 79 42 other other ADJ cana-569 79 43 birds bird NOUN cana-569 79 44 ’ ' PUNCT cana-569 79 45 nests nest NOUN cana-569 79 46 . . PUNCT cana-569 80 1 this this DET cana-569 80 2 technique technique NOUN cana-569 80 3 outperforms outperform VERB cana-569 80 4 other other ADJ cana-569 80 5 optimization optimization NOUN cana-569 80 6 algorithms algorithm NOUN cana-569 80 7 such such ADJ cana-569 80 8 as as ADP cana-569 80 9 particle particle NOUN cana-569 80 10 swarm swarm NOUN cana-569 80 11 optimization optimization NOUN cana-569 80 12 ( ( PUNCT cana-569 80 13 pso pso NOUN cana-569 80 14 ) ) PUNCT cana-569 80 15 and and CCONJ cana-569 80 16 genetic genetic ADJ cana-569 80 17 algorithm algorithm NOUN cana-569 80 18 ( ( PUNCT cana-569 80 19 ga ga PROPN cana-569 80 20 ) ) PUNCT cana-569 80 21 , , PUNCT cana-569 80 22 making make VERB cana-569 80 23 it it PRON cana-569 80 24 applicable applicable ADJ cana-569 80 25 for for ADP cana-569 80 26 solving solve VERB cana-569 80 27 broad broad ADJ cana-569 80 28 class class NOUN cana-569 80 29 of of ADP cana-569 80 30 optimization optimization NOUN cana-569 80 31 problems problem NOUN cana-569 80 32 [ [ X cana-569 80 33 yang yang PROPN cana-569 80 34 and and CCONJ cana-569 80 35 deb deb PROPN cana-569 80 36 , , PUNCT cana-569 80 37 2014 2014 NUM cana-569 80 38 ] ] PUNCT cana-569 80 39 . . PUNCT cana-569 81 1 computation computation NOUN cana-569 81 2 approaches approach NOUN cana-569 81 3 guided guide VERB cana-569 81 4 by by ADP cana-569 81 5 nature nature NOUN cana-569 81 6 such such ADJ cana-569 81 7 as as ADP cana-569 81 8 cs cs PROPN cana-569 81 9 , , PUNCT cana-569 81 10 imitate imitate VERB cana-569 81 11 natural natural ADJ cana-569 81 12 phenomena phenomenon NOUN cana-569 81 13 to to PART cana-569 81 14 solve solve VERB cana-569 81 15 rigid rigid ADJ cana-569 81 16 optimization optimization NOUN cana-569 81 17 problems problem NOUN cana-569 81 18 . . PUNCT cana-569 82 1 the the DET cana-569 82 2 cs cs PROPN cana-569 82 3 algorithm algorithm NOUN cana-569 82 4 represents represent VERB cana-569 82 5 each each DET cana-569 82 6 possible possible ADJ cana-569 82 7 solution solution NOUN cana-569 82 8 as as ADP cana-569 82 9 a a DET cana-569 82 10 cuckoo cuckoo NOUN cana-569 82 11 egg egg NOUN cana-569 82 12 , , PUNCT cana-569 82 13 and and CCONJ cana-569 82 14 candidate candidate NOUN cana-569 82 15 solutions solution NOUN cana-569 82 16 would would AUX cana-569 82 17 be be AUX cana-569 82 18 the the DET cana-569 82 19 nests nest NOUN cana-569 82 20 . . PUNCT cana-569 83 1 the the DET cana-569 83 2 algorithm algorithm NOUN cana-569 83 3 operates operate VERB cana-569 83 4 based base VERB cana-569 83 5 on on ADP cana-569 83 6 three three NUM cana-569 83 7 idealized idealized ADJ cana-569 83 8 rules rule NOUN cana-569 83 9 : : PUNCT cana-569 83 10 cuckoos cuckoo NOUN cana-569 83 11 lay lie VERB cana-569 83 12 one one NUM cana-569 83 13 communications communication NOUN cana-569 83 14 on on ADP cana-569 83 15 applied apply VERB cana-569 83 16 nonlinear nonlinear ADJ cana-569 83 17 analysis analysis NOUN cana-569 83 18 issn issn NOUN cana-569 83 19 : : PUNCT cana-569 83 20 1074 1074 NUM cana-569 83 21 - - PUNCT cana-569 83 22 133x 133x NUM cana-569 83 23 vol vol NOUN cana-569 83 24 31 31 NUM cana-569 83 25 no no NOUN cana-569 83 26 . . NOUN cana-569 83 27 2 2 NUM cana-569 83 28 ( ( PUNCT cana-569 83 29 2024 2024 NUM cana-569 83 30 ) ) PUNCT cana-569 83 31 301 301 NUM cana-569 83 32 https://internationalpubls.com https://internationalpubls.com X cana-569 83 33 egg egg NOUN cana-569 83 34 at at ADP cana-569 83 35 a a DET cana-569 83 36 time time NOUN cana-569 83 37 and and CCONJ cana-569 83 38 randomly randomly ADV cana-569 83 39 allocate allocate VERB cana-569 83 40 them they PRON cana-569 83 41 to to ADP cana-569 83 42 the the DET cana-569 83 43 selected select VERB cana-569 83 44 nests nest NOUN cana-569 83 45 and and CCONJ cana-569 83 46 higher high ADJ cana-569 83 47 - - PUNCT cana-569 83 48 quality quality NOUN cana-569 83 49 eggs egg NOUN cana-569 83 50 are be AUX cana-569 83 51 passed pass VERB cana-569 83 52 to to ADP cana-569 83 53 the the DET cana-569 83 54 subsequent subsequent ADJ cana-569 83 55 generations generation NOUN cana-569 83 56 , , PUNCT cana-569 83 57 while while SCONJ cana-569 83 58 the the DET cana-569 83 59 hosts host NOUN cana-569 83 60 have have VERB cana-569 83 61 a a DET cana-569 83 62 probability probability NOUN cana-569 83 63 of of ADP cana-569 83 64 discovering discover VERB cana-569 83 65 alien alien ADJ cana-569 83 66 eggs egg NOUN cana-569 83 67 or or CCONJ cana-569 83 68 they they PRON cana-569 83 69 can can AUX cana-569 83 70 also also ADV cana-569 83 71 rebuild rebuild VERB cana-569 83 72 their their PRON cana-569 83 73 own own ADJ cana-569 83 74 nests nest NOUN cana-569 83 75 . . PUNCT cana-569 84 1 unlike unlike ADP cana-569 84 2 the the DET cana-569 84 3 traditional traditional ADJ cana-569 84 4 evolutionary evolutionary ADJ cana-569 84 5 algorithms algorithm NOUN cana-569 84 6 , , PUNCT cana-569 84 7 cs cs PROPN cana-569 84 8 mimic mimic VERB cana-569 84 9 the the DET cana-569 84 10 foraging forage VERB cana-569 84 11 behavior behavior NOUN cana-569 84 12 of of ADP cana-569 84 13 cuckoos cuckoo NOUN cana-569 84 14 and and CCONJ cana-569 84 15 embeds embed VERB cana-569 84 16 levy levy NOUN cana-569 84 17 flight flight NOUN cana-569 84 18 characteristics characteristic NOUN cana-569 84 19 for for ADP cana-569 84 20 global global ADJ cana-569 84 21 exploration exploration NOUN cana-569 84 22 . . PUNCT cana-569 85 1 the the DET cana-569 85 2 algorithm algorithm NOUN cana-569 85 3 applies apply VERB cana-569 85 4 random random ADJ cana-569 85 5 moves move NOUN cana-569 85 6 with with ADP cana-569 85 7 the the DET cana-569 85 8 purpose purpose NOUN cana-569 85 9 of of ADP cana-569 85 10 finding find VERB cana-569 85 11 efficient efficient ADJ cana-569 85 12 solutions solution NOUN cana-569 85 13 and and CCONJ cana-569 85 14 ultimately ultimately ADV cana-569 85 15 converging converge VERB cana-569 85 16 to to ADP cana-569 85 17 highquality highquality NOUN cana-569 85 18 solutions solution NOUN cana-569 85 19 rapidly rapidly ADV cana-569 85 20 . . PUNCT cana-569 86 1 nevertheless nevertheless ADV cana-569 86 2 , , PUNCT cana-569 86 3 the the DET cana-569 86 4 drawback drawback NOUN cana-569 86 5 of of ADP cana-569 86 6 the the DET cana-569 86 7 original original ADJ cana-569 86 8 cs cs ADJ cana-569 86 9 strategy strategy NOUN cana-569 86 10 is be AUX cana-569 86 11 the the DET cana-569 86 12 slow slow ADJ cana-569 86 13 convergence convergence NOUN cana-569 86 14 time time NOUN cana-569 86 15 and and CCONJ cana-569 86 16 the the DET cana-569 86 17 oscillations oscillation NOUN cana-569 86 18 which which PRON cana-569 86 19 make make VERB cana-569 86 20 the the DET cana-569 86 21 approach approach NOUN cana-569 86 22 not not PART cana-569 86 23 suitable suitable ADJ cana-569 86 24 for for ADP cana-569 86 25 all all DET cana-569 86 26 situations situation NOUN cana-569 86 27 . . PUNCT cana-569 87 1 in in ADP cana-569 87 2 an an DET cana-569 87 3 attempt attempt NOUN cana-569 87 4 to to PART cana-569 87 5 circumvent circumvent VERB cana-569 87 6 these these DET cana-569 87 7 limitations limitation NOUN cana-569 87 8 , , PUNCT cana-569 87 9 the the DET cana-569 87 10 ics ics NOUN cana-569 87 11 algorithm algorithm NOUN cana-569 87 12 was be AUX cana-569 87 13 then then ADV cana-569 87 14 developed develop VERB cana-569 87 15 . . PUNCT cana-569 88 1 compared compare VERB cana-569 88 2 to to ADP cana-569 88 3 the the DET cana-569 88 4 original original ADJ cana-569 88 5 cs c NOUN cana-569 88 6 which which PRON cana-569 88 7 adopts adopt VERB cana-569 88 8 random random ADJ cana-569 88 9 initialization initialization NOUN cana-569 88 10 and and CCONJ cana-569 88 11 updates update NOUN cana-569 88 12 based base VERB cana-569 88 13 on on ADP cana-569 88 14 levy levy NOUN cana-569 88 15 flight flight NOUN cana-569 88 16 , , PUNCT cana-569 88 17 ics ics PROPN cana-569 88 18 however however ADV cana-569 88 19 introduces introduce VERB cana-569 88 20 modifications modification NOUN cana-569 88 21 to to PART cana-569 88 22 achieve achieve VERB cana-569 88 23 convergence convergence NOUN cana-569 88 24 and and CCONJ cana-569 88 25 stability stability NOUN cana-569 88 26 . . PUNCT cana-569 89 1 equation equation NOUN cana-569 89 2 shows show VERB cana-569 89 3 the the DET cana-569 89 4 cs cs PROPN cana-569 89 5 update update NOUN cana-569 89 6 mechanism mechanism NOUN cana-569 89 7 , , PUNCT cana-569 89 8 where where SCONJ cana-569 89 9 agents agent NOUN cana-569 89 10 take take VERB cana-569 89 11 steps step NOUN cana-569 89 12 towards towards ADP cana-569 89 13 best good ADJ cana-569 89 14 option option NOUN cana-569 89 15 . . PUNCT cana-569 90 1 pseudo pseudo NOUN cana-569 90 2 - - NOUN cana-569 90 3 code code NOUN cana-569 90 4 of of ADP cana-569 90 5 cs cs PROPN cana-569 90 6 algorithm algorithm NOUN cana-569 90 7 is be AUX cana-569 90 8 shown show VERB cana-569 90 9 in in ADP cana-569 90 10 so so SCONJ cana-569 90 11 that that SCONJ cana-569 90 12 implementation implementation NOUN cana-569 90 13 and and CCONJ cana-569 90 14 understanding understanding NOUN cana-569 90 15 is be AUX cana-569 90 16 facilitated facilitate VERB cana-569 90 17 . . PUNCT cana-569 91 1 𝑑𝑖+1 𝑑𝑖+1 PROPN cana-569 92 1 π‘˜ π‘˜ X cana-569 92 2 = = PUNCT cana-569 92 3 𝑑𝑖 𝑑𝑖 PROPN cana-569 93 1 π‘˜ π‘˜ X cana-569 93 2 + + NOUN cana-569 93 3 𝛼 𝛼 PRON cana-569 93 4 β‹… β‹… PROPN cana-569 93 5 |𝑒| |𝑒| PROPN cana-569 93 6 𝑣1/𝛽 𝑣1/𝛽 NOUN cana-569 94 1 β‹… β‹… PROPN cana-569 94 2 ( ( PUNCT cana-569 94 3 𝑑best 𝑑b ADJ cana-569 94 4 βˆ’ βˆ’ PROPN cana-569 94 5 𝑑𝑖 𝑑𝑖 PROPN cana-569 94 6 π‘˜ π‘˜ NOUN cana-569 94 7 ) ) PUNCT cana-569 94 8 ( ( PUNCT cana-569 94 9 5 5 NUM cana-569 94 10 ) ) PUNCT cana-569 94 11 where where SCONJ cana-569 94 12 i i PRON cana-569 94 13 is be AUX cana-569 94 14 the the DET cana-569 94 15 generation generation NOUN cana-569 94 16 number number NOUN cana-569 94 17 ( ( PUNCT cana-569 94 18 i=,1,2, i=,1,2, NOUN cana-569 94 19 ...... ...... PUNCT cana-569 94 20 it it PRON cana-569 94 21 ) ) PUNCT cana-569 94 22 , , PUNCT cana-569 94 23 k k PROPN cana-569 94 24 is be AUX cana-569 94 25 the the DET cana-569 94 26 order order NOUN cana-569 94 27 of of ADP cana-569 94 28 searching search VERB cana-569 94 29 agents agent NOUN cana-569 94 30 in in ADP cana-569 94 31 the the DET cana-569 94 32 swarm swarm NOUN cana-569 94 33 ( ( PUNCT cana-569 94 34 k=1,2, k=1,2, PROPN cana-569 94 35 .... .... PROPN cana-569 94 36 ss ss PROPN cana-569 94 37 ) ) PUNCT cana-569 94 38 , , PUNCT cana-569 94 39 ss ss PROPN cana-569 94 40 is be AUX cana-569 94 41 the the DET cana-569 94 42 swarm swarm NOUN cana-569 94 43 size size NOUN cana-569 94 44 , , PUNCT cana-569 94 45 is be AUX cana-569 94 46 the the DET cana-569 94 47 step step NOUN cana-569 94 48 size size NOUN cana-569 94 49 ( ( PUNCT cana-569 94 50 which which PRON cana-569 94 51 can can AUX cana-569 94 52 be be AUX cana-569 94 53 determined determine VERB cana-569 94 54 depending depend VERB cana-569 94 55 on on ADP cana-569 94 56 the the DET cana-569 94 57 problem problem NOUN cana-569 94 58 , , PUNCT cana-569 94 59 though though SCONJ cana-569 94 60 it it PRON cana-569 94 61 is be AUX cana-569 94 62 generally generally ADV cana-569 94 63 recommended recommend VERB cana-569 94 64 that that SCONJ cana-569 94 65 = = NOUN cana-569 94 66 1 1 NUM cana-569 94 67 ) ) PUNCT cana-569 94 68 , , PUNCT cana-569 94 69 and and CCONJ cana-569 94 70 u u NOUN cana-569 94 71 and and CCONJ cana-569 94 72 v v NOUN cana-569 94 73 are be AUX cana-569 94 74 matrices matrix NOUN cana-569 94 75 with with ADP cana-569 94 76 uniform uniform ADJ cana-569 94 77 distribution distribution NOUN cana-569 94 78 their their PRON cana-569 94 79 values value NOUN cana-569 94 80 can can AUX cana-569 94 81 be be AUX cana-569 94 82 determined determine VERB cana-569 94 83 . . PUNCT cana-569 95 1 𝑒 𝑒 X cana-569 96 1 β‰ˆ β‰ˆ PROPN cana-569 96 2 𝑁(0 𝑁(0 PROPN cana-569 96 3 , , PUNCT cana-569 96 4 πœŽπ‘’ πœŽπ‘’ ADP cana-569 96 5 2 2 NUM cana-569 96 6 ) ) PUNCT cana-569 96 7 and and CCONJ cana-569 96 8 𝑣 𝑣 X cana-569 96 9 β‰ˆ β‰ˆ PROPN cana-569 96 10 𝑁(0 𝑁(0 PROPN cana-569 96 11 , , PUNCT cana-569 96 12 πœŽπ‘£ πœŽπ‘£ ADP cana-569 96 13 2 2 NUM cana-569 96 14 ) ) PUNCT cana-569 96 15 ( ( PUNCT cana-569 96 16 6 6 NUM cana-569 96 17 ) ) PUNCT cana-569 96 18 where where SCONJ cana-569 96 19 the the DET cana-569 96 20 variance variance NOUN cana-569 96 21 of of ADP cana-569 96 22 𝑒 𝑒 NOUN cana-569 96 23 and and CCONJ cana-569 96 24 𝑣 𝑣 PRON cana-569 96 25 can can AUX cana-569 96 26 be be AUX cana-569 96 27 obtained obtain VERB cana-569 96 28 from from ADP cana-569 96 29 : : PUNCT cana-569 96 30 πœŽπ‘’ πœŽπ‘’ CCONJ cana-569 96 31 = = SYM cana-569 96 32 ( ( PUNCT cana-569 96 33 Ξ³(1+𝛽)β‹…sin⁑(πœ‹β‹…π›½/2 Ξ³(1+𝛽)β‹…sin⁑(πœ‹β‹…π›½/2 ADJ cana-569 96 34 ) ) PUNCT cana-569 96 35 Ξ³ Ξ³ PROPN cana-569 96 36 ( ( PUNCT cana-569 96 37 1+𝛽 1+𝛽 NUM cana-569 96 38 2 2 NUM cana-569 96 39 ) ) PUNCT cana-569 96 40 ⋅𝛽⋅2 ⋅𝛽⋅2 NUM cana-569 97 1 ( ( PUNCT cana-569 97 2 π›½βˆ’1 π›½βˆ’1 PROPN cana-569 97 3 2 2 NUM cana-569 97 4 ) ) PUNCT cana-569 97 5 ) ) PUNCT cana-569 97 6 and and CCONJ cana-569 97 7 πœŽπ‘£ πœŽπ‘£ X cana-569 97 8 = = SYM cana-569 97 9 1 1 NUM cana-569 97 10 ( ( PUNCT cana-569 97 11 7 7 NUM cana-569 97 12 ) ) PUNCT cana-569 97 13 communications communication NOUN cana-569 97 14 on on ADP cana-569 97 15 applied apply VERB cana-569 97 16 nonlinear nonlinear ADJ cana-569 97 17 analysis analysis NOUN cana-569 97 18 issn issn NOUN cana-569 97 19 : : PUNCT cana-569 97 20 1074 1074 NUM cana-569 97 21 - - PUNCT cana-569 97 22 133x 133x NUM cana-569 97 23 vol vol NOUN cana-569 97 24 31 31 NUM cana-569 97 25 no no NOUN cana-569 97 26 . . NOUN cana-569 97 27 2 2 NUM cana-569 97 28 ( ( PUNCT cana-569 97 29 2024 2024 NUM cana-569 97 30 ) ) PUNCT cana-569 97 31 302 302 NUM cana-569 97 32 https://internationalpubls.com https://internationalpubls.com X cana-569 97 33 figure figure NOUN cana-569 97 34 1 1 NUM cana-569 97 35 : : PUNCT cana-569 97 36 implementation implementation NOUN cana-569 97 37 process process NOUN cana-569 97 38 flow flow NOUN cana-569 97 39 figure figure NOUN cana-569 97 40 2 2 NUM cana-569 97 41 : : PUNCT cana-569 97 42 proposed propose VERB cana-569 97 43 hybrid hybrid ADJ cana-569 97 44 algorithm algorithm NOUN cana-569 97 45 communications communication NOUN cana-569 97 46 on on ADP cana-569 97 47 applied apply VERB cana-569 97 48 nonlinear nonlinear ADJ cana-569 97 49 analysis analysis NOUN cana-569 97 50 issn issn NOUN cana-569 97 51 : : PUNCT cana-569 97 52 1074 1074 NUM cana-569 97 53 - - PUNCT cana-569 97 54 133x 133x NUM cana-569 97 55 vol vol NOUN cana-569 97 56 31 31 NUM cana-569 97 57 no no NOUN cana-569 97 58 . . NOUN cana-569 97 59 2 2 NUM cana-569 97 60 ( ( PUNCT cana-569 97 61 2024 2024 NUM cana-569 97 62 ) ) PUNCT cana-569 97 63 303 303 NUM cana-569 97 64 https://internationalpubls.com https://internationalpubls.com X cana-569 97 65 figure figure NOUN cana-569 97 66 1 1 NUM cana-569 97 67 describes describe VERB cana-569 97 68 the the DET cana-569 97 69 basic basic ADJ cana-569 97 70 implementation implementation NOUN cana-569 97 71 process process NOUN cana-569 97 72 of of ADP cana-569 97 73 cuckoo cuckoo NOUN cana-569 97 74 search search NOUN cana-569 97 75 algorithm algorithm NOUN cana-569 97 76 . . PUNCT cana-569 98 1 it it PRON cana-569 98 2 outlines outline VERB cana-569 98 3 the the DET cana-569 98 4 steps step NOUN cana-569 98 5 of of ADP cana-569 98 6 a a DET cana-569 98 7 cuckoo cuckoo NOUN cana-569 98 8 search search NOUN cana-569 98 9 ( ( PUNCT cana-569 98 10 cs cs ADJ cana-569 98 11 ) ) PUNCT cana-569 98 12 optimization optimization NOUN cana-569 98 13 algorithm algorithm NOUN cana-569 98 14 . . PUNCT cana-569 99 1 the the DET cana-569 99 2 cs cs PROPN cana-569 99 3 algorithm algorithm NOUN cana-569 99 4 is be AUX cana-569 99 5 inspired inspire VERB cana-569 99 6 by by ADP cana-569 99 7 the the DET cana-569 99 8 brood brood NOUN cana-569 99 9 parasitism parasitism NOUN cana-569 99 10 of of ADP cana-569 99 11 some some DET cana-569 99 12 cuckoo cuckoo NOUN cana-569 99 13 species specie NOUN cana-569 99 14 . . PUNCT cana-569 100 1 figure figure NOUN cana-569 100 2 2 2 NUM cana-569 100 3 : : PUNCT cana-569 100 4 hybrid hybrid ADJ cana-569 100 5 algorithm algorithm NOUN cana-569 100 6 flowchart flowchart NOUN cana-569 100 7 illustrate illustrate VERB cana-569 100 8 a a DET cana-569 100 9 hybrid hybrid ADJ cana-569 100 10 algorithm algorithm NOUN cana-569 100 11 that that PRON cana-569 100 12 combines combine VERB cana-569 100 13 features feature NOUN cana-569 100 14 of of ADP cana-569 100 15 the the DET cana-569 100 16 annealing anneal VERB cana-569 100 17 function function NOUN cana-569 100 18 with with ADP cana-569 100 19 a a DET cana-569 100 20 task task NOUN cana-569 100 21 scheduling scheduling NOUN cana-569 100 22 process process NOUN cana-569 100 23 . . PUNCT cana-569 101 1 this this DET cana-569 101 2 algorithm algorithm NOUN cana-569 101 3 used use VERB cana-569 101 4 for for ADP cana-569 101 5 efficiently efficiently ADV cana-569 101 6 scheduling scheduling NOUN cana-569 101 7 tasks task NOUN cana-569 101 8 in in ADP cana-569 101 9 cloud cloud NOUN cana-569 101 10 computing computing NOUN cana-569 101 11 . . PUNCT cana-569 102 1 the the DET cana-569 102 2 flowchart flowchart NOUN cana-569 102 3 depicts depict VERB cana-569 102 4 a a DET cana-569 102 5 grey grey ADJ cana-569 102 6 wolf wolf NOUN cana-569 102 7 optimizer optimizer NOUN cana-569 102 8 ( ( PUNCT cana-569 102 9 gwo gwo PROPN cana-569 102 10 ) ) PUNCT cana-569 102 11 enhanced enhance VERB cana-569 102 12 with with ADP cana-569 102 13 a a DET cana-569 102 14 cuckoo cuckoo NOUN cana-569 102 15 search search NOUN cana-569 102 16 algorithm algorithm NOUN cana-569 102 17 . . PUNCT cana-569 103 1 this this PRON cana-569 103 2 indicates indicate VERB cana-569 103 3 a a DET cana-569 103 4 novel novel ADJ cana-569 103 5 approach approach NOUN cana-569 103 6 to to ADP cana-569 103 7 combining combine VERB cana-569 103 8 the the DET cana-569 103 9 hunting hunt VERB cana-569 103 10 strategy strategy NOUN cana-569 103 11 of of ADP cana-569 103 12 grey grey ADJ cana-569 103 13 wolves wolf NOUN cana-569 103 14 with with ADP cana-569 103 15 the the DET cana-569 103 16 parasitic parasitic ADJ cana-569 103 17 behavior behavior NOUN cana-569 103 18 of of ADP cana-569 103 19 cuckoos cuckoo NOUN cana-569 103 20 for for ADP cana-569 103 21 optimizing optimize VERB cana-569 103 22 schedules schedule NOUN cana-569 103 23 in in ADP cana-569 103 24 cloud cloud NOUN cana-569 103 25 computing computing NOUN cana-569 103 26 . . PUNCT cana-569 104 1 the the DET cana-569 104 2 new new ADJ cana-569 104 3 hybrid hybrid ADJ cana-569 104 4 algorithm algorithm NOUN cana-569 104 5 of of ADP cana-569 104 6 the the DET cana-569 104 7 grey grey ADJ cana-569 104 8 wolf wolf PROPN cana-569 104 9 optimizer optimizer NOUN cana-569 104 10 ( ( PUNCT cana-569 104 11 gwo gwo PROPN cana-569 104 12 ) ) PUNCT cana-569 104 13 with with ADP cana-569 104 14 cuckoo cuckoo NOUN cana-569 104 15 search search NOUN cana-569 104 16 algorithm algorithm NOUN cana-569 104 17 ( ( PUNCT cana-569 104 18 csa csa PROPN cana-569 104 19 ) ) PUNCT cana-569 104 20 develops develop VERB cana-569 104 21 a a DET cana-569 104 22 powerful powerful ADJ cana-569 104 23 method method NOUN cana-569 104 24 for for ADP cana-569 104 25 the the DET cana-569 104 26 solving solving NOUN cana-569 104 27 of of ADP cana-569 104 28 complex complex ADJ cana-569 104 29 optimization optimization NOUN cana-569 104 30 needs need NOUN cana-569 104 31 . . PUNCT cana-569 105 1 this this DET cana-569 105 2 integrative integrative ADJ cana-569 105 3 approach approach NOUN cana-569 105 4 utilizes utilize VERB cana-569 105 5 the the DET cana-569 105 6 advantages advantage NOUN cana-569 105 7 of of ADP cana-569 105 8 both both DET cana-569 105 9 algorithms algorithm NOUN cana-569 105 10 in in ADP cana-569 105 11 order order NOUN cana-569 105 12 to to PART cana-569 105 13 compensate compensate VERB cana-569 105 14 for for ADP cana-569 105 15 their their PRON cana-569 105 16 individual individual ADJ cana-569 105 17 drawbacks drawback NOUN cana-569 105 18 and and CCONJ cana-569 105 19 maximize maximize VERB cana-569 105 20 the the DET cana-569 105 21 overall overall ADJ cana-569 105 22 search search NOUN cana-569 105 23 capacity capacity NOUN cana-569 105 24 . . PUNCT cana-569 106 1 the the DET cana-569 106 2 grey grey PROPN cana-569 106 3 wolf wolf PROPN cana-569 106 4 ’s ’s PART cana-569 106 5 optimization optimization NOUN cana-569 106 6 ( ( PUNCT cana-569 106 7 gwo gwo PROPN cana-569 106 8 ) ) PUNCT cana-569 106 9 adapts adapt VERB cana-569 106 10 the the DET cana-569 106 11 social social ADJ cana-569 106 12 structure structure NOUN cana-569 106 13 and and CCONJ cana-569 106 14 hunting hunt VERB cana-569 106 15 strategy strategy NOUN cana-569 106 16 of of ADP cana-569 106 17 these these DET cana-569 106 18 animals animal NOUN cana-569 106 19 . . PUNCT cana-569 107 1 it it PRON cana-569 107 2 has have VERB cana-569 107 3 a a DET cana-569 107 4 reputation reputation NOUN cana-569 107 5 for for ADP cana-569 107 6 efficiently efficiently ADV cana-569 107 7 converging converge VERB cana-569 107 8 on on ADP cana-569 107 9 preliminary preliminary ADJ cana-569 107 10 solutions solution NOUN cana-569 107 11 which which PRON cana-569 107 12 is be AUX cana-569 107 13 beneficial beneficial ADJ cana-569 107 14 to to ADP cana-569 107 15 its its PRON cana-569 107 16 exploitation exploitation NOUN cana-569 107 17 . . PUNCT cana-569 108 1 on on ADP cana-569 108 2 the the DET cana-569 108 3 flip flip ADJ cana-569 108 4 side side NOUN cana-569 108 5 , , PUNCT cana-569 108 6 this this DET cana-569 108 7 fast fast ADJ cana-569 108 8 alignment alignment NOUN cana-569 108 9 could could AUX cana-569 108 10 be be AUX cana-569 108 11 a a DET cana-569 108 12 bottleneck bottleneck NOUN cana-569 108 13 as as SCONJ cana-569 108 14 it it PRON cana-569 108 15 can can AUX cana-569 108 16 result result VERB cana-569 108 17 into into ADP cana-569 108 18 premature premature ADJ cana-569 108 19 convergence convergence NOUN cana-569 108 20 and and CCONJ cana-569 108 21 local local ADJ cana-569 108 22 optima optima NOUN cana-569 108 23 getting getting AUX cana-569 108 24 trapped trap VERB cana-569 108 25 . . PUNCT cana-569 109 1 to to PART cana-569 109 2 cope cope VERB cana-569 109 3 with with ADP cana-569 109 4 this this PRON cana-569 109 5 , , PUNCT cana-569 109 6 the the DET cana-569 109 7 csa csa PROPN cana-569 109 8 steps step VERB cana-569 109 9 up up ADP cana-569 109 10 . . PUNCT cana-569 110 1 the the DET cana-569 110 2 obligatory obligatory ADJ cana-569 110 3 brood brood NOUN cana-569 110 4 parasitism parasitism NOUN cana-569 110 5 of of ADP cana-569 110 6 some some DET cana-569 110 7 cuckoo cuckoo NOUN cana-569 110 8 species specie NOUN cana-569 110 9 serves serve VERB cana-569 110 10 as as ADP cana-569 110 11 the the DET cana-569 110 12 source source NOUN cana-569 110 13 of of ADP cana-569 110 14 inspiration inspiration NOUN cana-569 110 15 for for ADP cana-569 110 16 the the DET cana-569 110 17 csa csa PROPN cana-569 110 18 . . PUNCT cana-569 111 1 it it PRON cana-569 111 2 introduces introduce VERB cana-569 111 3 a a DET cana-569 111 4 random random ADJ cana-569 111 5 way way NOUN cana-569 111 6 by by ADP cana-569 111 7 levy levy NOUN cana-569 111 8 flights flight NOUN cana-569 111 9 that that PRON cana-569 111 10 provides provide VERB cana-569 111 11 a a DET cana-569 111 12 mechanism mechanism NOUN cana-569 111 13 of of ADP cana-569 111 14 overcoming overcome VERB cana-569 111 15 local local ADJ cana-569 111 16 optima optima NOUN cana-569 111 17 by by ADP cana-569 111 18 updating update VERB cana-569 111 19 the the DET cana-569 111 20 locations location NOUN cana-569 111 21 ( ( PUNCT cana-569 111 22 solutions solution NOUN cana-569 111 23 ) ) PUNCT cana-569 111 24 with with ADP cana-569 111 25 a a DET cana-569 111 26 certain certain ADJ cana-569 111 27 probability probability NOUN cana-569 111 28 , , PUNCT cana-569 111 29 which which PRON cana-569 111 30 is be AUX cana-569 111 31 unrelated unrelated ADJ cana-569 111 32 to to ADP cana-569 111 33 the the DET cana-569 111 34 search search NOUN cana-569 111 35 path path NOUN cana-569 111 36 . . PUNCT cana-569 112 1 this this DET cana-569 112 2 advantage advantage NOUN cana-569 112 3 accelerates accelerate VERB cana-569 112 4 the the DET cana-569 112 5 global global ADJ cana-569 112 6 search search NOUN cana-569 112 7 process process NOUN cana-569 112 8 and and CCONJ cana-569 112 9 improves improve VERB cana-569 112 10 the the DET cana-569 112 11 exploration exploration NOUN cana-569 112 12 of of ADP cana-569 112 13 the the DET cana-569 112 14 searching searching NOUN cana-569 112 15 space space NOUN cana-569 112 16 . . PUNCT cana-569 113 1 the the DET cana-569 113 2 position position NOUN cana-569 113 3 update update NOUN cana-569 113 4 equation equation NOUN cana-569 113 5 for for ADP cana-569 113 6 csa csa PROPN cana-569 113 7 is be AUX cana-569 113 8 used use VERB cana-569 113 9 to to PART cana-569 113 10 amend amend VERB cana-569 113 11 the the DET cana-569 113 12 position position NOUN cana-569 113 13 of of ADP cana-569 113 14 the the DET cana-569 113 15 grey grey ADJ cana-569 113 16 wolves wolf NOUN cana-569 113 17 in in ADP cana-569 113 18 the the DET cana-569 113 19 hybrid hybrid ADJ cana-569 113 20 csa csa PROPN cana-569 113 21 - - PUNCT cana-569 113 22 gwo gwo PROPN cana-569 113 23 algorithm algorithm NOUN cana-569 113 24 . . PUNCT cana-569 114 1 through through ADP cana-569 114 2 this this DET cana-569 114 3 update update NOUN cana-569 114 4 , , PUNCT cana-569 114 5 not not PART cana-569 114 6 only only ADV cana-569 114 7 the the DET cana-569 114 8 exploitations exploitation NOUN cana-569 114 9 are be AUX cana-569 114 10 improved improve VERB cana-569 114 11 but but CCONJ cana-569 114 12 also also ADV cana-569 114 13 both both PRON cana-569 114 14 of of ADP cana-569 114 15 them they PRON cana-569 114 16 have have VERB cana-569 114 17 a a DET cana-569 114 18 balance balance NOUN cana-569 114 19 , , PUNCT cana-569 114 20 which which PRON cana-569 114 21 is be AUX cana-569 114 22 vital vital ADJ cana-569 114 23 for for ADP cana-569 114 24 the the DET cana-569 114 25 algorithm algorithm NOUN cana-569 114 26 efficiency efficiency NOUN cana-569 114 27 . . PUNCT cana-569 115 1 wolves wolf NOUN cana-569 115 2 ' ' PART cana-569 115 3 positions position NOUN cana-569 115 4 , , PUNCT cana-569 115 5 convergence convergence NOUN cana-569 115 6 accuracies accuracy NOUN cana-569 115 7 , , PUNCT cana-569 115 8 and and CCONJ cana-569 115 9 velocities velocity NOUN cana-569 115 10 are be AUX cana-569 115 11 changed change VERB cana-569 115 12 by by ADP cana-569 115 13 means mean NOUN cana-569 115 14 of of ADP cana-569 115 15 the the DET cana-569 115 16 csa csa PROPN cana-569 115 17 equation equation NOUN cana-569 115 18 thus thus ADV cana-569 115 19 , , PUNCT cana-569 115 20 the the DET cana-569 115 21 separation separation NOUN cana-569 115 22 of of ADP cana-569 115 23 search search NOUN cana-569 115 24 agents agent NOUN cana-569 115 25 is be AUX cana-569 115 26 done do VERB cana-569 115 27 better well ADV cana-569 115 28 . . PUNCT cana-569 116 1 this this DET cana-569 116 2 approach approach NOUN cana-569 116 3 ( ( PUNCT cana-569 116 4 hybrid hybrid NOUN cana-569 116 5 method method NOUN cana-569 116 6 ) ) PUNCT cana-569 116 7 is be AUX cana-569 116 8 compared compare VERB cana-569 116 9 to to ADP cana-569 116 10 other other ADJ cana-569 116 11 meta meta ADJ cana-569 116 12 - - PUNCT cana-569 116 13 heuristic heuristic ADJ cana-569 116 14 methods method NOUN cana-569 116 15 to to PART cana-569 116 16 check check VERB cana-569 116 17 its its PRON cana-569 116 18 efficiency efficiency NOUN cana-569 116 19 . . PUNCT cana-569 117 1 the the DET cana-569 117 2 analysis analysis NOUN cana-569 117 3 , , PUNCT cana-569 117 4 comparison comparison NOUN cana-569 117 5 and and CCONJ cana-569 117 6 statistics statistic NOUN cana-569 117 7 show show VERB cana-569 117 8 that that SCONJ cana-569 117 9 the the DET cana-569 117 10 csa csa PROPN cana-569 117 11 - - PUNCT cana-569 117 12 gwo gwo PROPN cana-569 117 13 hybrid hybrid NOUN cana-569 117 14 leads lead VERB cana-569 117 15 to to ADP cana-569 117 16 better well ADJ cana-569 117 17 design design NOUN cana-569 117 18 parameters parameter NOUN cana-569 117 19 , , PUNCT cana-569 117 20 which which PRON cana-569 117 21 provides provide VERB cana-569 117 22 a a DET cana-569 117 23 robust robust ADJ cana-569 117 24 and and CCONJ cana-569 117 25 fine fine ADJ cana-569 117 26 effective effective ADJ cana-569 117 27 solution solution NOUN cana-569 117 28 to to ADP cana-569 117 29 the the DET cana-569 117 30 optimization optimization NOUN cana-569 117 31 problem problem NOUN cana-569 117 32 . . PUNCT cana-569 118 1 by by ADP cana-569 118 2 combining combine VERB cana-569 118 3 the the DET cana-569 118 4 high high ADJ cana-569 118 5 convergence convergence NOUN cana-569 118 6 capabilities capability NOUN cana-569 118 7 of of ADP cana-569 118 8 gwo gwo NOUN cana-569 118 9 with with ADP cana-569 118 10 the the DET cana-569 118 11 vast vast ADJ cana-569 118 12 exploration exploration NOUN cana-569 118 13 potential potential NOUN cana-569 118 14 of of ADP cana-569 118 15 csa csa PROPN cana-569 118 16 , , PUNCT cana-569 118 17 the the DET cana-569 118 18 hybrid hybrid ADJ cana-569 118 19 algorithm algorithm NOUN cana-569 118 20 promises promise VERB cana-569 118 21 a a DET cana-569 118 22 more more ADV cana-569 118 23 reliable reliable ADJ cana-569 118 24 and and CCONJ cana-569 118 25 versatile versatile ADJ cana-569 118 26 solution solution NOUN cana-569 118 27 to to ADP cana-569 118 28 optimization optimization NOUN cana-569 118 29 problems problem NOUN cana-569 118 30 [ [ X cana-569 118 31 9 9 NUM cana-569 118 32 ] ] PUNCT cana-569 118 33 . . PUNCT cana-569 119 1 4 4 X cana-569 119 2 . . X cana-569 119 3 performance performance NOUN cana-569 119 4 evaluation evaluation NOUN cana-569 119 5 here here ADV cana-569 119 6 we we PRON cana-569 119 7 use use VERB cana-569 119 8 cloudsim cloudsim NOUN cana-569 119 9 3.0.3 3.0.3 NUM cana-569 119 10 for for ADP cana-569 119 11 the the DET cana-569 119 12 modeling modeling NOUN cana-569 119 13 of of ADP cana-569 119 14 cloud cloud NOUN cana-569 119 15 computing computing NOUN cana-569 119 16 environment environment NOUN cana-569 119 17 . . PUNCT cana-569 120 1 the the DET cana-569 120 2 experimentation experimentation NOUN cana-569 120 3 has have AUX cana-569 120 4 vm vm NOUN cana-569 120 5 deploying deploy VERB cana-569 120 6 across across ADP cana-569 120 7 five five NUM cana-569 120 8 data datum NOUN cana-569 120 9 centers center NOUN cana-569 120 10 which which PRON cana-569 120 11 has have VERB cana-569 120 12 140 140 NUM cana-569 120 13 vms vms NOUN cana-569 120 14 and and CCONJ cana-569 120 15 each each DET cana-569 120 16 data datum NOUN cana-569 120 17 center center NOUN cana-569 120 18 can can AUX cana-569 120 19 host host VERB cana-569 120 20 up up ADP cana-569 120 21 to to PART cana-569 120 22 three three NUM cana-569 120 23 hosts host NOUN cana-569 120 24 . . PUNCT cana-569 121 1 the the DET cana-569 121 2 workload workload NOUN cana-569 121 3 , , PUNCT cana-569 121 4 called call VERB cana-569 121 5 cloudlets cloudlet NOUN cana-569 121 6 , , PUNCT cana-569 121 7 is be AUX cana-569 121 8 of of ADP cana-569 121 9 the the DET cana-569 121 10 size size NOUN cana-569 121 11 of of ADP cana-569 121 12 from from ADP cana-569 121 13 1000 1000 NUM cana-569 121 14 to to ADP cana-569 121 15 3000 3000 NUM cana-569 121 16 million million NUM cana-569 121 17 instructions instruction NOUN cana-569 121 18 . . PUNCT cana-569 122 1 the the DET cana-569 122 2 vms vms PROPN cana-569 122 3 are be AUX cana-569 122 4 configured configure VERB cana-569 122 5 with with ADP cana-569 122 6 the the DET cana-569 122 7 processing processing NOUN cana-569 122 8 elements element NOUN cana-569 122 9 of of ADP cana-569 122 10 2 2 NUM cana-569 122 11 to to PART cana-569 122 12 4 4 NUM cana-569 122 13 that that PRON cana-569 122 14 are be AUX cana-569 122 15 used use VERB cana-569 122 16 to to PART cana-569 122 17 test test VERB cana-569 122 18 the the DET cana-569 122 19 performance performance NOUN cana-569 122 20 . . PUNCT cana-569 123 1 the the DET cana-569 123 2 plan plan NOUN cana-569 123 3 of of ADP cana-569 123 4 our our PRON cana-569 123 5 implementation implementation NOUN cana-569 123 6 is be AUX cana-569 123 7 to to PART cana-569 123 8 solve solve VERB cana-569 123 9 the the DET cana-569 123 10 cloud cloud NOUN cana-569 123 11 scheduling scheduling NOUN cana-569 123 12 problem problem NOUN cana-569 123 13 , , PUNCT cana-569 123 14 which which PRON cana-569 123 15 is be AUX cana-569 123 16 referred refer VERB cana-569 123 17 to to ADP cana-569 123 18 as as ADP cana-569 123 19 np np NOUN cana-569 123 20 - - PUNCT cana-569 123 21 hard hard ADJ cana-569 123 22 problem problem NOUN cana-569 123 23 , , PUNCT cana-569 123 24 by by ADP cana-569 123 25 using use VERB cana-569 123 26 the the DET cana-569 123 27 meta meta ADJ cana-569 123 28 - - PUNCT cana-569 123 29 heuristic heuristic ADJ cana-569 123 30 algorithm algorithm NOUN cana-569 123 31 for for SCONJ cana-569 123 32 task task NOUN cana-569 123 33 scheduluing schedulue VERB cana-569 123 34 communications communication NOUN cana-569 123 35 on on ADP cana-569 123 36 applied apply VERB cana-569 123 37 nonlinear nonlinear ADJ cana-569 123 38 analysis analysis NOUN cana-569 123 39 issn issn NOUN cana-569 123 40 : : PUNCT cana-569 123 41 1074 1074 NUM cana-569 123 42 - - PUNCT cana-569 123 43 133x 133x NUM cana-569 123 44 vol vol NOUN cana-569 123 45 31 31 NUM cana-569 123 46 no no NOUN cana-569 123 47 . . NOUN cana-569 123 48 2 2 NUM cana-569 123 49 ( ( PUNCT cana-569 123 50 2024 2024 NUM cana-569 123 51 ) ) PUNCT cana-569 123 52 304 304 NUM cana-569 123 53 https://internationalpubls.com https://internationalpubls.com X cana-569 123 54 optimization optimization NOUN cana-569 123 55 . . PUNCT cana-569 124 1 we we PRON cana-569 124 2 represent represent VERB cana-569 124 3 each each DET cana-569 124 4 scheduling scheduling NOUN cana-569 124 5 solution solution NOUN cana-569 124 6 as as ADP cana-569 124 7 an an DET cana-569 124 8 vector vector NOUN cana-569 124 9 , , PUNCT cana-569 124 10 where where SCONJ cana-569 124 11 each each DET cana-569 124 12 component component NOUN cana-569 124 13 is be AUX cana-569 124 14 associated associate VERB cana-569 124 15 to to ADP cana-569 124 16 a a DET cana-569 124 17 vm vm NOUN cana-569 124 18 number number NOUN cana-569 124 19 where where SCONJ cana-569 124 20 tasks task NOUN cana-569 124 21 are be AUX cana-569 124 22 assigned assign VERB cana-569 124 23 , , PUNCT cana-569 124 24 allowing allow VERB cana-569 124 25 to to PART cana-569 124 26 assign assign VERB cana-569 124 27 multiple multiple ADJ cana-569 124 28 tasks task NOUN cana-569 124 29 to to ADP cana-569 124 30 the the DET cana-569 124 31 same same ADJ cana-569 124 32 vm vm PROPN cana-569 124 33 . . PUNCT cana-569 125 1 the the DET cana-569 125 2 simulation simulation NOUN cana-569 125 3 environment environment NOUN cana-569 125 4 is be AUX cana-569 125 5 designed design VERB cana-569 125 6 to to PART cana-569 125 7 manage manage VERB cana-569 125 8 up up ADP cana-569 125 9 to to PART cana-569 125 10 1000 1000 NUM cana-569 125 11 tasks task NOUN cana-569 125 12 with with ADP cana-569 125 13 each each DET cana-569 125 14 vm vm NOUN cana-569 125 15 with with ADP cana-569 125 16 memory memory NOUN cana-569 125 17 size size NOUN cana-569 125 18 of of ADP cana-569 125 19 512 512 NUM cana-569 125 20 mb mb ADJ cana-569 125 21 and and CCONJ cana-569 125 22 bandwidth bandwidth NOUN cana-569 125 23 of of ADP cana-569 125 24 1000 1000 NUM cana-569 125 25 mbps mbps NOUN cana-569 125 26 . . PUNCT cana-569 126 1 the the DET cana-569 126 2 workload workload NOUN cana-569 126 3 of of ADP cana-569 126 4 each each DET cana-569 126 5 job job NOUN cana-569 126 6 ranges range VERB cana-569 126 7 within within ADP cana-569 126 8 1000 1000 NUM cana-569 126 9 million million NUM cana-569 126 10 instructions instruction NOUN cana-569 126 11 to to ADP cana-569 126 12 3000 3000 NUM cana-569 126 13 million million NUM cana-569 126 14 instructions instruction NOUN cana-569 126 15 . . PUNCT cana-569 127 1 the the DET cana-569 127 2 data data NOUN cana-569 127 3 centers center NOUN cana-569 127 4 operate operate VERB cana-569 127 5 their their PRON cana-569 127 6 virtual virtual ADJ cana-569 127 7 machines machine NOUN cana-569 127 8 under under ADP cana-569 127 9 both both PRON cana-569 127 10 of of ADP cana-569 127 11 the the DET cana-569 127 12 space space NOUN cana-569 127 13 - - PUNCT cana-569 127 14 shared share VERB cana-569 127 15 and and CCONJ cana-569 127 16 time time NOUN cana-569 127 17 - - PUNCT cana-569 127 18 shared share VERB cana-569 127 19 policies policy NOUN cana-569 127 20 to to PART cana-569 127 21 maximize maximize VERB cana-569 127 22 resource resource NOUN cana-569 127 23 usage usage NOUN cana-569 127 24 efficiency efficiency NOUN cana-569 127 25 . . PUNCT cana-569 128 1 we we PRON cana-569 128 2 do do VERB cana-569 128 3 different different ADJ cana-569 128 4 tests test NOUN cana-569 128 5 for for ADP cana-569 128 6 varying vary VERB cana-569 128 7 parameter parameter NOUN cana-569 128 8 ranges range VERB cana-569 128 9 to to PART cana-569 128 10 measure measure VERB cana-569 128 11 the the DET cana-569 128 12 efficiency efficiency NOUN cana-569 128 13 of of ADP cana-569 128 14 the the DET cana-569 128 15 proposed propose VERB cana-569 128 16 hybrid hybrid ADJ cana-569 128 17 grey grey PROPN cana-569 128 18 wolfcuckoo wolfcuckoo NOUN cana-569 128 19 search search NOUN cana-569 128 20 algorithm algorithm NOUN cana-569 128 21 ( ( PUNCT cana-569 128 22 gwo gwo PROPN cana-569 128 23 - - PUNCT cana-569 128 24 csa csa PROPN cana-569 128 25 ) ) PUNCT cana-569 128 26 . . PUNCT cana-569 129 1 the the DET cana-569 129 2 performances performance NOUN cana-569 129 3 of of ADP cana-569 129 4 hcsa hcsa PROPN cana-569 129 5 is be AUX cana-569 129 6 contrasted contrast VERB cana-569 129 7 with with ADP cana-569 129 8 conventional conventional ADJ cana-569 129 9 optimization optimization NOUN cana-569 129 10 algorithms algorithm NOUN cana-569 129 11 like like ADP cana-569 129 12 pso pso NOUN cana-569 129 13 ( ( PUNCT cana-569 129 14 particle particle NOUN cana-569 129 15 swarm swarm NOUN cana-569 129 16 optimization optimization NOUN cana-569 129 17 ) ) PUNCT cana-569 129 18 , , PUNCT cana-569 129 19 aco aco PROPN cana-569 129 20 ( ( PUNCT cana-569 129 21 ant ant ADJ cana-569 129 22 colony colony NOUN cana-569 129 23 optimization optimization NOUN cana-569 129 24 ) ) PUNCT cana-569 129 25 , , PUNCT cana-569 129 26 and and CCONJ cana-569 129 27 a a DET cana-569 129 28 load load NOUN cana-569 129 29 - - PUNCT cana-569 129 30 balancing balance VERB cana-569 129 31 variant variant NOUN cana-569 129 32 of of ADP cana-569 129 33 pso pso NOUN cana-569 129 34 ( ( PUNCT cana-569 129 35 psoalba psoalba PROPN cana-569 129 36 ) ) PUNCT cana-569 129 37 . . PUNCT cana-569 130 1 performance performance NOUN cana-569 130 2 measures measure NOUN cana-569 130 3 , , PUNCT cana-569 130 4 such such ADJ cana-569 130 5 as as ADP cana-569 130 6 makespan makespan ADV cana-569 130 7 and and CCONJ cana-569 130 8 throughput throughput NOUN cana-569 130 9 , , PUNCT cana-569 130 10 are be AUX cana-569 130 11 for for ADP cana-569 130 12 the the DET cana-569 130 13 evaluation evaluation NOUN cana-569 130 14 . . PUNCT cana-569 131 1 table table NOUN cana-569 131 2 1 1 NUM cana-569 131 3 . . X cana-569 131 4 result result VERB cana-569 131 5 on on ADP cana-569 131 6 50 50 NUM cana-569 131 7 vms vms PROPN cana-569 131 8 no no INTJ cana-569 131 9 . . PUNCT cana-569 132 1 of of ADP cana-569 132 2 tasks task NOUN cana-569 132 3 gwo gwo PROPN cana-569 132 4 - - PROPN cana-569 132 5 csa csa PROPN cana-569 132 6 ( ( PUNCT cana-569 132 7 makespan makespan ADV cana-569 132 8 , , PUNCT cana-569 132 9 throughput throughput NOUN cana-569 132 10 ) ) PUNCT cana-569 132 11 pso pso NOUN cana-569 132 12 - - PUNCT cana-569 132 13 alba alba PROPN cana-569 132 14 ( ( PUNCT cana-569 132 15 makespan makespan ADV cana-569 132 16 , , PUNCT cana-569 132 17 throughput throughput NOUN cana-569 132 18 ) ) PUNCT cana-569 132 19 pso pso NOUN cana-569 132 20 ( ( PUNCT cana-569 132 21 makespan makespan ADV cana-569 132 22 , , PUNCT cana-569 132 23 throughput throughput PROPN cana-569 132 24 ) ) PUNCT cana-569 132 25 aco aco PROPN cana-569 132 26 ( ( PUNCT cana-569 132 27 makespan makespan ADV cana-569 132 28 , , PUNCT cana-569 132 29 throughput throughput NOUN cana-569 132 30 ) ) PUNCT cana-569 132 31 100 100 NUM cana-569 132 32 15.5 15.5 NUM cana-569 132 33 , , PUNCT cana-569 132 34 4.4 4.4 NUM cana-569 132 35 17.04 17.04 NUM cana-569 132 36 , , PUNCT cana-569 132 37 3.98 3.98 NUM cana-569 132 38 25.32 25.32 NUM cana-569 132 39 , , PUNCT cana-569 132 40 3.14 3.14 NUM cana-569 132 41 28.55 28.55 NUM cana-569 132 42 , , PUNCT cana-569 132 43 2.97 2.97 NUM cana-569 132 44 200 200 NUM cana-569 132 45 39 39 NUM cana-569 132 46 , , PUNCT cana-569 132 47 4.2 4.2 NUM cana-569 132 48 52.01 52.01 NUM cana-569 132 49 , , PUNCT cana-569 132 50 3.9 3.9 NUM cana-569 132 51 109 109 NUM cana-569 132 52 , , PUNCT cana-569 132 53 1.88 1.88 NUM cana-569 132 54 117.15 117.15 NUM cana-569 132 55 , , PUNCT cana-569 132 56 1.54 1.54 NUM cana-569 132 57 300 300 NUM cana-569 132 58 72 72 NUM cana-569 132 59 , , PUNCT cana-569 132 60 3.25 3.25 NUM cana-569 132 61 104.96 104.96 NUM cana-569 132 62 , , PUNCT cana-569 132 63 2.89 2.89 NUM cana-569 132 64 176.19 176.19 NUM cana-569 132 65 , , PUNCT cana-569 132 66 1.72 1.72 NUM cana-569 132 67 198.9 198.9 NUM cana-569 132 68 , , PUNCT cana-569 132 69 1.6 1.6 NUM cana-569 132 70 400 400 NUM cana-569 132 71 115 115 NUM cana-569 132 72 , , PUNCT cana-569 132 73 3.1 3.1 NUM cana-569 132 74 175.95 175.95 NUM cana-569 132 75 , , PUNCT cana-569 132 76 2.3 2.3 NUM cana-569 132 77 271.5 271.5 NUM cana-569 132 78 , , PUNCT cana-569 132 79 1.63 1.63 NUM cana-569 132 80 279.56 279.56 NUM cana-569 132 81 , , PUNCT cana-569 132 82 1.38 1.38 NUM cana-569 132 83 500 500 NUM cana-569 132 84 163 163 NUM cana-569 132 85 , , PUNCT cana-569 132 86 2.6 2.6 NUM cana-569 132 87 264.96 264.96 NUM cana-569 132 88 , , PUNCT cana-569 132 89 1.91 1.91 NUM cana-569 132 90 561.5 561.5 NUM cana-569 132 91 , , PUNCT cana-569 132 92 0.91 0.91 NUM cana-569 132 93 454.29 454.29 NUM cana-569 132 94 , , PUNCT cana-569 132 95 1.16 1.16 NUM cana-569 132 96 600 600 NUM cana-569 132 97 222 222 NUM cana-569 132 98 , , PUNCT cana-569 132 99 2.3 2.3 NUM cana-569 132 100 371.98 371.98 NUM cana-569 132 101 , , PUNCT cana-569 132 102 1.63 1.63 NUM cana-569 132 103 579.7 579.7 NUM cana-569 132 104 , , PUNCT cana-569 132 105 1.03 1.03 NUM cana-569 132 106 667.71 667.71 NUM cana-569 132 107 , , PUNCT cana-569 132 108 0.89 0.89 NUM cana-569 132 109 700 700 NUM cana-569 132 110 290 290 NUM cana-569 132 111 , , PUNCT cana-569 132 112 2.05 2.05 NUM cana-569 132 113 497.03 497.03 NUM cana-569 132 114 , , PUNCT cana-569 132 115 1.4 1.4 NUM cana-569 132 116 945.23 945.23 NUM cana-569 132 117 , , PUNCT cana-569 132 118 0.74 0.74 NUM cana-569 132 119 955.52 955.52 NUM cana-569 132 120 , , PUNCT cana-569 132 121 0.73 0.73 NUM cana-569 132 122 800 800 NUM cana-569 132 123 370 370 NUM cana-569 132 124 , , PUNCT cana-569 132 125 1.85 1.85 NUM cana-569 132 126 647.99 647.99 NUM cana-569 132 127 , , PUNCT cana-569 132 128 1.23 1.23 NUM cana-569 132 129 834.54 834.54 NUM cana-569 132 130 , , PUNCT cana-569 132 131 0.95 0.95 NUM cana-569 132 132 1103.58 1103.58 NUM cana-569 132 133 , , PUNCT cana-569 132 134 0.72 0.72 NUM cana-569 132 135 900 900 NUM cana-569 132 136 455 455 NUM cana-569 132 137 , , PUNCT cana-569 132 138 1.85 1.85 NUM cana-569 132 139 818.99 818.99 NUM cana-569 132 140 , , PUNCT cana-569 132 141 1.09 1.09 NUM cana-569 132 142 1032.28 1032.28 NUM cana-569 132 143 , , PUNCT cana-569 132 144 0.87 0.87 NUM cana-569 132 145 1167.71 1167.71 NUM cana-569 132 146 , , PUNCT cana-569 132 147 0.77 0.77 NUM cana-569 132 148 1000 1000 NUM cana-569 132 149 550 550 NUM cana-569 132 150 , , PUNCT cana-569 132 151 1.65 1.65 NUM cana-569 132 152 1010 1010 NUM cana-569 132 153 , , PUNCT cana-569 132 154 0.99 0.99 NUM cana-569 132 155 1554.21 1554.21 NUM cana-569 132 156 , , PUNCT cana-569 132 157 0.64 0.64 NUM cana-569 132 158 1625.86 1625.86 NUM cana-569 132 159 , , PUNCT cana-569 132 160 0.61 0.61 NUM cana-569 132 161 the the DET cana-569 132 162 results result NOUN cana-569 132 163 provided provide VERB cana-569 132 164 by by ADP cana-569 132 165 the the DET cana-569 132 166 study study NOUN cana-569 132 167 as as SCONJ cana-569 132 168 encapsulated encapsulate VERB cana-569 132 169 in in ADP cana-569 132 170 tables table NOUN cana-569 132 171 1 1 NUM cana-569 132 172 and and CCONJ cana-569 132 173 2 2 NUM cana-569 132 174 indicate indicate VERB cana-569 132 175 that that SCONJ cana-569 132 176 gwo gwo PROPN cana-569 132 177 - - PUNCT cana-569 132 178 csa csa PROPN cana-569 132 179 exceeds exceed VERB cana-569 132 180 the the DET cana-569 132 181 comparison comparison NOUN cana-569 132 182 algorithms algorithm NOUN cana-569 132 183 . . PUNCT cana-569 133 1 the the DET cana-569 133 2 results result NOUN cana-569 133 3 from from ADP cana-569 133 4 the the DET cana-569 133 5 simulation simulation NOUN cana-569 133 6 show show VERB cana-569 133 7 that that SCONJ cana-569 133 8 gwo gwo PROPN cana-569 133 9 - - PUNCT cana-569 133 10 csa csa PROPN cana-569 133 11 is be AUX cana-569 133 12 not not PART cana-569 133 13 only only ADV cana-569 133 14 effective effective ADJ cana-569 133 15 in in ADP cana-569 133 16 optimizing optimize VERB cana-569 133 17 the the DET cana-569 133 18 task task NOUN cana-569 133 19 scheduling scheduling NOUN cana-569 133 20 , , PUNCT cana-569 133 21 but but CCONJ cana-569 133 22 also also ADV cana-569 133 23 provides provide VERB cana-569 133 24 additional additional ADJ cana-569 133 25 benefit benefit NOUN cana-569 133 26 in in ADP cana-569 133 27 the the DET cana-569 133 28 whole whole ADJ cana-569 133 29 cloud cloud NOUN cana-569 133 30 computing compute VERB cana-569 133 31 environment environment NOUN cana-569 133 32 in in ADP cana-569 133 33 terms term NOUN cana-569 133 34 of of ADP cana-569 133 35 performance performance NOUN cana-569 133 36 and and CCONJ cana-569 133 37 efficiency efficiency NOUN cana-569 133 38 . . PUNCT cana-569 134 1 table table NOUN cana-569 134 2 2 2 NUM cana-569 134 3 . . X cana-569 134 4 results result NOUN cana-569 134 5 on on ADP cana-569 134 6 different different ADJ cana-569 134 7 virtual virtual ADJ cana-569 134 8 machines machine NOUN cana-569 134 9 and and CCONJ cana-569 134 10 tasks task NOUN cana-569 134 11 no no PRON cana-569 134 12 of of ADP cana-569 134 13 tasks task NOUN cana-569 134 14 vms vms PROPN cana-569 134 15 gwo gwo PROPN cana-569 134 16 - - PROPN cana-569 134 17 csa csa PROPN cana-569 134 18 ( ( PUNCT cana-569 134 19 makespan makespan ADV cana-569 134 20 , , PUNCT cana-569 134 21 throughput throughput NOUN cana-569 134 22 ) ) PUNCT cana-569 134 23 pso pso NOUN cana-569 134 24 - - PUNCT cana-569 134 25 alba alba PROPN cana-569 134 26 ( ( PUNCT cana-569 134 27 makespan makespan ADV cana-569 134 28 , , PUNCT cana-569 134 29 throughput throughput NOUN cana-569 134 30 ) ) PUNCT cana-569 134 31 pso pso NOUN cana-569 134 32 ( ( PUNCT cana-569 134 33 makespan makespan ADV cana-569 134 34 , , PUNCT cana-569 134 35 throughput throughput PROPN cana-569 134 36 ) ) PUNCT cana-569 134 37 aco aco PROPN cana-569 134 38 ( ( PUNCT cana-569 134 39 makespan makespan ADV cana-569 134 40 , , PUNCT cana-569 134 41 throughput throughput NOUN cana-569 134 42 ) ) PUNCT cana-569 134 43 100 100 NUM cana-569 134 44 40 40 NUM cana-569 134 45 12.5 12.5 NUM cana-569 134 46 , , PUNCT cana-569 134 47 6.3 6.3 NUM cana-569 134 48 20.71 20.71 NUM cana-569 134 49 , , PUNCT cana-569 134 50 4.82 4.82 NUM cana-569 134 51 37.32 37.32 NUM cana-569 134 52 , , PUNCT cana-569 134 53 2.67 2.67 NUM cana-569 134 54 43.72 43.72 NUM cana-569 134 55 , , PUNCT cana-569 134 56 2.87 2.87 NUM cana-569 134 57 200 200 NUM cana-569 134 58 50 50 NUM cana-569 134 59 20 20 NUM cana-569 134 60 , , PUNCT cana-569 134 61 6.1 6.1 NUM cana-569 134 62 51.99 51.99 NUM cana-569 134 63 , , PUNCT cana-569 134 64 3.9 3.9 NUM cana-569 134 65 105.5 105.5 NUM cana-569 134 66 , , PUNCT cana-569 134 67 1.89 1.89 NUM cana-569 134 68 116.51 116.51 NUM cana-569 134 69 , , PUNCT cana-569 134 70 1.71 1.71 NUM cana-569 134 71 300 300 NUM cana-569 134 72 60 60 NUM cana-569 134 73 35 35 NUM cana-569 134 74 , , PUNCT cana-569 134 75 6.0 6.0 NUM cana-569 134 76 88.15 88.15 NUM cana-569 134 77 , , PUNCT cana-569 134 78 3.44 3.44 NUM cana-569 134 79 197.32 197.32 NUM cana-569 134 80 , , PUNCT cana-569 134 81 1.52 1.52 NUM cana-569 134 82 213.11 213.11 NUM cana-569 134 83 , , PUNCT cana-569 134 84 1.4 1.4 NUM cana-569 134 85 400 400 NUM cana-569 134 86 70 70 NUM cana-569 134 87 55 55 NUM cana-569 134 88 , , PUNCT cana-569 134 89 5.0 5.0 NUM cana-569 134 90 122.6 122.6 NUM cana-569 134 91 , , PUNCT cana-569 134 92 3.26 3.26 NUM cana-569 134 93 222.62 222.62 NUM cana-569 134 94 , , PUNCT cana-569 134 95 1.79 1.79 NUM cana-569 134 96 258.22 258.22 NUM cana-569 134 97 , , PUNCT cana-569 134 98 1.54 1.54 NUM cana-569 134 99 500 500 NUM cana-569 134 100 80 80 NUM cana-569 134 101 80 80 NUM cana-569 134 102 , , PUNCT cana-569 134 103 4.7 4.7 NUM cana-569 134 104 189.3 189.3 NUM cana-569 134 105 , , PUNCT cana-569 134 106 2.64 2.64 NUM cana-569 134 107 319.05 319.05 NUM cana-569 134 108 , , PUNCT cana-569 134 109 1.56 1.56 NUM cana-569 134 110 347.72 347.72 NUM cana-569 134 111 , , PUNCT cana-569 134 112 1.43 1.43 NUM cana-569 134 113 communications communication NOUN cana-569 134 114 on on ADP cana-569 134 115 applied apply VERB cana-569 134 116 nonlinear nonlinear ADJ cana-569 134 117 analysis analysis NOUN cana-569 134 118 issn issn NOUN cana-569 134 119 : : PUNCT cana-569 134 120 1074 1074 NUM cana-569 134 121 - - PUNCT cana-569 134 122 133x 133x NUM cana-569 134 123 vol vol NOUN cana-569 134 124 31 31 NUM cana-569 134 125 no no NOUN cana-569 134 126 . . NOUN cana-569 134 127 2 2 NUM cana-569 134 128 ( ( PUNCT cana-569 134 129 2024 2024 NUM cana-569 134 130 ) ) PUNCT cana-569 134 131 305 305 NUM cana-569 134 132 https://internationalpubls.com https://internationalpubls.com X cana-569 135 1 600 600 NUM cana-569 135 2 90 90 NUM cana-569 135 3 110 110 NUM cana-569 135 4 , , PUNCT cana-569 135 5 4.0 4.0 NUM cana-569 135 6 210.3 210.3 NUM cana-569 135 7 , , PUNCT cana-569 135 8 2.85 2.85 NUM cana-569 135 9 428.01 428.01 NUM cana-569 135 10 , , PUNCT cana-569 135 11 1.4 1.4 NUM cana-569 135 12 449.02 449.02 NUM cana-569 135 13 , , PUNCT cana-569 135 14 1.33 1.33 NUM cana-569 135 15 700 700 NUM cana-569 135 16 100 100 NUM cana-569 135 17 145 145 NUM cana-569 135 18 , , PUNCT cana-569 135 19 3.8 3.8 NUM cana-569 135 20 257.38 257.38 NUM cana-569 135 21 , , PUNCT cana-569 135 22 2.75 2.75 NUM cana-569 135 23 484.34 484.34 NUM cana-569 135 24 , , PUNCT cana-569 135 25 1.44 1.44 NUM cana-569 135 26 549.54 549.54 NUM cana-569 135 27 , , PUNCT cana-569 135 28 1.27 1.27 NUM cana-569 135 29 800 800 NUM cana-569 135 30 110 110 NUM cana-569 135 31 180 180 NUM cana-569 135 32 , , PUNCT cana-569 135 33 3.4 3.4 NUM cana-569 135 34 333.3 333.3 NUM cana-569 135 35 , , PUNCT cana-569 135 36 2.4 2.4 NUM cana-569 135 37 510.88 510.88 NUM cana-569 135 38 , , PUNCT cana-569 135 39 1.56 1.56 NUM cana-569 135 40 655.93 655.93 NUM cana-569 135 41 , , PUNCT cana-569 135 42 1.21 1.21 NUM cana-569 135 43 900 900 NUM cana-569 135 44 120 120 NUM cana-569 135 45 225 225 NUM cana-569 135 46 , , PUNCT cana-569 135 47 3.3 3.3 NUM cana-569 135 48 362.8 362.8 NUM cana-569 135 49 , , PUNCT cana-569 135 50 2.48 2.48 NUM cana-569 135 51 687.09 687.09 NUM cana-569 135 52 , , PUNCT cana-569 135 53 1.3 1.3 NUM cana-569 135 54 822.36 822.36 NUM cana-569 135 55 , , PUNCT cana-569 135 56 1.09 1.09 NUM cana-569 135 57 1000 1000 NUM cana-569 135 58 140 140 NUM cana-569 135 59 275 275 NUM cana-569 135 60 , , PUNCT cana-569 135 61 3.25 3.25 NUM cana-569 135 62 421.09 421.09 NUM cana-569 135 63 , , PUNCT cana-569 135 64 2.37 2.37 NUM cana-569 135 65 663.96 663.96 NUM cana-569 135 66 , , PUNCT cana-569 135 67 1.5 1.5 NUM cana-569 135 68 809.22 809.22 NUM cana-569 135 69 , , PUNCT cana-569 135 70 1.23 1.23 NUM cana-569 135 71 figure figure NOUN cana-569 135 72 3 3 NUM cana-569 135 73 : : PUNCT cana-569 135 74 analysis analysis NOUN cana-569 135 75 of of ADP cana-569 135 76 throughput throughput NOUN cana-569 135 77 for for ADP cana-569 135 78 different different ADJ cana-569 135 79 tasks task NOUN cana-569 135 80 and and CCONJ cana-569 135 81 vm vm NOUN cana-569 135 82 figure figure NOUN cana-569 135 83 4 4 NUM cana-569 135 84 : : PUNCT cana-569 135 85 analysis analysis NOUN cana-569 135 86 of of ADP cana-569 135 87 make make VERB cana-569 135 88 span span NOUN cana-569 135 89 for for ADP cana-569 135 90 different different ADJ cana-569 135 91 tasks task NOUN cana-569 135 92 and and CCONJ cana-569 135 93 vm vm NOUN cana-569 135 94 figure figure NOUN cana-569 135 95 5 5 NUM cana-569 135 96 : : PUNCT cana-569 135 97 throughput throughput NOUN cana-569 135 98 comparison comparison NOUN cana-569 135 99 for for ADP cana-569 135 100 50 50 NUM cana-569 135 101 vms vms PROPN cana-569 135 102 communications communication NOUN cana-569 135 103 on on ADP cana-569 135 104 applied apply VERB cana-569 135 105 nonlinear nonlinear ADJ cana-569 135 106 analysis analysis NOUN cana-569 135 107 issn issn NOUN cana-569 135 108 : : PUNCT cana-569 135 109 1074 1074 NUM cana-569 135 110 - - PUNCT cana-569 135 111 133x 133x NUM cana-569 135 112 vol vol NOUN cana-569 135 113 31 31 NUM cana-569 135 114 no no NOUN cana-569 135 115 . . NOUN cana-569 135 116 2 2 NUM cana-569 135 117 ( ( PUNCT cana-569 135 118 2024 2024 NUM cana-569 135 119 ) ) PUNCT cana-569 135 120 306 306 NUM cana-569 135 121 https://internationalpubls.com https://internationalpubls.com X cana-569 135 122 figure figure NOUN cana-569 135 123 6 6 NUM cana-569 135 124 : : PUNCT cana-569 135 125 makespan makespan ADP cana-569 135 126 comparison comparison NOUN cana-569 135 127 for for ADP cana-569 135 128 50 50 NUM cana-569 135 129 vms vms PROPN cana-569 135 130 figure figure NOUN cana-569 135 131 3 3 NUM cana-569 135 132 : : PUNCT cana-569 135 133 analysis analysis NOUN cana-569 135 134 of of ADP cana-569 135 135 throughput throughput NOUN cana-569 135 136 for for ADP cana-569 135 137 different different ADJ cana-569 135 138 tasks task NOUN cana-569 135 139 and and CCONJ cana-569 135 140 vm vm PROPN cana-569 135 141 illustrates illustrate VERB cana-569 135 142 the the DET cana-569 135 143 throughput throughput NOUN cana-569 135 144 achieved achieve VERB cana-569 135 145 by by ADP cana-569 135 146 different different ADJ cana-569 135 147 algorithms algorithm NOUN cana-569 135 148 as as ADP cana-569 135 149 the the DET cana-569 135 150 number number NOUN cana-569 135 151 of of ADP cana-569 135 152 tasks task NOUN cana-569 135 153 increases increase NOUN cana-569 135 154 . . PUNCT cana-569 136 1 the the DET cana-569 136 2 algorithms algorithm NOUN cana-569 136 3 being be AUX cana-569 136 4 compared compare VERB cana-569 136 5 include include VERB cana-569 136 6 a a DET cana-569 136 7 grey grey ADJ cana-569 136 8 wolf wolf NOUN cana-569 136 9 optimizer optimizer NOUN cana-569 136 10 with with ADP cana-569 136 11 cuckoo cuckoo NOUN cana-569 136 12 search search NOUN cana-569 136 13 algorithm algorithm NOUN cana-569 136 14 ( ( PUNCT cana-569 136 15 gwo gwo PROPN cana-569 136 16 - - PUNCT cana-569 136 17 csa csa PROPN cana-569 136 18 ) ) PUNCT cana-569 136 19 , , PUNCT cana-569 136 20 a a DET cana-569 136 21 particle particle NOUN cana-569 136 22 swarm swarm NOUN cana-569 136 23 optimization optimization NOUN cana-569 136 24 with with ADP cana-569 136 25 artificial artificial ADJ cana-569 136 26 bee bee NOUN cana-569 136 27 colony colony NOUN cana-569 136 28 ( ( PUNCT cana-569 136 29 pso pso NOUN cana-569 136 30 - - PUNCT cana-569 136 31 alba alba PROPN cana-569 136 32 ) ) PUNCT cana-569 136 33 , , PUNCT cana-569 136 34 a a DET cana-569 136 35 standard standard ADJ cana-569 136 36 particle particle NOUN cana-569 136 37 swarm swarm NOUN cana-569 136 38 optimization optimization NOUN cana-569 136 39 ( ( PUNCT cana-569 136 40 pso pso NOUN cana-569 136 41 ) ) PUNCT cana-569 136 42 , , PUNCT cana-569 136 43 and and CCONJ cana-569 136 44 an an DET cana-569 136 45 ant ant ADJ cana-569 136 46 colony colony NOUN cana-569 136 47 optimization optimization NOUN cana-569 136 48 ( ( PUNCT cana-569 136 49 aco aco PROPN cana-569 136 50 ) ) PUNCT cana-569 136 51 . . PUNCT cana-569 137 1 generally generally ADV cana-569 137 2 , , PUNCT cana-569 137 3 as as ADP cana-569 137 4 the the DET cana-569 137 5 number number NOUN cana-569 137 6 of of ADP cana-569 137 7 tasks task NOUN cana-569 137 8 increases increase NOUN cana-569 137 9 , , PUNCT cana-569 137 10 the the DET cana-569 137 11 throughput throughput NOUN cana-569 137 12 for for ADP cana-569 137 13 each each DET cana-569 137 14 algorithm algorithm NOUN cana-569 137 15 decreases decrease VERB cana-569 137 16 . . PUNCT cana-569 138 1 this this PRON cana-569 138 2 suggests suggest VERB cana-569 138 3 that that SCONJ cana-569 138 4 as as SCONJ cana-569 138 5 the the DET cana-569 138 6 workload workload NOUN cana-569 138 7 grows grow VERB cana-569 138 8 , , PUNCT cana-569 138 9 the the DET cana-569 138 10 efficiency efficiency NOUN cana-569 138 11 of of ADP cana-569 138 12 processing processing NOUN cana-569 138 13 tasks task NOUN cana-569 138 14 diminishes diminish VERB cana-569 138 15 . . PUNCT cana-569 139 1 gwo gwo PROPN cana-569 139 2 - - PUNCT cana-569 139 3 csa csa PROPN cana-569 139 4 appears appear VERB cana-569 139 5 to to PART cana-569 139 6 maintain maintain VERB cana-569 139 7 the the DET cana-569 139 8 highest high ADJ cana-569 139 9 throughput throughput NOUN cana-569 139 10 across across ADP cana-569 139 11 the the DET cana-569 139 12 task task NOUN cana-569 139 13 range range NOUN cana-569 139 14 , , PUNCT cana-569 139 15 indicating indicate VERB cana-569 139 16 that that SCONJ cana-569 139 17 it it PRON cana-569 139 18 may may AUX cana-569 139 19 be be AUX cana-569 139 20 the the DET cana-569 139 21 most most ADV cana-569 139 22 efficient efficient ADJ cana-569 139 23 algorithm algorithm NOUN cana-569 139 24 among among ADP cana-569 139 25 those those PRON cana-569 139 26 tested test VERB cana-569 139 27 . . PUNCT cana-569 140 1 figure figure VERB cana-569 140 2 4 4 NUM cana-569 140 3 : : PUNCT cana-569 140 4 analysis analysis NOUN cana-569 140 5 of of ADP cana-569 140 6 make make VERB cana-569 140 7 span span NOUN cana-569 140 8 for for ADP cana-569 140 9 different different ADJ cana-569 140 10 tasks task NOUN cana-569 140 11 and and CCONJ cana-569 140 12 vm vm PROPN cana-569 140 13 shows show VERB cana-569 140 14 the the DET cana-569 140 15 makespan makespan NOUN cana-569 140 16 for for ADP cana-569 140 17 different different ADJ cana-569 140 18 algorithms algorithm NOUN cana-569 140 19 as as ADP cana-569 140 20 the the DET cana-569 140 21 number number NOUN cana-569 140 22 of of ADP cana-569 140 23 tasks task NOUN cana-569 140 24 increases increase NOUN cana-569 140 25 . . PUNCT cana-569 141 1 again again ADV cana-569 141 2 , , PUNCT cana-569 141 3 the the DET cana-569 141 4 same same ADJ cana-569 141 5 set set NOUN cana-569 141 6 of of ADP cana-569 141 7 algorithms algorithm NOUN cana-569 141 8 is be AUX cana-569 141 9 compared compare VERB cana-569 141 10 . . PUNCT cana-569 142 1 as as SCONJ cana-569 142 2 expected expect VERB cana-569 142 3 , , PUNCT cana-569 142 4 the the DET cana-569 142 5 makespan makespan ADJ cana-569 142 6 increases increase VERB cana-569 142 7 with with ADP cana-569 142 8 the the DET cana-569 142 9 number number NOUN cana-569 142 10 of of ADP cana-569 142 11 tasks task NOUN cana-569 142 12 for for ADP cana-569 142 13 all all DET cana-569 142 14 algorithms algorithm NOUN cana-569 142 15 , , PUNCT cana-569 142 16 but but CCONJ cana-569 142 17 the the DET cana-569 142 18 rate rate NOUN cana-569 142 19 of of ADP cana-569 142 20 increase increase NOUN cana-569 142 21 varies varie NOUN cana-569 142 22 . . PUNCT cana-569 143 1 the the DET cana-569 143 2 gwo gwo PROPN cana-569 143 3 - - PUNCT cana-569 143 4 csa csa PROPN cana-569 143 5 algorithm algorithm PROPN cana-569 143 6 shows show VERB cana-569 143 7 a a DET cana-569 143 8 more more ADV cana-569 143 9 gradual gradual ADJ cana-569 143 10 increase increase NOUN cana-569 143 11 in in ADP cana-569 143 12 makespan makespan NOUN cana-569 143 13 , , PUNCT cana-569 143 14 indicating indicate VERB cana-569 143 15 better well ADJ cana-569 143 16 scalability scalability NOUN cana-569 143 17 with with ADP cana-569 143 18 the the DET cana-569 143 19 increased increase VERB cana-569 143 20 workload workload NOUN cana-569 143 21 compared compare VERB cana-569 143 22 to to ADP cana-569 143 23 the the DET cana-569 143 24 other other ADJ cana-569 143 25 algorithms algorithm NOUN cana-569 143 26 . . PUNCT cana-569 144 1 figure figure VERB cana-569 144 2 5 5 NUM cana-569 144 3 : : PUNCT cana-569 144 4 throughput throughput NOUN cana-569 144 5 comparison comparison NOUN cana-569 144 6 on on ADP cana-569 144 7 50 50 NUM cana-569 144 8 vms vms NOUN cana-569 144 9 narrows narrow VERB cana-569 144 10 the the DET cana-569 144 11 performance performance NOUN cana-569 144 12 evaluation evaluation NOUN cana-569 144 13 of of ADP cana-569 144 14 the the DET cana-569 144 15 algorithms algorithm NOUN cana-569 144 16 to to ADP cana-569 144 17 a a DET cana-569 144 18 specific specific ADJ cana-569 144 19 scenario scenario NOUN cana-569 144 20 with with ADP cana-569 144 21 50 50 NUM cana-569 144 22 vms vms NOUN cana-569 144 23 . . PUNCT cana-569 145 1 it it PRON cana-569 145 2 provides provide VERB cana-569 145 3 a a DET cana-569 145 4 focused focused ADJ cana-569 145 5 comparison comparison NOUN cana-569 145 6 of of ADP cana-569 145 7 how how SCONJ cana-569 145 8 each each DET cana-569 145 9 algorithm algorithm NOUN cana-569 145 10 's 's PART cana-569 145 11 throughput throughput NOUN cana-569 145 12 is be AUX cana-569 145 13 affected affect VERB cana-569 145 14 by by ADP cana-569 145 15 an an DET cana-569 145 16 increasing increase VERB cana-569 145 17 number number NOUN cana-569 145 18 of of ADP cana-569 145 19 tasks task NOUN cana-569 145 20 when when SCONJ cana-569 145 21 the the DET cana-569 145 22 number number NOUN cana-569 145 23 of of ADP cana-569 145 24 vms vms PROPN cana-569 145 25 is be AUX cana-569 145 26 fixed fix VERB cana-569 145 27 . . PUNCT cana-569 146 1 the the DET cana-569 146 2 gwo gwo PROPN cana-569 146 3 - - PUNCT cana-569 146 4 csa csa PROPN cana-569 146 5 algorithm algorithm PROPN cana-569 146 6 still still ADV cana-569 146 7 performs perform VERB cana-569 146 8 better well ADJ cana-569 146 9 than than ADP cana-569 146 10 the the DET cana-569 146 11 others other NOUN cana-569 146 12 , , PUNCT cana-569 146 13 but but CCONJ cana-569 146 14 the the DET cana-569 146 15 decline decline NOUN cana-569 146 16 in in ADP cana-569 146 17 throughput throughput NOUN cana-569 146 18 as as ADP cana-569 146 19 tasks task NOUN cana-569 146 20 increase increase NOUN cana-569 146 21 is be AUX cana-569 146 22 notable notable ADJ cana-569 146 23 . . PUNCT cana-569 147 1 it it PRON cana-569 147 2 shows show VERB cana-569 147 3 that that SCONJ cana-569 147 4 while while SCONJ cana-569 147 5 gwo gwo PROPN cana-569 147 6 - - PUNCT cana-569 147 7 csa csa PROPN cana-569 147 8 is be AUX cana-569 147 9 efficient efficient ADJ cana-569 147 10 , , PUNCT cana-569 147 11 it it PRON cana-569 147 12 is be AUX cana-569 147 13 not not PART cana-569 147 14 immune immune ADJ cana-569 147 15 to to ADP cana-569 147 16 performance performance NOUN cana-569 147 17 degradation degradation NOUN cana-569 147 18 as as ADP cana-569 147 19 the the DET cana-569 147 20 workload workload NOUN cana-569 147 21 becomes become VERB cana-569 147 22 heavier.figure heavier.figure PRON cana-569 147 23 6 6 NUM cana-569 147 24 : : PUNCT cana-569 147 25 makespan makespan SCONJ cana-569 147 26 comparison comparison NOUN cana-569 147 27 on on ADP cana-569 147 28 50 50 NUM cana-569 147 29 vms vms PROPN cana-569 147 30 shows show VERB cana-569 147 31 the the DET cana-569 147 32 makespan makespan NOUN cana-569 147 33 for for ADP cana-569 147 34 each each DET cana-569 147 35 algorithm algorithm NOUN cana-569 147 36 while while SCONJ cana-569 147 37 maintaining maintain VERB cana-569 147 38 a a DET cana-569 147 39 constant constant ADJ cana-569 147 40 number number NOUN cana-569 147 41 of of ADP cana-569 147 42 50 50 NUM cana-569 147 43 vms vms NOUN cana-569 147 44 . . PUNCT cana-569 148 1 the the DET cana-569 148 2 performance performance NOUN cana-569 148 3 trend trend NOUN cana-569 148 4 is be AUX cana-569 148 5 similar similar ADJ cana-569 148 6 to to PART cana-569 148 7 figure figure VERB cana-569 148 8 4 4 NUM cana-569 148 9 , , PUNCT cana-569 148 10 with with ADP cana-569 148 11 makespan makespan ADV cana-569 148 12 increasing increase VERB cana-569 148 13 as as SCONJ cana-569 148 14 the the DET cana-569 148 15 number number NOUN cana-569 148 16 of of ADP cana-569 148 17 tasks task NOUN cana-569 148 18 grows grow VERB cana-569 148 19 . . PUNCT cana-569 149 1 however however ADV cana-569 149 2 , , PUNCT cana-569 149 3 the the DET cana-569 149 4 slope slope NOUN cana-569 149 5 of of ADP cana-569 149 6 the the DET cana-569 149 7 makespan makespan ADJ cana-569 149 8 curve curve NOUN cana-569 149 9 is be AUX cana-569 149 10 steeper steep ADJ cana-569 149 11 here here ADV cana-569 149 12 , , PUNCT cana-569 149 13 which which PRON cana-569 149 14 could could AUX cana-569 149 15 be be AUX cana-569 149 16 due due ADJ cana-569 149 17 to to ADP cana-569 149 18 the the DET cana-569 149 19 fixed fix VERB cana-569 149 20 number number NOUN cana-569 149 21 of of ADP cana-569 149 22 vms vms PROPN cana-569 149 23 that that PRON cana-569 149 24 might might AUX cana-569 149 25 create create VERB cana-569 149 26 a a DET cana-569 149 27 bottleneck bottleneck NOUN cana-569 149 28 . . PUNCT cana-569 150 1 the the DET cana-569 150 2 gwo gwo PROPN cana-569 150 3 - - PUNCT cana-569 150 4 csa csa PROPN cana-569 150 5 still still ADV cana-569 150 6 appears appear VERB cana-569 150 7 to to PART cana-569 150 8 be be AUX cana-569 150 9 the the DET cana-569 150 10 best good ADJ cana-569 150 11 performing perform VERB cana-569 150 12 algorithm algorithm NOUN cana-569 150 13 , , PUNCT cana-569 150 14 but but CCONJ cana-569 150 15 the the DET cana-569 150 16 increased increase VERB cana-569 150 17 slope slope NOUN cana-569 150 18 indicates indicate VERB cana-569 150 19 that that SCONJ cana-569 150 20 even even ADV cana-569 150 21 the the DET cana-569 150 22 best good ADJ cana-569 150 23 algorithm algorithm NOUN cana-569 150 24 struggles struggle VERB cana-569 150 25 with with ADP cana-569 150 26 scaling scaling NOUN cana-569 150 27 when when SCONJ cana-569 150 28 the the DET cana-569 150 29 number number NOUN cana-569 150 30 of of ADP cana-569 150 31 vms vms PROPN cana-569 150 32 is be AUX cana-569 150 33 static static ADJ cana-569 150 34 . . PUNCT cana-569 151 1 communications communication NOUN cana-569 151 2 on on ADP cana-569 151 3 applied apply VERB cana-569 151 4 nonlinear nonlinear ADJ cana-569 151 5 analysis analysis NOUN cana-569 151 6 issn issn NOUN cana-569 151 7 : : PUNCT cana-569 151 8 1074 1074 NUM cana-569 151 9 - - PUNCT cana-569 151 10 133x 133x NUM cana-569 151 11 vol vol NOUN cana-569 151 12 31 31 NUM cana-569 151 13 no no NOUN cana-569 151 14 . . NOUN cana-569 151 15 2 2 NUM cana-569 151 16 ( ( PUNCT cana-569 151 17 2024 2024 NUM cana-569 151 18 ) ) PUNCT cana-569 151 19 307 307 NUM cana-569 151 20 https://internationalpubls.com https://internationalpubls.com X cana-569 151 21 figure figure NOUN cana-569 151 22 7 7 NUM cana-569 151 23 : : PUNCT cana-569 151 24 makespan makespan ADV cana-569 151 25 distribution distribution NOUN cana-569 151 26 analysis analysis NOUN cana-569 151 27 in in ADP cana-569 151 28 conclusion conclusion NOUN cana-569 151 29 , , PUNCT cana-569 151 30 the the DET cana-569 151 31 gwo gwo PROPN cana-569 151 32 - - PUNCT cana-569 151 33 csa csa PROPN cana-569 151 34 algorithm algorithm PROPN cana-569 151 35 s s PART cana-569 151 36 outperform outperform ADJ cana-569 151 37 pso pso NOUN cana-569 151 38 - - PUNCT cana-569 151 39 alba alba PROPN cana-569 151 40 , , PUNCT cana-569 151 41 pso pso NOUN cana-569 151 42 , , PUNCT cana-569 151 43 and and CCONJ cana-569 151 44 aco aco PROPN cana-569 151 45 in in ADP cana-569 151 46 terms term NOUN cana-569 151 47 of of ADP cana-569 151 48 both both CCONJ cana-569 151 49 throughput throughput NOUN cana-569 151 50 and and CCONJ cana-569 151 51 makespan makespan ADV cana-569 151 52 in in ADP cana-569 151 53 different different ADJ cana-569 151 54 scenarios scenario NOUN cana-569 151 55 . . PUNCT cana-569 152 1 these these DET cana-569 152 2 results result NOUN cana-569 152 3 could could AUX cana-569 152 4 guide guide VERB cana-569 152 5 cloud cloud NOUN cana-569 152 6 computing compute VERB cana-569 152 7 resource resource NOUN cana-569 152 8 managers manager NOUN cana-569 152 9 in in ADP cana-569 152 10 choosing choose VERB cana-569 152 11 the the DET cana-569 152 12 most most ADV cana-569 152 13 effective effective ADJ cana-569 152 14 task task NOUN cana-569 152 15 scheduling scheduling NOUN cana-569 152 16 algorithms algorithm NOUN cana-569 152 17 for for ADP cana-569 152 18 different different ADJ cana-569 152 19 workloads workload NOUN cana-569 152 20 and and CCONJ cana-569 152 21 environments environment NOUN cana-569 152 22 .the .the X cana-569 152 23 above above ADP cana-569 152 24 diagram diagram PROPN cana-569 152 25 shows show VERB cana-569 152 26 the the DET cana-569 152 27 plot plot NOUN cana-569 152 28 of of ADP cana-569 152 29 makespan makespan ADJ cana-569 152 30 comparison comparison NOUN cana-569 152 31 among among ADP cana-569 152 32 gwo gwo PROPN cana-569 152 33 - - PUNCT cana-569 152 34 csa csa PROPN cana-569 152 35 , , PUNCT cana-569 152 36 pso pso NOUN cana-569 152 37 - - PUNCT cana-569 152 38 alba alba PROPN cana-569 152 39 , , PUNCT cana-569 152 40 pso pso NOUN cana-569 152 41 , , PUNCT cana-569 152 42 and and CCONJ cana-569 152 43 aco aco PROPN cana-569 152 44 algorithms algorithm NOUN cana-569 152 45 as as SCONJ cana-569 152 46 the the DET cana-569 152 47 number number NOUN cana-569 152 48 of of ADP cana-569 152 49 tasks task NOUN cana-569 152 50 increases increase VERB cana-569 152 51 from from ADP cana-569 152 52 100 100 NUM cana-569 152 53 to to ADP cana-569 152 54 1000 1000 NUM cana-569 152 55 on on ADP cana-569 152 56 50 50 NUM cana-569 152 57 virtual virtual ADJ cana-569 152 58 machines machine NOUN cana-569 152 59 ( ( PUNCT cana-569 152 60 vms vms PROPN cana-569 152 61 ) ) PUNCT cana-569 152 62 . . PUNCT cana-569 153 1 makespan makespan PROPN cana-569 153 2 , , PUNCT cana-569 153 3 which which PRON cana-569 153 4 is be AUX cana-569 153 5 the the DET cana-569 153 6 total total ADJ cana-569 153 7 time time NOUN cana-569 153 8 taken take VERB cana-569 153 9 to to PART cana-569 153 10 complete complete VERB cana-569 153 11 all all DET cana-569 153 12 tasks task NOUN cana-569 153 13 is be AUX cana-569 153 14 one one NUM cana-569 153 15 of of ADP cana-569 153 16 the the DET cana-569 153 17 crucial crucial ADJ cana-569 153 18 metrics metric NOUN cana-569 153 19 in in ADP cana-569 153 20 cloud cloud ADJ cana-569 153 21 computing computing NOUN cana-569 153 22 environments environment NOUN cana-569 153 23 . . PUNCT cana-569 154 1 gwo gwo PROPN cana-569 154 2 - - PUNCT cana-569 154 3 csa csa PROPN cana-569 154 4 generally generally ADV cana-569 154 5 outperforms outperform VERB cana-569 154 6 other other ADJ cana-569 154 7 algorithms algorithm NOUN cana-569 154 8 by by ADP cana-569 154 9 having have VERB cana-569 154 10 the the DET cana-569 154 11 least least ADJ cana-569 154 12 makespan makespan NOUN cana-569 154 13 throughout throughout ADP cana-569 154 14 tasks task NOUN cana-569 154 15 of of ADP cana-569 154 16 all all DET cana-569 154 17 sizes size NOUN cana-569 154 18 , , PUNCT cana-569 154 19 thus thus ADV cana-569 154 20 demonstrating demonstrate VERB cana-569 154 21 its its PRON cana-569 154 22 effectiveness effectiveness NOUN cana-569 154 23 in in ADP cana-569 154 24 problemsolving problemsolve VERB cana-569 154 25 and and CCONJ cana-569 154 26 resource resource NOUN cana-569 154 27 use use NOUN cana-569 154 28 . . PUNCT cana-569 155 1 pso pso NOUN cana-569 155 2 - - PUNCT cana-569 155 3 alba alba PROPN cana-569 155 4 perform perform NOUN cana-569 155 5 well well ADV cana-569 155 6 , , PUNCT cana-569 155 7 they they PRON cana-569 155 8 achieve achieve VERB cana-569 155 9 currently currently ADV cana-569 155 10 some some DET cana-569 155 11 competitive competitive ADJ cana-569 155 12 results result NOUN cana-569 155 13 , , PUNCT cana-569 155 14 especially especially ADV cana-569 155 15 in in ADP cana-569 155 16 lower low ADJ cana-569 155 17 task task NOUN cana-569 155 18 numbers number NOUN cana-569 155 19 . . PUNCT cana-569 156 1 figure figure VERB cana-569 156 2 8 8 NUM cana-569 156 3 : : PUNCT cana-569 156 4 throughput throughput NOUN cana-569 156 5 distribution distribution NOUN cana-569 156 6 analysis analysis NOUN cana-569 156 7 communications communication NOUN cana-569 156 8 on on ADP cana-569 156 9 applied apply VERB cana-569 156 10 nonlinear nonlinear ADJ cana-569 156 11 analysis analysis NOUN cana-569 156 12 issn issn NOUN cana-569 156 13 : : PUNCT cana-569 156 14 1074 1074 NUM cana-569 156 15 - - PUNCT cana-569 156 16 133x 133x NUM cana-569 156 17 vol vol NOUN cana-569 156 18 31 31 NUM cana-569 156 19 no no NOUN cana-569 156 20 . . NOUN cana-569 156 21 2 2 NUM cana-569 156 22 ( ( PUNCT cana-569 156 23 2024 2024 NUM cana-569 156 24 ) ) PUNCT cana-569 156 25 308 308 NUM cana-569 156 26 https://internationalpubls.com https://internationalpubls.com X cana-569 156 27 in in ADP cana-569 156 28 conclusion conclusion NOUN cana-569 156 29 , , PUNCT cana-569 156 30 the the DET cana-569 156 31 gwo gwo PROPN cana-569 156 32 - - PUNCT cana-569 156 33 csa csa PROPN cana-569 156 34 algorithm algorithm PROPN cana-569 156 35 s s PART cana-569 156 36 outperform outperform ADJ cana-569 156 37 pso pso NOUN cana-569 156 38 - - PUNCT cana-569 156 39 alba alba PROPN cana-569 156 40 , , PUNCT cana-569 156 41 pso pso NOUN cana-569 156 42 , , PUNCT cana-569 156 43 and and CCONJ cana-569 156 44 aco aco PROPN cana-569 156 45 in in ADP cana-569 156 46 terms term NOUN cana-569 156 47 of of ADP cana-569 156 48 both both CCONJ cana-569 156 49 throughput throughput NOUN cana-569 156 50 and and CCONJ cana-569 156 51 makespan makespan ADV cana-569 156 52 in in ADP cana-569 156 53 different different ADJ cana-569 156 54 scenarios scenario NOUN cana-569 156 55 . . PUNCT cana-569 157 1 these these DET cana-569 157 2 results result NOUN cana-569 157 3 could could AUX cana-569 157 4 guide guide VERB cana-569 157 5 cloud cloud NOUN cana-569 157 6 computing compute VERB cana-569 157 7 resource resource NOUN cana-569 157 8 managers manager NOUN cana-569 157 9 in in ADP cana-569 157 10 choosing choose VERB cana-569 157 11 the the DET cana-569 157 12 most most ADV cana-569 157 13 effective effective ADJ cana-569 157 14 task task NOUN cana-569 157 15 scheduling scheduling NOUN cana-569 157 16 algorithms algorithm NOUN cana-569 157 17 for for ADP cana-569 157 18 different different ADJ cana-569 157 19 workloads workload NOUN cana-569 157 20 and and CCONJ cana-569 157 21 environments environment NOUN cana-569 157 22 .the .the X cana-569 157 23 above above ADP cana-569 157 24 diagram diagram PROPN cana-569 157 25 shows show VERB cana-569 157 26 the the DET cana-569 157 27 plot plot NOUN cana-569 157 28 of of ADP cana-569 157 29 makespan makespan ADJ cana-569 157 30 comparison comparison NOUN cana-569 157 31 among among ADP cana-569 157 32 gwo gwo PROPN cana-569 157 33 - - PUNCT cana-569 157 34 csa csa PROPN cana-569 157 35 , , PUNCT cana-569 157 36 pso pso NOUN cana-569 157 37 - - PUNCT cana-569 157 38 alba alba PROPN cana-569 157 39 , , PUNCT cana-569 157 40 pso pso NOUN cana-569 157 41 , , PUNCT cana-569 157 42 and and CCONJ cana-569 157 43 aco aco PROPN cana-569 157 44 algorithms algorithm NOUN cana-569 157 45 as as SCONJ cana-569 157 46 the the DET cana-569 157 47 number number NOUN cana-569 157 48 of of ADP cana-569 157 49 tasks task NOUN cana-569 157 50 increases increase VERB cana-569 157 51 from from ADP cana-569 157 52 100 100 NUM cana-569 157 53 to to ADP cana-569 157 54 1000 1000 NUM cana-569 157 55 on on ADP cana-569 157 56 50 50 NUM cana-569 157 57 virtual virtual ADJ cana-569 157 58 machines machine NOUN cana-569 157 59 ( ( PUNCT cana-569 157 60 vms vms PROPN cana-569 157 61 ) ) PUNCT cana-569 157 62 . . PUNCT cana-569 158 1 makespan makespan PROPN cana-569 158 2 , , PUNCT cana-569 158 3 which which PRON cana-569 158 4 is be AUX cana-569 158 5 the the DET cana-569 158 6 total total ADJ cana-569 158 7 time time NOUN cana-569 158 8 taken take VERB cana-569 158 9 to to PART cana-569 158 10 complete complete VERB cana-569 158 11 all all DET cana-569 158 12 tasks task NOUN cana-569 158 13 is be AUX cana-569 158 14 one one NUM cana-569 158 15 of of ADP cana-569 158 16 the the DET cana-569 158 17 crucial crucial ADJ cana-569 158 18 metrics metric NOUN cana-569 158 19 in in ADP cana-569 158 20 cloud cloud ADJ cana-569 158 21 computing computing NOUN cana-569 158 22 environments environment NOUN cana-569 158 23 . . PUNCT cana-569 159 1 gwo gwo PROPN cana-569 159 2 - - PUNCT cana-569 159 3 csa csa PROPN cana-569 159 4 generally generally ADV cana-569 159 5 outperforms outperform VERB cana-569 159 6 other other ADJ cana-569 159 7 algorithms algorithm NOUN cana-569 159 8 by by ADP cana-569 159 9 having have VERB cana-569 159 10 the the DET cana-569 159 11 least least ADJ cana-569 159 12 makespan makespan NOUN cana-569 159 13 throughout throughout ADP cana-569 159 14 tasks task NOUN cana-569 159 15 of of ADP cana-569 159 16 all all DET cana-569 159 17 sizes size NOUN cana-569 159 18 , , PUNCT cana-569 159 19 thus thus ADV cana-569 159 20 demonstrating demonstrate VERB cana-569 159 21 its its PRON cana-569 159 22 effectiveness effectiveness NOUN cana-569 159 23 in in ADP cana-569 159 24 problemsolving problemsolve VERB cana-569 159 25 and and CCONJ cana-569 159 26 resource resource NOUN cana-569 159 27 use use NOUN cana-569 159 28 . . PUNCT cana-569 160 1 pso pso NOUN cana-569 160 2 - - PUNCT cana-569 160 3 alba alba PROPN cana-569 160 4 perform perform NOUN cana-569 160 5 well well ADV cana-569 160 6 , , PUNCT cana-569 160 7 they they PRON cana-569 160 8 achieve achieve VERB cana-569 160 9 currently currently ADV cana-569 160 10 some some DET cana-569 160 11 competitive competitive ADJ cana-569 160 12 results result NOUN cana-569 160 13 , , PUNCT cana-569 160 14 especially especially ADV cana-569 160 15 in in ADP cana-569 160 16 lower low ADJ cana-569 160 17 task task NOUN cana-569 160 18 numbers number NOUN cana-569 160 19 . . PUNCT cana-569 161 1 while while SCONJ cana-569 161 2 pso pso NOUN cana-569 161 3 and and CCONJ cana-569 161 4 aco aco PROPN cana-569 161 5 possess possess VERB cana-569 161 6 a a DET cana-569 161 7 higher high ADJ cana-569 161 8 makespan makespan NOUN cana-569 161 9 , , PUNCT cana-569 161 10 especially especially ADV cana-569 161 11 with with ADP cana-569 161 12 the the DET cana-569 161 13 presence presence NOUN cana-569 161 14 of of ADP cana-569 161 15 more more ADJ cana-569 161 16 tasks task NOUN cana-569 161 17 as as ADP cana-569 161 18 compared compare VERB cana-569 161 19 to to ADP cana-569 161 20 other other ADJ cana-569 161 21 algorithms algorithm NOUN cana-569 161 22 , , PUNCT cana-569 161 23 which which PRON cana-569 161 24 might might AUX cana-569 161 25 be be AUX cana-569 161 26 an an DET cana-569 161 27 implication implication NOUN cana-569 161 28 that that SCONJ cana-569 161 29 these these DET cana-569 161 30 algorithms algorithm NOUN cana-569 161 31 exhibit exhibit VERB cana-569 161 32 less less ADJ cana-569 161 33 efficiency efficiency NOUN cana-569 161 34 in in ADP cana-569 161 35 terms term NOUN cana-569 161 36 of of ADP cana-569 161 37 handling handle VERB cana-569 161 38 large large ADJ cana-569 161 39 workloads workload NOUN cana-569 161 40 . . PUNCT cana-569 162 1 this this DET cana-569 162 2 pattern pattern NOUN cana-569 162 3 shows show VERB cana-569 162 4 the the DET cana-569 162 5 higher high ADJ cana-569 162 6 efficiency efficiency NOUN cana-569 162 7 and and CCONJ cana-569 162 8 ability ability NOUN cana-569 162 9 of of ADP cana-569 162 10 gwocsa gwocsa VERB cana-569 162 11 for for ADP cana-569 162 12 load load NOUN cana-569 162 13 balancing balance VERB cana-569 162 14 task task NOUN cana-569 162 15 and and CCONJ cana-569 162 16 resource resource NOUN cana-569 162 17 management management NOUN cana-569 162 18 in in ADP cana-569 162 19 the the DET cana-569 162 20 cloud cloud NOUN cana-569 162 21 environment environment NOUN cana-569 162 22 with with ADP cana-569 162 23 moderate moderate ADJ cana-569 162 24 number number NOUN cana-569 162 25 of of ADP cana-569 162 26 vms vms PROPN cana-569 162 27 . . PUNCT cana-569 163 1 the the DET cana-569 163 2 performance performance NOUN cana-569 163 3 comparison comparison NOUN cana-569 163 4 table table NOUN cana-569 163 5 reveals reveal VERB cana-569 163 6 the the DET cana-569 163 7 performance performance NOUN cana-569 163 8 of of ADP cana-569 163 9 each each DET cana-569 163 10 algorithm algorithm NOUN cana-569 163 11 in in ADP cana-569 163 12 terms term NOUN cana-569 163 13 of of ADP cana-569 163 14 the the DET cana-569 163 15 rate rate NOUN cana-569 163 16 of of ADP cana-569 163 17 task task NOUN cana-569 163 18 processing processing NOUN cana-569 163 19 . . PUNCT cana-569 164 1 throughput throughput NOUN cana-569 164 2 , , PUNCT cana-569 164 3 implying imply VERB cana-569 164 4 task task NOUN cana-569 164 5 completion completion NOUN cana-569 164 6 per per ADP cana-569 164 7 unit unit NOUN cana-569 164 8 time time NOUN cana-569 164 9 , , PUNCT cana-569 164 10 is be AUX cana-569 164 11 an an DET cana-569 164 12 important important ADJ cana-569 164 13 metric metric NOUN cana-569 164 14 of of ADP cana-569 164 15 performance performance NOUN cana-569 164 16 . . PUNCT cana-569 165 1 it it PRON cana-569 165 2 is be AUX cana-569 165 3 gwo gwo PROPN cana-569 165 4 - - PUNCT cana-569 165 5 csa csa PROPN cana-569 165 6 that that PRON cana-569 165 7 outperforms outperform VERB cana-569 165 8 its its PRON cana-569 165 9 competitors competitor NOUN cana-569 165 10 in in ADP cana-569 165 11 terms term NOUN cana-569 165 12 of of ADP cana-569 165 13 performance performance NOUN cana-569 165 14 with with ADP cana-569 165 15 the the DET cana-569 165 16 highest high ADJ cana-569 165 17 throughput throughput NOUN cana-569 165 18 showed show VERB cana-569 165 19 across across ADP cana-569 165 20 the the DET cana-569 165 21 tasks task NOUN cana-569 165 22 . . PUNCT cana-569 166 1 the the DET cana-569 166 2 high high ADJ cana-569 166 3 throughput throughput NOUN cana-569 166 4 is be AUX cana-569 166 5 the the DET cana-569 166 6 reason reason NOUN cana-569 166 7 why why SCONJ cana-569 166 8 gwo gwo PROPN cana-569 166 9 - - PUNCT cana-569 166 10 csa csa PROPN cana-569 166 11 can can AUX cana-569 166 12 process process VERB cana-569 166 13 several several ADJ cana-569 166 14 tasks task NOUN cana-569 166 15 quickly quickly ADV cana-569 166 16 . . PUNCT cana-569 167 1 psoalba psoalba PROPN cana-569 167 2 appears appear VERB cana-569 167 3 vital vital ADJ cana-569 167 4 as as SCONJ cana-569 167 5 it it PRON cana-569 167 6 shows show VERB cana-569 167 7 the the DET cana-569 167 8 nearest near ADJ cana-569 167 9 value value NOUN cana-569 167 10 behind behind ADP cana-569 167 11 gwo gwo PROPN cana-569 167 12 - - PROPN cana-569 167 13 csa csa PROPN cana-569 167 14 in in ADP cana-569 167 15 terms term NOUN cana-569 167 16 of of ADP cana-569 167 17 the the DET cana-569 167 18 throughput throughput NOUN cana-569 167 19 . . PUNCT cana-569 168 1 pso pso PROPN cana-569 168 2 and and CCONJ cana-569 168 3 aco aco PROPN cana-569 168 4 show show VERB cana-569 168 5 a a DET cana-569 168 6 lower low ADJ cana-569 168 7 performance performance NOUN cana-569 168 8 index index NOUN cana-569 168 9 as as ADP cana-569 168 10 the the DET cana-569 168 11 number number NOUN cana-569 168 12 of of ADP cana-569 168 13 tasks task NOUN cana-569 168 14 increases increase NOUN cana-569 168 15 which which PRON cana-569 168 16 reflects reflect VERB cana-569 168 17 the the DET cana-569 168 18 problems problem NOUN cana-569 168 19 in in ADP cana-569 168 20 productivity productivity NOUN cana-569 168 21 at at ADP cana-569 168 22 high high ADJ cana-569 168 23 workloads workload NOUN cana-569 168 24 . . PUNCT cana-569 169 1 this this DET cana-569 169 2 plot plot NOUN cana-569 169 3 demonstrates demonstrate NOUN cana-569 169 4 , , PUNCT cana-569 169 5 gwo gwo PROPN cana-569 169 6 - - PUNCT cana-569 169 7 csa csa PROPN cana-569 169 8 's 's PART cana-569 169 9 ability ability NOUN cana-569 169 10 in in ADP cana-569 169 11 keeping keep VERB cana-569 169 12 high high ADJ cana-569 169 13 processing processing NOUN cana-569 169 14 speed speed NOUN cana-569 169 15 , , PUNCT cana-569 169 16 which which PRON cana-569 169 17 is be AUX cana-569 169 18 the the DET cana-569 169 19 reason reason NOUN cana-569 169 20 why why SCONJ cana-569 169 21 it it PRON cana-569 169 22 is be AUX cana-569 169 23 a a DET cana-569 169 24 favourable favourable ADJ cana-569 169 25 option option NOUN cana-569 169 26 for for ADP cana-569 169 27 those those DET cana-569 169 28 environments environment NOUN cana-569 169 29 where where SCONJ cana-569 169 30 the the DET cana-569 169 31 high high ADJ cana-569 169 32 throughput throughput NOUN cana-569 169 33 is be AUX cana-569 169 34 required require VERB cana-569 169 35 . . PUNCT cana-569 170 1 the the DET cana-569 170 2 x x PROPN cana-569 170 3 axis axis NOUN cana-569 170 4 compares compare VERB cana-569 170 5 the the DET cana-569 170 6 makespan makespan NOUN cana-569 170 7 of of ADP cana-569 170 8 different different ADJ cana-569 170 9 algorithms algorithm NOUN cana-569 170 10 for for ADP cana-569 170 11 tasks task NOUN cana-569 170 12 in in ADP cana-569 170 13 a a DET cana-569 170 14 range range NOUN cana-569 170 15 of of ADP cana-569 170 16 100 100 NUM cana-569 170 17 to to PART cana-569 170 18 1000 1000 NUM cana-569 170 19 tasks task NOUN cana-569 170 20 and and CCONJ cana-569 170 21 the the DET cana-569 170 22 y y PROPN cana-569 170 23 axis axis NOUN cana-569 170 24 is be AUX cana-569 170 25 comparing compare VERB cana-569 170 26 number number NOUN cana-569 170 27 of of ADP cana-569 170 28 vms vms PROPN cana-569 170 29 . . PUNCT cana-569 171 1 gwo gwo PROPN cana-569 171 2 - - PUNCT cana-569 171 3 csa csa PROPN cana-569 171 4 is be AUX cana-569 171 5 always always ADV cana-569 171 6 the the DET cana-569 171 7 fastest fast ADJ cana-569 171 8 at at ADP cana-569 171 9 completing complete VERB cana-569 171 10 jobs job NOUN cana-569 171 11 , , PUNCT cana-569 171 12 thus thus ADV cana-569 171 13 placing place VERB cana-569 171 14 the the DET cana-569 171 15 greatest great ADJ cana-569 171 16 emphasis emphasis NOUN cana-569 171 17 on on ADP cana-569 171 18 scheduling scheduling NOUN cana-569 171 19 tasks task NOUN cana-569 171 20 using use VERB cana-569 171 21 different different ADJ cana-569 171 22 vm vm PROPN cana-569 171 23 configurations configuration NOUN cana-569 171 24 . . PUNCT cana-569 172 1 it it PRON cana-569 172 2 is be AUX cana-569 172 3 this this DET cana-569 172 4 consistency consistency NOUN cana-569 172 5 that that PRON cana-569 172 6 articulates articulate VERB cana-569 172 7 the the DET cana-569 172 8 compatibility compatibility NOUN cana-569 172 9 and and CCONJ cana-569 172 10 efficiency efficiency NOUN cana-569 172 11 of of ADP cana-569 172 12 gwo gwo PROPN cana-569 172 13 - - PUNCT cana-569 172 14 csa csa PROPN cana-569 172 15 under under ADP cana-569 172 16 different different ADJ cana-569 172 17 cloud cloud NOUN cana-569 172 18 architectures architecture NOUN cana-569 172 19 . . PUNCT cana-569 173 1 pso pso NOUN cana-569 173 2 - - PUNCT cana-569 173 3 alba alba PROPN cana-569 173 4 is be AUX cana-569 173 5 close close ADJ cana-569 173 6 to to ADP cana-569 173 7 optimal optimal ADJ cana-569 173 8 with with ADP cana-569 173 9 respect respect NOUN cana-569 173 10 to to ADP cana-569 173 11 the the DET cana-569 173 12 number number NOUN cana-569 173 13 of of ADP cana-569 173 14 attributes attribute NOUN cana-569 173 15 but but CCONJ cana-569 173 16 is be AUX cana-569 173 17 getting getting AUX cana-569 173 18 left leave VERB cana-569 173 19 behind behind ADV cana-569 173 20 when when SCONJ cana-569 173 21 the the DET cana-569 173 22 number number NOUN cana-569 173 23 of of ADP cana-569 173 24 attributes attribute NOUN cana-569 173 25 increases increase NOUN cana-569 173 26 . . PUNCT cana-569 174 1 pso pso NOUN cana-569 174 2 and and CCONJ cana-569 174 3 aco aco PROPN cana-569 174 4 , , PUNCT cana-569 174 5 especially especially ADV cana-569 174 6 with with ADP cana-569 174 7 the the DET cana-569 174 8 lower low ADJ cana-569 174 9 tasks task NOUN cana-569 174 10 , , PUNCT cana-569 174 11 are be AUX cana-569 174 12 quite quite ADV cana-569 174 13 efficient efficient ADJ cana-569 174 14 , , PUNCT cana-569 174 15 but but CCONJ cana-569 174 16 their their PRON cana-569 174 17 performance performance NOUN cana-569 174 18 declined decline VERB cana-569 174 19 as as ADP cana-569 174 20 the the DET cana-569 174 21 workload workload NOUN cana-569 174 22 and and CCONJ cana-569 174 23 number number NOUN cana-569 174 24 of of ADP cana-569 174 25 vms vms PROPN cana-569 174 26 increase increase NOUN cana-569 174 27 , , PUNCT cana-569 174 28 as as SCONJ cana-569 174 29 can can AUX cana-569 174 30 be be AUX cana-569 174 31 attested attest VERB cana-569 174 32 in in ADP cana-569 174 33 their their PRON cana-569 174 34 longer long ADJ cana-569 174 35 makespans makespan NOUN cana-569 174 36 . . PUNCT cana-569 175 1 the the DET cana-569 175 2 fact fact NOUN cana-569 175 3 that that SCONJ cana-569 175 4 gwo gwo PROPN cana-569 175 5 - - PUNCT cana-569 175 6 csa csa PROPN cana-569 175 7 performs perform VERB cana-569 175 8 even even ADV cana-569 175 9 better well ADV cana-569 175 10 in in ADP cana-569 175 11 a a DET cana-569 175 12 scaling scaling NOUN cana-569 175 13 up up ADP cana-569 175 14 scenario scenario NOUN cana-569 175 15 in in ADP cana-569 175 16 cloud cloud NOUN cana-569 175 17 computing computing NOUN cana-569 175 18 environments environment NOUN cana-569 175 19 than than ADP cana-569 175 20 in in ADP cana-569 175 21 a a DET cana-569 175 22 static static ADJ cana-569 175 23 scenario scenario NOUN cana-569 175 24 implies imply VERB cana-569 175 25 that that SCONJ cana-569 175 26 gwo gwo PROPN cana-569 175 27 - - PUNCT cana-569 175 28 csa csa PROPN cana-569 175 29 can can AUX cana-569 175 30 be be AUX cana-569 175 31 deployed deploy VERB cana-569 175 32 more more ADV cana-569 175 33 efficiently efficiently ADV cana-569 175 34 based base VERB cana-569 175 35 on on ADP cana-569 175 36 the the DET cana-569 175 37 configuration configuration NOUN cana-569 175 38 of of ADP cana-569 175 39 vms.the vms.the DET cana-569 175 40 last last ADJ cana-569 175 41 diagram diagram NOUN cana-569 175 42 shows show VERB cana-569 175 43 the the DET cana-569 175 44 effect effect NOUN cana-569 175 45 of of ADP cana-569 175 46 varying vary VERB cana-569 175 47 tasks task NOUN cana-569 175 48 and/or and/or CCONJ cana-569 175 49 vms vms PROPN cana-569 175 50 on on ADP cana-569 175 51 throughput throughput PROPN cana-569 175 52 . . PUNCT cana-569 176 1 gwo gwo PROPN cana-569 176 2 - - PUNCT cana-569 176 3 csa csa PROPN cana-569 176 4 scales scale VERB cana-569 176 5 the the DET cana-569 176 6 highest high ADJ cana-569 176 7 in in ADP cana-569 176 8 throughput throughput NOUN cana-569 176 9 , , PUNCT cana-569 176 10 thus thus ADV cana-569 176 11 exhibiting exhibit VERB cana-569 176 12 its its PRON cana-569 176 13 power power NOUN cana-569 176 14 to to PART cana-569 176 15 acquire acquire VERB cana-569 176 16 a a DET cana-569 176 17 systematic systematic ADJ cana-569 176 18 efficiency efficiency NOUN cana-569 176 19 in in ADP cana-569 176 20 executing execute VERB cana-569 176 21 a a DET cana-569 176 22 large large ADJ cana-569 176 23 number number NOUN cana-569 176 24 of of ADP cana-569 176 25 tasks task NOUN cana-569 176 26 for for ADP cana-569 176 27 different different ADJ cana-569 176 28 vm vm PROPN cana-569 176 29 configurations configuration NOUN cana-569 176 30 . . PUNCT cana-569 177 1 therefore therefore ADV cana-569 177 2 , , PUNCT cana-569 177 3 we we PRON cana-569 177 4 can can AUX cana-569 177 5 conclude conclude VERB cana-569 177 6 that that PRON cana-569 177 7 gwo gwo PROPN cana-569 177 8 - - PUNCT cana-569 177 9 csa csa PROPN cana-569 177 10 is be AUX cana-569 177 11 good good ADJ cana-569 177 12 at at ADP cana-569 177 13 scheduling scheduling NOUN cana-569 177 14 of of ADP cana-569 177 15 resource resource NOUN cana-569 177 16 and and CCONJ cana-569 177 17 task task NOUN cana-569 177 18 execution execution NOUN cana-569 177 19 . . PUNCT cana-569 178 1 pso pso NOUN cana-569 178 2 - - PUNCT cana-569 178 3 alba alba PROPN cana-569 178 4 made make VERB cana-569 178 5 progress progress NOUN cana-569 178 6 and and CCONJ cana-569 178 7 it it PRON cana-569 178 8 had have VERB cana-569 178 9 its its PRON cana-569 178 10 efficiency efficiency NOUN cana-569 178 11 decreases decrease NOUN cana-569 178 12 as as SCONJ cana-569 178 13 tasks task NOUN cana-569 178 14 became become VERB cana-569 178 15 more more ADV cana-569 178 16 complicated complicated ADJ cana-569 178 17 . . PUNCT cana-569 179 1 although although SCONJ cana-569 179 2 aco aco PROPN cana-569 179 3 and and CCONJ cana-569 179 4 pso pso NOUN cana-569 179 5 exhibits exhibit VERB cana-569 179 6 lower low ADJ cana-569 179 7 throughputs throughput NOUN cana-569 179 8 , , PUNCT cana-569 179 9 especially especially ADV cana-569 179 10 in in ADP cana-569 179 11 higher high ADJ cana-569 179 12 tasks task NOUN cana-569 179 13 , , PUNCT cana-569 179 14 which which PRON cana-569 179 15 indicates indicate VERB cana-569 179 16 that that SCONJ cana-569 179 17 the the DET cana-569 179 18 systems system NOUN cana-569 179 19 perform perform VERB cana-569 179 20 less less ADJ cana-569 179 21 communications communication NOUN cana-569 179 22 on on ADP cana-569 179 23 applied apply VERB cana-569 179 24 nonlinear nonlinear ADJ cana-569 179 25 analysis analysis NOUN cana-569 179 26 issn issn NOUN cana-569 179 27 : : PUNCT cana-569 179 28 1074 1074 NUM cana-569 179 29 - - PUNCT cana-569 179 30 133x 133x NUM cana-569 179 31 vol vol NOUN cana-569 179 32 31 31 NUM cana-569 179 33 no no NOUN cana-569 179 34 . . NOUN cana-569 179 35 2 2 NUM cana-569 179 36 ( ( PUNCT cana-569 179 37 2024 2024 NUM cana-569 179 38 ) ) PUNCT cana-569 179 39 309 309 NUM cana-569 179 40 https://internationalpubls.com https://internationalpubls.com X cana-569 179 41 efficient efficient ADJ cana-569 179 42 in in ADP cana-569 179 43 tough tough ADJ cana-569 179 44 situations situation NOUN cana-569 179 45 . . PUNCT cana-569 180 1 the the DET cana-569 180 2 plot plot NOUN cana-569 180 3 brings bring VERB cana-569 180 4 out out ADP cana-569 180 5 the the DET cana-569 180 6 multi multi ADJ cana-569 180 7 - - ADJ cana-569 180 8 tasking tasking ADJ cana-569 180 9 nature nature NOUN cana-569 180 10 of of ADP cana-569 180 11 gwo gwo PROPN cana-569 180 12 - - PROPN cana-569 180 13 csa csa PROPN cana-569 180 14 and and CCONJ cana-569 180 15 shows show VERB cana-569 180 16 its its PRON cana-569 180 17 better well ADJ cana-569 180 18 performance performance NOUN cana-569 180 19 in in ADP cana-569 180 20 handling handle VERB cana-569 180 21 the the DET cana-569 180 22 different different ADJ cana-569 180 23 workloads workload NOUN cana-569 180 24 as as ADV cana-569 180 25 well well ADV cana-569 180 26 as as ADP cana-569 180 27 the the DET cana-569 180 28 varying vary VERB cana-569 180 29 configurations configuration NOUN cana-569 180 30 of of ADP cana-569 180 31 vms vms PROPN cana-569 180 32 , , PUNCT cana-569 180 33 thus thus ADV cana-569 180 34 making make VERB cana-569 180 35 it it PRON cana-569 180 36 a a DET cana-569 180 37 possible possible ADJ cana-569 180 38 candidate candidate NOUN cana-569 180 39 to to PART cana-569 180 40 be be AUX cana-569 180 41 used use VERB cana-569 180 42 in in ADP cana-569 180 43 varied varied ADJ cana-569 180 44 types type NOUN cana-569 180 45 of of ADP cana-569 180 46 cloud cloud NOUN cana-569 180 47 computing computing NOUN cana-569 180 48 services service NOUN cana-569 180 49 . . PUNCT cana-569 181 1 5 5 X cana-569 181 2 . . X cana-569 181 3 conclusion conclusion NOUN cana-569 181 4 and and CCONJ cana-569 181 5 future future ADJ cana-569 181 6 scope scope NOUN cana-569 181 7 the the DET cana-569 181 8 study study NOUN cana-569 181 9 is be AUX cana-569 181 10 concentrated concentrate VERB cana-569 181 11 on on ADP cana-569 181 12 the the DET cana-569 181 13 performance performance NOUN cana-569 181 14 of of ADP cana-569 181 15 four four NUM cana-569 181 16 different different ADJ cana-569 181 17 task task NOUN cana-569 181 18 scheduling scheduling NOUN cana-569 181 19 algorithm algorithm PROPN cana-569 181 20 gwo gwo PROPN cana-569 181 21 - - PUNCT cana-569 181 22 csa csa PROPN cana-569 181 23 , , PUNCT cana-569 181 24 pso pso NOUN cana-569 181 25 - - PUNCT cana-569 181 26 alba alba PROPN cana-569 181 27 , , PUNCT cana-569 181 28 pso pso NOUN cana-569 181 29 and and CCONJ cana-569 181 30 acoin acoin VERB cana-569 181 31 cloud cloud NOUN cana-569 181 32 computing computing NOUN cana-569 181 33 environments environment NOUN cana-569 181 34 . . PUNCT cana-569 182 1 this this DET cana-569 182 2 assessment assessment NOUN cana-569 182 3 had have VERB cana-569 182 4 the the DET cana-569 182 5 makespan makespan NOUN cana-569 182 6 and and CCONJ cana-569 182 7 throughput throughput NOUN cana-569 182 8 as as ADP cana-569 182 9 the the DET cana-569 182 10 critical critical ADJ cana-569 182 11 metrics metric NOUN cana-569 182 12 and and CCONJ cana-569 182 13 these these PRON cana-569 182 14 were be AUX cana-569 182 15 tested test VERB cana-569 182 16 in in ADP cana-569 182 17 different different ADJ cana-569 182 18 scenarios scenario NOUN cana-569 182 19 with with ADP cana-569 182 20 the the DET cana-569 182 21 varying vary VERB cana-569 182 22 number number NOUN cana-569 182 23 of of ADP cana-569 182 24 tasks task NOUN cana-569 182 25 and and CCONJ cana-569 182 26 virtual virtual ADJ cana-569 182 27 machine machine NOUN cana-569 182 28 ( ( PUNCT cana-569 182 29 vm vm NOUN cana-569 182 30 ) ) PUNCT cana-569 182 31 configurations configuration NOUN cana-569 182 32 . . PUNCT cana-569 183 1 the the DET cana-569 183 2 results result NOUN cana-569 183 3 are be AUX cana-569 183 4 really really ADV cana-569 183 5 impressive impressive ADJ cana-569 183 6 and and CCONJ cana-569 183 7 unambiguous unambiguous ADJ cana-569 183 8 , , PUNCT cana-569 183 9 the the DET cana-569 183 10 algorithms algorithm NOUN cana-569 183 11 demonstrate demonstrate VERB cana-569 183 12 different different ADJ cana-569 183 13 abilities ability NOUN cana-569 183 14 . . PUNCT cana-569 184 1 gwo gwo PROPN cana-569 184 2 - - PUNCT cana-569 184 3 csa csa PROPN cana-569 184 4 was be AUX cana-569 184 5 the the DET cana-569 184 6 winning win VERB cana-569 184 7 algorithm algorithm NOUN cana-569 184 8 in in ADP cana-569 184 9 both both CCONJ cana-569 184 10 the the DET cana-569 184 11 makespan makespan NOUN cana-569 184 12 and and CCONJ cana-569 184 13 the the DET cana-569 184 14 throughput throughput NOUN cana-569 184 15 positions position NOUN cana-569 184 16 in in ADP cana-569 184 17 all all DET cana-569 184 18 the the DET cana-569 184 19 tested test VERB cana-569 184 20 scenarios scenario NOUN cana-569 184 21 . . PUNCT cana-569 185 1 repetitive repetitive ADJ cana-569 185 2 make make NOUN cana-569 185 3 - - PUNCT cana-569 185 4 span span NOUN cana-569 185 5 run run NOUN cana-569 185 6 and and CCONJ cana-569 185 7 the the DET cana-569 185 8 highest high ADJ cana-569 185 9 throughput throughput NOUN cana-569 185 10 of of ADP cana-569 185 11 the the DET cana-569 185 12 algorithm algorithm NOUN cana-569 185 13 makes make VERB cana-569 185 14 evident evident ADJ cana-569 185 15 its its PRON cana-569 185 16 scheduling scheduling NOUN cana-569 185 17 and and CCONJ cana-569 185 18 resource resource NOUN cana-569 185 19 management management NOUN cana-569 185 20 efficacy efficacy NOUN cana-569 185 21 . . PUNCT cana-569 186 1 this this DET cana-569 186 2 effectiveness effectiveness NOUN cana-569 186 3 applies apply VERB cana-569 186 4 as as ADV cana-569 186 5 well well ADV cana-569 186 6 not not PART cana-569 186 7 only only ADV cana-569 186 8 in in ADP cana-569 186 9 environments environment NOUN cana-569 186 10 with with ADP cana-569 186 11 moderate moderate ADJ cana-569 186 12 numbers number NOUN cana-569 186 13 of of ADP cana-569 186 14 vms vms PROPN cana-569 186 15 as as ADP cana-569 186 16 in in ADP cana-569 186 17 complex complex ADJ cana-569 186 18 environments environment NOUN cana-569 186 19 with with ADP cana-569 186 20 different different ADJ cana-569 186 21 vm vm PROPN cana-569 186 22 configurations configuration NOUN cana-569 186 23 and and CCONJ cana-569 186 24 varying vary VERB cana-569 186 25 workload workload NOUN cana-569 186 26 patterns pattern NOUN cana-569 186 27 . . PUNCT cana-569 187 1 it it PRON cana-569 187 2 is be AUX cana-569 187 3 noteworthy noteworthy ADJ cana-569 187 4 that that SCONJ cana-569 187 5 gwo gwo PROPN cana-569 187 6 - - PUNCT cana-569 187 7 csa csa PROPN cana-569 187 8 is be AUX cana-569 187 9 a a DET cana-569 187 10 perfect perfect ADJ cana-569 187 11 choice choice NOUN cana-569 187 12 for for ADP cana-569 187 13 cloud cloud NOUN cana-569 187 14 computing computing NOUN cana-569 187 15 platforms platform NOUN cana-569 187 16 where where SCONJ cana-569 187 17 task task NOUN cana-569 187 18 demands demand NOUN cana-569 187 19 and and CCONJ cana-569 187 20 resources resource NOUN cana-569 187 21 can can AUX cana-569 187 22 change change VERB cana-569 187 23 very very ADV cana-569 187 24 significantly.gpo significantly.gpo NOUN cana-569 187 25 - - PUNCT cana-569 187 26 alba alba PROPN cana-569 187 27 exhibited exhibit VERB cana-569 187 28 remarkable remarkable ADJ cana-569 187 29 capability capability NOUN cana-569 187 30 , , PUNCT cana-569 187 31 being be AUX cana-569 187 32 quite quite ADV cana-569 187 33 close close ADJ cana-569 187 34 to to AUX cana-569 187 35 gwo gwo PROPN cana-569 187 36 - - PUNCT cana-569 187 37 csa csa PROPN cana-569 187 38 in in ADP cana-569 187 39 many many ADJ cana-569 187 40 of of ADP cana-569 187 41 the the DET cana-569 187 42 tasks task NOUN cana-569 187 43 , , PUNCT cana-569 187 44 especially especially ADV cana-569 187 45 with with ADP cana-569 187 46 less less ADJ cana-569 187 47 number number NOUN cana-569 187 48 of of ADP cana-569 187 49 tasks task NOUN cana-569 187 50 . . PUNCT cana-569 188 1 nevertheless nevertheless ADV cana-569 188 2 , , PUNCT cana-569 188 3 its its PRON cana-569 188 4 efficiency efficiency NOUN cana-569 188 5 was be AUX cana-569 188 6 lower low ADJ cana-569 188 7 compared compare VERB cana-569 188 8 to to ADP cana-569 188 9 larger large ADJ cana-569 188 10 sets set NOUN cana-569 188 11 of of ADP cana-569 188 12 tasks task NOUN cana-569 188 13 , , PUNCT cana-569 188 14 and and CCONJ cana-569 188 15 it it PRON cana-569 188 16 seems seem VERB cana-569 188 17 that that SCONJ cana-569 188 18 it it PRON cana-569 188 19 has have VERB cana-569 188 20 some some DET cana-569 188 21 limitations limitation NOUN cana-569 188 22 in in ADP cana-569 188 23 handling handle VERB cana-569 188 24 a a DET cana-569 188 25 large large ADJ cana-569 188 26 volume volume NOUN cana-569 188 27 of of ADP cana-569 188 28 work.different work.different PROPN cana-569 188 29 from from ADP cana-569 188 30 pso pso NOUN cana-569 188 31 and and CCONJ cana-569 188 32 aco aco PROPN cana-569 188 33 algorithms algorithm NOUN cana-569 188 34 that that PRON cana-569 188 35 are be AUX cana-569 188 36 good good ADJ cana-569 188 37 enough enough ADV cana-569 188 38 for for ADP cana-569 188 39 smaller small ADJ cana-569 188 40 sizes size NOUN cana-569 188 41 task task NOUN cana-569 188 42 scenarios scenario NOUN cana-569 188 43 but but CCONJ cana-569 188 44 are be AUX cana-569 188 45 degraded degrade VERB cana-569 188 46 as as ADP cana-569 188 47 the the DET cana-569 188 48 number number NOUN cana-569 188 49 of of ADP cana-569 188 50 tasks task NOUN cana-569 188 51 and and CCONJ cana-569 188 52 vms vms NOUN cana-569 188 53 increase increase NOUN cana-569 188 54 . . PUNCT cana-569 189 1 they they PRON cana-569 189 2 face face VERB cana-569 189 3 the the DET cana-569 189 4 challenges challenge NOUN cana-569 189 5 of of ADP cana-569 189 6 keeping keep VERB cana-569 189 7 efficiency efficiency NOUN cana-569 189 8 while while SCONJ cana-569 189 9 handling handle VERB cana-569 189 10 high high ADJ cana-569 189 11 workloads workload NOUN cana-569 189 12 , , PUNCT cana-569 189 13 which which PRON cana-569 189 14 show show VERB cana-569 189 15 insufficient insufficient ADJ cana-569 189 16 scalability scalability NOUN cana-569 189 17 or or CCONJ cana-569 189 18 adaptability adaptability NOUN cana-569 189 19 in in ADP cana-569 189 20 upper upper ADJ cana-569 189 21 cloud cloud NOUN cana-569 189 22 systems.to systems.to PRON cana-569 189 23 sum sum VERB cana-569 189 24 it it PRON cana-569 189 25 up up ADP cana-569 189 26 , , PUNCT cana-569 189 27 this this DET cana-569 189 28 paper paper NOUN cana-569 189 29 stresses stress VERB cana-569 189 30 on on ADP cana-569 189 31 giving give VERB cana-569 189 32 due due ADJ cana-569 189 33 attention attention NOUN cana-569 189 34 while while SCONJ cana-569 189 35 choosing choose VERB cana-569 189 36 suitable suitable ADJ cana-569 189 37 task task NOUN cana-569 189 38 scheduling scheduling NOUN cana-569 189 39 algorithms algorithm NOUN cana-569 189 40 in in ADP cana-569 189 41 cloud cloud NOUN cana-569 189 42 computing computing NOUN cana-569 189 43 . . PUNCT cana-569 190 1 gwo gwo PROPN cana-569 190 2 - - PUNCT cana-569 190 3 csa csa PROPN cana-569 190 4 achieved achieve VERB cana-569 190 5 the the DET cana-569 190 6 status status NOUN cana-569 190 7 of of ADP cana-569 190 8 an an DET cana-569 190 9 extremely extremely ADV cana-569 190 10 efficient efficient ADJ cana-569 190 11 and and CCONJ cana-569 190 12 adaptive adaptive ADJ cana-569 190 13 algorithm algorithm NOUN cana-569 190 14 which which PRON cana-569 190 15 is be AUX cana-569 190 16 suitable suitable ADJ cana-569 190 17 for for ADP cana-569 190 18 diverse diverse ADJ cana-569 190 19 requirements requirement NOUN cana-569 190 20 of of ADP cana-569 190 21 cloud cloud NOUN cana-569 190 22 computing computing NOUN cana-569 190 23 . . PUNCT cana-569 191 1 this this PRON cana-569 191 2 offers offer VERB cana-569 191 3 the the DET cana-569 191 4 ability ability NOUN cana-569 191 5 to to PART cana-569 191 6 regulate regulate VERB cana-569 191 7 high high ADV cana-569 191 8 with with ADP cana-569 191 9 low low ADJ cana-569 191 10 when when SCONJ cana-569 191 11 the the DET cana-569 191 12 conditions condition NOUN cana-569 191 13 are be AUX cana-569 191 14 diverse diverse ADJ cana-569 191 15 ; ; PUNCT cana-569 191 16 and and CCONJ cana-569 191 17 hence hence ADV cana-569 191 18 , , PUNCT cana-569 191 19 becomes become VERB cana-569 191 20 a a DET cana-569 191 21 valuable valuable ADJ cana-569 191 22 tool tool NOUN cana-569 191 23 for for ADP cana-569 191 24 improving improve VERB cana-569 191 25 the the DET cana-569 191 26 use use NOUN cana-569 191 27 of of ADP cana-569 191 28 cloud cloud NOUN cana-569 191 29 computing compute VERB cana-569 191 30 resources resource NOUN cana-569 191 31 yielding yield VERB cana-569 191 32 better well ADJ cana-569 191 33 overall overall ADJ cana-569 191 34 performance performance NOUN cana-569 191 35 . . PUNCT cana-569 192 1 references reference NOUN cana-569 192 2 [ [ X cana-569 192 3 1 1 NUM cana-569 192 4 ] ] X cana-569 192 5 houssein houssein PROPN cana-569 192 6 , , PUNCT cana-569 192 7 e. e. PROPN cana-569 192 8 h. h. PROPN cana-569 192 9 , , PUNCT cana-569 192 10 et et PROPN cana-569 192 11 al al PROPN cana-569 192 12 . . PUNCT cana-569 193 1 " " PUNCT cana-569 193 2 task task NOUN cana-569 193 3 scheduling scheduling NOUN cana-569 193 4 in in ADP cana-569 193 5 cloud cloud NOUN cana-569 193 6 computing computing NOUN cana-569 193 7 based base VERB cana-569 193 8 on on ADP cana-569 193 9 meta meta NOUN cana-569 193 10 - - PUNCT cana-569 193 11 heuristics heuristic NOUN cana-569 193 12 : : PUNCT cana-569 193 13 review review NOUN cana-569 193 14 , , PUNCT cana-569 193 15 taxonomy taxonomy NOUN cana-569 193 16 , , PUNCT cana-569 193 17 open open ADJ cana-569 193 18 challenges challenge NOUN cana-569 193 19 , , PUNCT cana-569 193 20 and and CCONJ cana-569 193 21 future future ADJ cana-569 193 22 trends trend NOUN cana-569 193 23 . . PUNCT cana-569 193 24 " " PUNCT cana-569 194 1 swarm swarm NOUN cana-569 194 2 and and CCONJ cana-569 194 3 evolutionary evolutionary ADJ cana-569 194 4 computation computation NOUN cana-569 194 5 , , PUNCT cana-569 194 6 vol vol NOUN cana-569 194 7 . . PROPN cana-569 194 8 62 62 NUM cana-569 194 9 , , PUNCT cana-569 194 10 apr apr NOUN cana-569 194 11 . . PROPN cana-569 194 12 2021 2021 NUM cana-569 194 13 , , PUNCT cana-569 194 14 p. p. NOUN cana-569 194 15 100841 100841 NUM cana-569 194 16 . . PUNCT cana-569 195 1 sciencedirect sciencedirect PROPN cana-569 195 2 , , PUNCT cana-569 195 3 doi:10.1016 doi:10.1016 PROPN cana-569 195 4 / / SYM cana-569 195 5 j.swevo.2021.100841 j.swevo.2021.100841 PROPN cana-569 195 6 . . PUNCT cana-569 196 1 [ [ X cana-569 196 2 2 2 NUM cana-569 196 3 ] ] SYM cana-569 196 4 potluri potluri PROPN cana-569 196 5 , , PUNCT cana-569 196 6 s. s. PROPN cana-569 196 7 , , PUNCT cana-569 196 8 and and CCONJ cana-569 196 9 k. k. PROPN cana-569 196 10 s. s. PROPN cana-569 196 11 rao rao PROPN cana-569 196 12 . . PUNCT cana-569 197 1 " " PUNCT cana-569 197 2 optimization optimization NOUN cana-569 197 3 model model NOUN cana-569 197 4 for for ADP cana-569 197 5 qos qos PROPN cana-569 197 6 based base VERB cana-569 197 7 task task PROPN cana-569 197 8 scheduling scheduling NOUN cana-569 197 9 in in ADP cana-569 197 10 cloud cloud NOUN cana-569 197 11 computing computing NOUN cana-569 197 12 environment environment NOUN cana-569 197 13 . . PUNCT cana-569 197 14 " " PUNCT cana-569 198 1 indonesian indonesian ADJ cana-569 198 2 journal journal NOUN cana-569 198 3 of of ADP cana-569 198 4 electrical electrical ADJ cana-569 198 5 engineering engineering NOUN cana-569 198 6 and and CCONJ cana-569 198 7 computer computer NOUN cana-569 198 8 science science NOUN cana-569 198 9 , , PUNCT cana-569 198 10 vol vol NOUN cana-569 198 11 . . PROPN cana-569 198 12 18 18 NUM cana-569 198 13 , , PUNCT cana-569 198 14 no no INTJ cana-569 198 15 . . NOUN cana-569 198 16 2 2 NUM cana-569 198 17 , , PUNCT cana-569 198 18 may may AUX cana-569 198 19 2020 2020 NUM cana-569 198 20 , , PUNCT cana-569 198 21 pp pp ADV cana-569 198 22 . . PUNCT cana-569 199 1 1081 1081 NUM cana-569 199 2 - - SYM cana-569 199 3 1088 1088 NUM cana-569 199 4 . . PUNCT cana-569 200 1 ieee ieee PROPN cana-569 200 2 xplore xplore PROPN cana-569 200 3 , , PUNCT cana-569 200 4 doi:10.11591 doi:10.11591 NOUN cana-569 200 5 / / SYM cana-569 200 6 ijeecs.v18.i2.pp1081 ijeecs.v18.i2.pp1081 PROPN cana-569 200 7 - - NOUN cana-569 200 8 1088 1088 NUM cana-569 200 9 . . PUNCT cana-569 201 1 [ [ X cana-569 201 2 3 3 X cana-569 201 3 ] ] X cana-569 201 4 singh singh PROPN cana-569 201 5 , , PUNCT cana-569 201 6 h. h. PROPN cana-569 201 7 , , PUNCT cana-569 201 8 a. a. PROPN cana-569 201 9 bhasin bhasin PROPN cana-569 201 10 , , PUNCT cana-569 201 11 and and CCONJ cana-569 201 12 p. p. PROPN cana-569 201 13 kaveri kaveri PROPN cana-569 201 14 . . PUNCT cana-569 202 1 " " PUNCT cana-569 202 2 secure secure ADJ cana-569 202 3 : : PUNCT cana-569 202 4 efficient efficient ADJ cana-569 202 5 resource resource NOUN cana-569 202 6 scheduling scheduling NOUN cana-569 202 7 by by ADP cana-569 202 8 swarm swarm NOUN cana-569 202 9 in in ADP cana-569 202 10 cloud cloud NOUN cana-569 202 11 computing computing NOUN cana-569 202 12 . . PUNCT cana-569 202 13 " " PUNCT cana-569 203 1 journal journal NOUN cana-569 203 2 of of ADP cana-569 203 3 discrete discrete ADJ cana-569 203 4 mathematical mathematical ADJ cana-569 203 5 sciences sciences PROPN cana-569 203 6 & & CCONJ cana-569 203 7 cryptography cryptography NOUN cana-569 203 8 , , PUNCT cana-569 203 9 vol vol NOUN cana-569 203 10 . . PROPN cana-569 203 11 22 22 NUM cana-569 203 12 , , PUNCT cana-569 203 13 no no INTJ cana-569 203 14 . . NOUN cana-569 203 15 2 2 NUM cana-569 203 16 , , PUNCT cana-569 203 17 feb feb PROPN cana-569 203 18 . . PROPN cana-569 203 19 2019 2019 NUM cana-569 203 20 , , PUNCT cana-569 203 21 pp pp ADJ cana-569 203 22 . . PUNCT cana-569 204 1 127 127 NUM cana-569 204 2 - - SYM cana-569 204 3 137 137 NUM cana-569 204 4 . . PUNCT cana-569 205 1 taylor taylor PROPN cana-569 205 2 & & CCONJ cana-569 205 3 francis francis PROPN cana-569 205 4 online online PROPN cana-569 205 5 , , PUNCT cana-569 205 6 doi:10.1080/09720529.2019.1576334 doi:10.1080/09720529.2019.1576334 PROPN cana-569 205 7 . . PUNCT cana-569 205 8 communications communication NOUN cana-569 205 9 on on ADP cana-569 205 10 applied apply VERB cana-569 205 11 nonlinear nonlinear ADJ cana-569 205 12 analysis analysis NOUN cana-569 205 13 issn issn NOUN cana-569 205 14 : : PUNCT cana-569 205 15 1074 1074 NUM cana-569 205 16 - - PUNCT cana-569 205 17 133x 133x NUM cana-569 205 18 vol vol NOUN cana-569 205 19 31 31 NUM cana-569 205 20 no no NOUN cana-569 205 21 . . NOUN cana-569 205 22 2 2 NUM cana-569 205 23 ( ( PUNCT cana-569 205 24 2024 2024 NUM cana-569 205 25 ) ) PUNCT cana-569 206 1 310 310 NUM cana-569 206 2 https://internationalpubls.com https://internationalpubls.com X cana-569 207 1 [ [ X cana-569 207 2 4 4 NUM cana-569 207 3 ] ] PUNCT cana-569 207 4 abed abe VERB cana-569 207 5 - - PUNCT cana-569 207 6 alguni alguni PROPN cana-569 207 7 , , PUNCT cana-569 207 8 b. b. PROPN cana-569 207 9 h. h. PROPN cana-569 207 10 , , PUNCT cana-569 207 11 and and CCONJ cana-569 207 12 f. f. PROPN cana-569 207 13 alkhateeb alkhateeb PROPN cana-569 207 14 . . PUNCT cana-569 208 1 " " PUNCT cana-569 208 2 novel novel ADJ cana-569 208 3 selection selection NOUN cana-569 208 4 schemes scheme NOUN cana-569 208 5 for for ADP cana-569 208 6 cuckoo cuckoo NOUN cana-569 208 7 search search NOUN cana-569 208 8 . . PUNCT cana-569 208 9 " " PUNCT cana-569 209 1 arabian arabian ADJ cana-569 209 2 journal journal NOUN cana-569 209 3 for for ADP cana-569 209 4 science science NOUN cana-569 209 5 and and CCONJ cana-569 209 6 engineering engineering NOUN cana-569 209 7 , , PUNCT cana-569 209 8 vol vol NOUN cana-569 209 9 . . PROPN cana-569 209 10 42 42 NUM cana-569 209 11 , , PUNCT cana-569 209 12 no no INTJ cana-569 209 13 . . NOUN cana-569 209 14 8 8 NUM cana-569 209 15 , , PUNCT cana-569 209 16 aug aug PROPN cana-569 209 17 . . PROPN cana-569 209 18 2017 2017 NUM cana-569 209 19 , , PUNCT cana-569 209 20 pp pp ADJ cana-569 209 21 . . PUNCT cana-569 210 1 3635 3635 NUM cana-569 210 2 - - SYM cana-569 210 3 3654 3654 NUM cana-569 210 4 . . PUNCT cana-569 211 1 springerlink springerlink NOUN cana-569 211 2 , , PUNCT cana-569 211 3 doi:10.1007 doi:10.1007 NOUN cana-569 211 4 / / SYM cana-569 211 5 s13369 s13369 PROPN cana-569 211 6 - - PUNCT cana-569 211 7 017 017 NUM cana-569 211 8 - - PUNCT cana-569 211 9 2663 2663 NUM cana-569 211 10 - - SYM cana-569 211 11 3 3 NUM cana-569 211 12 . . PUNCT cana-569 212 1 [ [ X cana-569 212 2 5 5 NUM cana-569 212 3 ] ] X cana-569 212 4 zhou zhou PROPN cana-569 212 5 , , PUNCT cana-569 212 6 g. g. PROPN cana-569 212 7 , , PUNCT cana-569 212 8 w. w. PROPN cana-569 212 9 tian tian PROPN cana-569 212 10 , , PUNCT cana-569 212 11 and and CCONJ cana-569 212 12 r. r. PROPN cana-569 212 13 buyya buyya PROPN cana-569 212 14 . . PUNCT cana-569 213 1 " " PUNCT cana-569 213 2 deep deep ADJ cana-569 213 3 reinforcement reinforcement NOUN cana-569 213 4 learning learning NOUN cana-569 213 5 - - PUNCT cana-569 213 6 based base VERB cana-569 213 7 methods method NOUN cana-569 213 8 for for ADP cana-569 213 9 resource resource NOUN cana-569 213 10 scheduling scheduling NOUN cana-569 213 11 in in ADP cana-569 213 12 cloud cloud NOUN cana-569 213 13 computing computing NOUN cana-569 213 14 : : PUNCT cana-569 213 15 a a DET cana-569 213 16 review review NOUN cana-569 213 17 and and CCONJ cana-569 213 18 future future ADJ cana-569 213 19 directions direction NOUN cana-569 213 20 . . PUNCT cana-569 213 21 " " PUNCT cana-569 214 1 arxiv arxiv NOUN cana-569 214 2 , , PUNCT cana-569 214 3 9 9 NUM cana-569 214 4 may may PROPN cana-569 214 5 2021 2021 NUM cana-569 214 6 . . PUNCT cana-569 215 1 arxiv.org arxiv.org NOUN cana-569 215 2 , , PUNCT cana-569 215 3 http://arxiv.org/abs/2105.04086 http://arxiv.org/abs/2105.04086 PROPN cana-569 215 4 . . PUNCT cana-569 215 5 accessed access VERB cana-569 215 6 29 29 NUM cana-569 215 7 jul jul PROPN cana-569 215 8 . . PROPN cana-569 215 9 2022 2022 NUM cana-569 215 10 . . PUNCT cana-569 216 1 [ [ X cana-569 216 2 6 6 NUM cana-569 216 3 ] ] X cana-569 216 4 wang wang PROPN cana-569 216 5 , , PUNCT cana-569 216 6 y. y. PROPN cana-569 216 7 , , PUNCT cana-569 216 8 et et PROPN cana-569 216 9 al al PROPN cana-569 216 10 . . PUNCT cana-569 217 1 " " PUNCT cana-569 217 2 multi multi ADJ cana-569 217 3 - - ADJ cana-569 217 4 objective objective ADJ cana-569 217 5 workflow workflow NOUN cana-569 217 6 scheduling scheduling NOUN cana-569 217 7 with with ADP cana-569 217 8 deep deep ADJ cana-569 217 9 - - PUNCT cana-569 217 10 q q NOUN cana-569 217 11 - - PUNCT cana-569 217 12 network network NOUN cana-569 217 13 - - PUNCT cana-569 217 14 based base VERB cana-569 217 15 multi multi ADJ cana-569 217 16 - - ADJ cana-569 217 17 agent agent ADJ cana-569 217 18 reinforcement reinforcement NOUN cana-569 217 19 learning learning NOUN cana-569 217 20 . . PUNCT cana-569 217 21 " " PUNCT cana-569 218 1 ieee ieee NOUN cana-569 218 2 access access NOUN cana-569 218 3 , , PUNCT cana-569 218 4 vol vol NOUN cana-569 218 5 . . PROPN cana-569 218 6 7 7 NUM cana-569 218 7 , , PUNCT cana-569 218 8 2019 2019 NUM cana-569 218 9 , , PUNCT cana-569 218 10 pp pp ADJ cana-569 218 11 . . PUNCT cana-569 219 1 39974 39974 NUM cana-569 219 2 - - SYM cana-569 219 3 39982 39982 NUM cana-569 219 4 . . PUNCT cana-569 220 1 ieee ieee PROPN cana-569 220 2 xplore xplore PROPN cana-569 220 3 , , PUNCT cana-569 220 4 doi:10.1109 doi:10.1109 VERB cana-569 220 5 / / SYM cana-569 220 6 access.2019.2902846 access.2019.2902846 NOUN cana-569 220 7 . . PUNCT cana-569 221 1 [ [ X cana-569 221 2 7 7 NUM cana-569 221 3 ] ] X cana-569 221 4 bezdan bezdan PROPN cana-569 221 5 , , PUNCT cana-569 221 6 t. t. PROPN cana-569 221 7 , , PUNCT cana-569 221 8 et et PROPN cana-569 221 9 al al PROPN cana-569 221 10 . . PUNCT cana-569 222 1 " " PUNCT cana-569 222 2 multi multi ADJ cana-569 222 3 - - ADJ cana-569 222 4 objective objective ADJ cana-569 222 5 task task NOUN cana-569 222 6 scheduling scheduling NOUN cana-569 222 7 in in ADP cana-569 222 8 cloud cloud NOUN cana-569 222 9 computing compute VERB cana-569 222 10 environment environment NOUN cana-569 222 11 by by ADP cana-569 222 12 hybridized hybridized ADJ cana-569 222 13 bat bat NOUN cana-569 222 14 algorithm algorithm NOUN cana-569 222 15 . . PUNCT cana-569 222 16 " " PUNCT cana-569 223 1 journal journal NOUN cana-569 223 2 of of ADP cana-569 223 3 intelligent intelligent ADJ cana-569 223 4 & & CCONJ cana-569 223 5 fuzzy fuzzy ADJ cana-569 223 6 systems system NOUN cana-569 223 7 , , PUNCT cana-569 223 8 vol vol NOUN cana-569 223 9 . . PROPN cana-569 223 10 42 42 NUM cana-569 223 11 , , PUNCT cana-569 223 12 no no INTJ cana-569 223 13 . . NOUN cana-569 223 14 1 1 NUM cana-569 223 15 , , PUNCT cana-569 223 16 dec dec PROPN cana-569 223 17 . . PROPN cana-569 223 18 2021 2021 NUM cana-569 223 19 , , PUNCT cana-569 223 20 pp pp ADV cana-569 223 21 . . PUNCT cana-569 224 1 411 411 NUM cana-569 224 2 - - SYM cana-569 224 3 423 423 NUM cana-569 224 4 . . PUNCT cana-569 225 1 ios ios PROPN cana-569 225 2 press press NOUN cana-569 225 3 , , PUNCT cana-569 225 4 doi:10.3233 doi:10.3233 NOUN cana-569 225 5 / / SYM cana-569 225 6 jifs-219200 jifs-219200 NOUN cana-569 225 7 . . PUNCT cana-569 226 1 [ [ X cana-569 226 2 8 8 NUM cana-569 226 3 ] ] X cana-569 226 4 jena jena PROPN cana-569 226 5 , , PUNCT cana-569 226 6 r. r. PROPN cana-569 226 7 k. k. PROPN cana-569 227 1 " " PUNCT cana-569 227 2 task task NOUN cana-569 227 3 scheduling scheduling NOUN cana-569 227 4 in in ADP cana-569 227 5 cloud cloud ADJ cana-569 227 6 environment environment NOUN cana-569 227 7 : : PUNCT cana-569 227 8 a a DET cana-569 227 9 multi multi ADJ cana-569 227 10 - - ADJ cana-569 227 11 objective objective ADJ cana-569 227 12 abc abc PROPN cana-569 227 13 framework framework NOUN cana-569 227 14 . . PUNCT cana-569 227 15 " " PUNCT cana-569 228 1 journal journal NOUN cana-569 228 2 of of ADP cana-569 228 3 information information NOUN cana-569 228 4 and and CCONJ cana-569 228 5 optimization optimization NOUN cana-569 228 6 sciences science NOUN cana-569 228 7 , , PUNCT cana-569 228 8 vol vol NOUN cana-569 228 9 . . PROPN cana-569 229 1 38 38 NUM cana-569 229 2 , , PUNCT cana-569 229 3 no no INTJ cana-569 229 4 . . NOUN cana-569 229 5 1 1 NUM cana-569 229 6 , , PUNCT cana-569 229 7 jan jan PROPN cana-569 229 8 . . PROPN cana-569 229 9 2017 2017 NUM cana-569 229 10 , , PUNCT cana-569 229 11 pp pp ADJ cana-569 229 12 . . PUNCT cana-569 230 1 1 1 NUM cana-569 230 2 - - SYM cana-569 230 3 19 19 NUM cana-569 230 4 . . PUNCT cana-569 231 1 taylor taylor PROPN cana-569 231 2 & & CCONJ cana-569 231 3 francis francis PROPN cana-569 231 4 online online PROPN cana-569 231 5 , , PUNCT cana-569 231 6 doi:10.1080/02522667.2016.1250460 doi:10.1080/02522667.2016.1250460 PROPN cana-569 231 7 . . PUNCT cana-569 232 1 [ [ X cana-569 232 2 9 9 NUM cana-569 232 3 ] ] X cana-569 232 4 shalu shalu PROPN cana-569 232 5 , , PUNCT cana-569 232 6 and and CCONJ cana-569 232 7 d. d. PROPN cana-569 232 8 singh singh PROPN cana-569 232 9 . . PUNCT cana-569 233 1 " " PUNCT cana-569 233 2 artificial artificial ADJ cana-569 233 3 neural neural ADJ cana-569 233 4 network network NOUN cana-569 233 5 - - PUNCT cana-569 233 6 based base VERB cana-569 233 7 virtual virtual ADJ cana-569 233 8 machine machine NOUN cana-569 233 9 allocation allocation NOUN cana-569 233 10 in in ADP cana-569 233 11 cloud cloud NOUN cana-569 233 12 computing computing NOUN cana-569 233 13 . . PUNCT cana-569 233 14 " " PUNCT cana-569 234 1 journal journal NOUN cana-569 234 2 of of ADP cana-569 234 3 discrete discrete ADJ cana-569 234 4 mathematical mathematical ADJ cana-569 234 5 sciences sciences PROPN cana-569 234 6 & & CCONJ cana-569 234 7 cryptography cryptography NOUN cana-569 234 8 , , PUNCT cana-569 234 9 vol vol NOUN cana-569 234 10 . . PROPN cana-569 234 11 24 24 NUM cana-569 234 12 , , PUNCT cana-569 234 13 no no INTJ cana-569 234 14 . . NOUN cana-569 234 15 6 6 NUM cana-569 234 16 , , PUNCT cana-569 234 17 aug aug PROPN cana-569 234 18 . . PROPN cana-569 234 19 2021 2021 NUM cana-569 234 20 , , PUNCT cana-569 234 21 pp pp ADP cana-569 234 22 . . PUNCT cana-569 235 1 1739 1739 NUM cana-569 235 2 - - SYM cana-569 235 3 1750 1750 NUM cana-569 235 4 . . PUNCT cana-569 236 1 taylor taylor PROPN cana-569 236 2 & & CCONJ cana-569 236 3 francis francis PROPN cana-569 236 4 online online PROPN cana-569 236 5 , , PUNCT cana-569 236 6 doi:10.1080/09720529.2021.1878626 doi:10.1080/09720529.2021.1878626 PROPN cana-569 236 7 . . PUNCT cana-569 237 1 [ [ X cana-569 237 2 10 10 NUM cana-569 237 3 ] ] X cana-569 237 4 ahmad ahmad PROPN cana-569 237 5 , , PUNCT cana-569 237 6 o. o. INTJ cana-569 237 7 , , PUNCT cana-569 237 8 and and CCONJ cana-569 237 9 r. r. PROPN cana-569 237 10 z. z. PROPN cana-569 237 11 khan khan PROPN cana-569 237 12 . . PUNCT cana-569 238 1 " " PUNCT cana-569 238 2 pso pso NOUN cana-569 238 3 - - PUNCT cana-569 238 4 based base VERB cana-569 238 5 task task NOUN cana-569 238 6 scheduling scheduling NOUN cana-569 238 7 algorithm algorithm NOUN cana-569 238 8 using use VERB cana-569 238 9 adaptive adaptive ADJ cana-569 238 10 load load NOUN cana-569 238 11 balancing balance VERB cana-569 238 12 approach approach NOUN cana-569 238 13 for for ADP cana-569 238 14 cloud cloud NOUN cana-569 238 15 computing computing NOUN cana-569 238 16 environment environment NOUN cana-569 238 17 . . PUNCT cana-569 238 18 " " PUNCT cana-569 239 1 international international ADJ cana-569 239 2 journal journal NOUN cana-569 239 3 of of ADP cana-569 239 4 advanced advanced ADJ cana-569 239 5 computer computer NOUN cana-569 239 6 science science NOUN cana-569 239 7 and and CCONJ cana-569 239 8 applications application NOUN cana-569 239 9 ( ( PUNCT cana-569 239 10 ijacsa ijacsa VERB cana-569 239 11 ) ) PUNCT cana-569 239 12 , , PUNCT cana-569 239 13 vol vol NOUN cana-569 239 14 . . PROPN cana-569 239 15 8 8 NUM cana-569 239 16 , , PUNCT cana-569 239 17 no no INTJ cana-569 239 18 . . NOUN cana-569 239 19 11 11 NUM cana-569 239 20 , , PUNCT cana-569 239 21 2019 2019 NUM cana-569 239 22 , , PUNCT cana-569 239 23 p. p. NOUN cana-569 239 24 7 7 NUM cana-569 239 25 . . X cana-569 240 1 thesaiorg thesaiorg ADJ cana-569 240 2 , , PUNCT cana-569 240 3 http://thesai.org/publications/viewpaper?volume=8&issue=11&code=ijacsa&serialno=7 http://thesai.org/publications/viewpaper?volume=8&issue=11&code=ijacsa&serialno=7 NOUN cana-569 240 4 . . PUNCT cana-569 241 1 [ [ X cana-569 241 2 11 11 NUM cana-569 241 3 ] ] X cana-569 241 4 ska ska X cana-569 241 5 , , PUNCT cana-569 241 6 manish manish PROPN cana-569 241 7 kumar kumar PROPN cana-569 241 8 mukhija mukhija PROPN cana-569 241 9 , , PUNCT cana-569 241 10 and and CCONJ cana-569 241 11 pooja pooja PROPN cana-569 241 12 singh singh PROPN cana-569 241 13 " " PUNCT cana-569 241 14 a a DET cana-569 241 15 security security NOUN cana-569 241 16 approach approach NOUN cana-569 241 17 to to PART cana-569 241 18 manage manage VERB cana-569 241 19 a a DET cana-569 241 20 smart smart ADJ cana-569 241 21 city city NOUN cana-569 241 22 's 's PART cana-569 241 23 image image NOUN cana-569 241 24 data datum NOUN cana-569 241 25 on on ADP cana-569 241 26 cloud cloud NOUN cana-569 241 27 , , PUNCT cana-569 241 28 " " PUNCT cana-569 241 29 ai ai ADJ cana-569 241 30 - - ADJ cana-569 241 31 centric centric ADJ cana-569 241 32 smart smart ADJ cana-569 241 33 city city NOUN cana-569 241 34 ecosystems ecosystem NOUN cana-569 241 35 : : PUNCT cana-569 241 36 technologies technology NOUN cana-569 241 37 , , PUNCT cana-569 241 38 design design NOUN cana-569 241 39 and and CCONJ cana-569 241 40 implementation implementation NOUN cana-569 241 41 ( ( PUNCT cana-569 241 42 1st 1st ADJ cana-569 241 43 ed ed NOUN cana-569 241 44 . . PUNCT cana-569 241 45 ) ) PUNCT cana-569 241 46 , , PUNCT cana-569 241 47 pp pp ADP cana-569 241 48 : : PUNCT cana-569 241 49 68 68 NUM cana-569 241 50 - - SYM cana-569 241 51 82 82 NUM cana-569 241 52 , , PUNCT cana-569 241 53 ( ( PUNCT cana-569 241 54 2022 2022 NUM cana-569 241 55 ) ) PUNCT cana-569 241 56 . . PUNCT cana-569 242 1 crc crc PROPN cana-569 242 2 press press PROPN cana-569 242 3 . . PUNCT cana-569 243 1 https://doi.org/10.1201/9781003252542 https://doi.org/10.1201/9781003252542 ADV cana-569 243 2 . . PUNCT cana-569 244 1 [ [ X cana-569 244 2 12 12 NUM cana-569 244 3 ] ] X cana-569 244 4 ska ska NOUN cana-569 244 5 and and CCONJ cana-569 244 6 abha abha NOUN cana-569 244 7 jadaun jadaun ADJ cana-569 244 8 . . PUNCT cana-569 245 1 β€œ " PUNCT cana-569 245 2 design design NOUN cana-569 245 3 and and CCONJ cana-569 245 4 performance performance NOUN cana-569 245 5 assessment assessment NOUN cana-569 245 6 of of ADP cana-569 245 7 light light ADJ cana-569 245 8 weight weight NOUN cana-569 245 9 data data NOUN cana-569 245 10 security security NOUN cana-569 245 11 system system NOUN cana-569 245 12 for for ADP cana-569 245 13 secure secure ADJ cana-569 245 14 data datum NOUN cana-569 245 15 transmission transmission NOUN cana-569 245 16 in in ADP cana-569 245 17 iot iot NOUN cana-569 245 18 ” " PUNCT cana-569 245 19 , , PUNCT cana-569 245 20 journal journal NOUN cana-569 245 21 of of ADP cana-569 245 22 network network NOUN cana-569 245 23 security security NOUN cana-569 245 24 , , PUNCT cana-569 245 25 2021 2021 NUM cana-569 245 26 , , PUNCT cana-569 245 27 vol-9 vol-9 X cana-569 245 28 , , PUNCT cana-569 245 29 issue-1 issue-1 X cana-569 245 30 , , PUNCT cana-569 245 31 pp pp PRON cana-569 245 32 : : PUNCT cana-569 245 33 29 29 NUM cana-569 245 34 - - SYM cana-569 245 35 41 41 NUM cana-569 245 36 . . PUNCT cana-569 246 1 [ [ X cana-569 246 2 13 13 NUM cana-569 246 3 ] ] PUNCT cana-569 246 4 pratiksha pratiksha PROPN cana-569 246 5 mishra mishra PROPN cana-569 246 6 and and CCONJ cana-569 246 7 ska ska PROPN cana-569 246 8 . . PUNCT cana-569 246 9 β€œ " PUNCT cana-569 246 10 design design NOUN cana-569 246 11 & & CCONJ cana-569 246 12 performance performance NOUN cana-569 246 13 assessment assessment NOUN cana-569 246 14 of of ADP cana-569 246 15 energy energy NOUN cana-569 246 16 efficient efficient ADJ cana-569 246 17 routing routing NOUN cana-569 246 18 protocol protocol NOUN cana-569 246 19 using use VERB cana-569 246 20 improved improved ADJ cana-569 246 21 leach leach NOUN cana-569 246 22 ” " PUNCT cana-569 246 23 , , PUNCT cana-569 246 24 international international ADJ cana-569 246 25 journal journal NOUN cana-569 246 26 of of ADP cana-569 246 27 wireless wireless ADJ cana-569 246 28 network network NOUN cana-569 246 29 security security NOUN cana-569 246 30 , , PUNCT cana-569 246 31 2021 2021 NUM cana-569 246 32 , , PUNCT cana-569 246 33 vol-7 vol-7 ADV cana-569 246 34 , , PUNCT cana-569 246 35 issue-1 issue-1 X cana-569 246 36 , , PUNCT cana-569 246 37 pp pp X cana-569 246 38 : : PUNCT cana-569 246 39 17 17 NUM cana-569 246 40 - - SYM cana-569 246 41 33 33 NUM cana-569 246 42 . . PUNCT cana-569 247 1 [ [ X cana-569 247 2 14 14 NUM cana-569 247 3 ] ] X cana-569 247 4 rajput rajput PROPN cana-569 247 5 , , PUNCT cana-569 247 6 b. b. PROPN cana-569 247 7 s. s. PROPN cana-569 247 8 . . PUNCT cana-569 247 9 ; ; PUNCT cana-569 247 10 gangele gangele PROPN cana-569 247 11 , , PUNCT cana-569 247 12 a. a. NOUN cana-569 247 13 . . PUNCT cana-569 247 14 ; ; PUNCT cana-569 247 15 s. s. PROPN cana-569 247 16 k. k. PROPN cana-569 247 17 . . PUNCT cana-569 248 1 numerical numerical PROPN cana-569 248 2 simulation simulation PROPN cana-569 248 3 and and CCONJ cana-569 248 4 assessment assessment NOUN cana-569 248 5 of of ADP cana-569 248 6 meta meta ADJ cana-569 248 7 heuristic heuristic ADJ cana-569 248 8 optimization optimization NOUN cana-569 248 9 based base VERB cana-569 248 10 multi multi PROPN cana-569 248 11 objective objective ADJ cana-569 248 12 dynamic dynamic ADJ cana-569 248 13 job job NOUN cana-569 248 14 shop shop NOUN cana-569 248 15 scheduling scheduling NOUN cana-569 248 16 system system NOUN cana-569 248 17 . . PUNCT cana-569 249 1 ijfrcsce ijfrcsce VERB cana-569 249 2 2022 2022 NUM cana-569 249 3 , , PUNCT cana-569 249 4 8 8 NUM cana-569 249 5 , , PUNCT cana-569 249 6 92 92 NUM cana-569 249 7 - - SYM cana-569 249 8 98 98 NUM cana-569 249 9 . . PUNCT cana-569 250 1 [ [ X cana-569 250 2 15 15 NUM cana-569 250 3 ] ] X cana-569 250 4 khandelwal khandelwal PROPN cana-569 250 5 , , PUNCT cana-569 250 6 r. r. PROPN cana-569 250 7 , , PUNCT cana-569 250 8 mukhija mukhija NOUN cana-569 250 9 , , PUNCT cana-569 250 10 m.k m.k PROPN cana-569 250 11 . . PROPN cana-569 250 12 and and CCONJ cana-569 250 13 s.k s.k PROPN cana-569 250 14 . . PROPN cana-569 250 15 , , PUNCT cana-569 250 16 2021 2021 NUM cana-569 250 17 . . PUNCT cana-569 251 1 numerical numerical PROPN cana-569 251 2 simulation simulation PROPN cana-569 251 3 and and CCONJ cana-569 251 4 performance performance NOUN cana-569 251 5 assessment assessment NOUN cana-569 251 6 of of ADP cana-569 251 7 improved improve VERB cana-569 251 8 particle particle NOUN cana-569 251 9 swarm swarm NOUN cana-569 251 10 optimization optimization NOUN cana-569 251 11 based base VERB cana-569 251 12 request request NOUN cana-569 251 13 scheduling scheduling NOUN cana-569 251 14 in in ADP cana-569 251 15 edge edge NOUN cana-569 251 16 computing computing NOUN cana-569 251 17 for for ADP cana-569 251 18 iot iot NOUN cana-569 251 19 applications application NOUN cana-569 251 20 . . PUNCT cana-569 252 1 new new ADJ cana-569 252 2 arch arch ADJ cana-569 252 3 - - PUNCT cana-569 252 4 international international ADJ cana-569 252 5 journal journal NOUN cana-569 252 6 of of ADP cana-569 252 7 contemporary contemporary ADJ cana-569 252 8 architecture architecture NOUN cana-569 252 9 , , PUNCT cana-569 252 10 8(2 8(2 NUM cana-569 252 11 ) ) PUNCT cana-569 252 12 , , PUNCT cana-569 252 13 pp.155 pp.155 PROPN cana-569 252 14 - - X cana-569 252 15 169 169 NUM cana-569 252 16 . . PUNCT cana-569 253 1 [ [ X cana-569 253 2 16 16 NUM cana-569 253 3 ] ] X cana-569 253 4 s.k s.k PROPN cana-569 253 5 . . PROPN cana-569 253 6 and and CCONJ cana-569 253 7 kumar kumar PROPN cana-569 253 8 , , PUNCT cana-569 253 9 a. a. NOUN cana-569 253 10 , , PUNCT cana-569 253 11 2018 2018 NUM cana-569 253 12 . . PUNCT cana-569 254 1 implementation implementation NOUN cana-569 254 2 of of ADP cana-569 254 3 new new ADJ cana-569 254 4 cryptographic cryptographic ADJ cana-569 254 5 encryption encryption NOUN cana-569 254 6 approach approach NOUN cana-569 254 7 for for ADP cana-569 254 8 trust trust NOUN cana-569 254 9 as as ADP cana-569 254 10 & & CCONJ cana-569 254 11 service service PROPN cana-569 254 12 ( ( PUNCT cana-569 254 13 taas taas NOUN cana-569 254 14 ) ) PUNCT cana-569 254 15 in in ADP cana-569 254 16 cloud cloud NOUN cana-569 254 17 environment environment NOUN cana-569 254 18 . . PUNCT cana-569 255 1 international international ADJ cana-569 255 2 journal journal PROPN cana-569 255 3 of of ADP cana-569 255 4 computers computer NOUN cana-569 255 5 and and CCONJ cana-569 255 6 applications application NOUN cana-569 255 7 , , PUNCT cana-569 255 8 4(8 4(8 NUM cana-569 255 9 ) ) PUNCT cana-569 255 10 , , PUNCT cana-569 255 11 pp.2250 pp.2250 PROPN cana-569 255 12 - - PUNCT cana-569 255 13 1797 1797 NUM cana-569 255 14 . . PUNCT cana-569 256 1 [ [ X cana-569 256 2 17 17 NUM cana-569 256 3 ] ] X cana-569 256 4 bhatt bhatt NOUN cana-569 256 5 , , PUNCT cana-569 256 6 v. v. PROPN cana-569 256 7 , , PUNCT cana-569 256 8 diwan diwan PROPN cana-569 256 9 , , PUNCT cana-569 256 10 h.s h.s PROPN cana-569 256 11 . . PROPN cana-569 256 12 , , PUNCT cana-569 256 13 s.k s.k PROPN cana-569 256 14 . . PROPN cana-569 256 15 and and CCONJ cana-569 256 16 saini saini PROPN cana-569 256 17 , , PUNCT cana-569 256 18 y. y. NOUN cana-569 256 19 , , PUNCT cana-569 256 20 2021 2021 NUM cana-569 256 21 . . PUNCT cana-569 257 1 empowering empower VERB cana-569 257 2 ml ml ADP cana-569 257 3 work work NOUN cana-569 257 4 - - PUNCT cana-569 257 5 flow flow NOUN cana-569 257 6 with with ADP cana-569 257 7 devops devop NOUN cana-569 257 8 within within ADP cana-569 257 9 micro micro ADJ cana-569 257 10 service service NOUN cana-569 257 11 architecture architecture NOUN cana-569 257 12 and and CCONJ cana-569 257 13 deploying deploy VERB cana-569 257 14 a a DET cana-569 257 15 hybrid hybrid NOUN cana-569 257 16 - - PUNCT cana-569 257 17 multi multi NOUN cana-569 257 18 cloud cloud NOUN cana-569 257 19 , , PUNCT cana-569 257 20 maintaining maintain VERB cana-569 257 21 ci ci NOUN cana-569 257 22 / / SYM cana-569 257 23 cd cd NOUN cana-569 257 24 pipeline pipeline NOUN cana-569 257 25 : : PUNCT cana-569 257 26 an an DET cana-569 257 27 open open ADJ cana-569 257 28 shift shift NOUN cana-569 257 29 orchestration orchestration NOUN cana-569 257 30 of of ADP cana-569 257 31 ml ml NOUN cana-569 257 32 - - PUNCT cana-569 257 33 ops op NOUN cana-569 257 34 . . PUNCT cana-569 258 1 new new ADJ cana-569 258 2 arch arch ADJ cana-569 258 3 - - PUNCT cana-569 258 4 international international ADJ cana-569 258 5 journal journal NOUN cana-569 258 6 of of ADP cana-569 258 7 contemporary contemporary ADJ cana-569 258 8 architecture architecture NOUN cana-569 258 9 , , PUNCT cana-569 258 10 8(2 8(2 NUM cana-569 258 11 ) ) PUNCT cana-569 258 12 , , PUNCT cana-569 258 13 pp.147 pp.147 NOUN cana-569 258 14 - - PUNCT cana-569 258 15 154 154 NUM cana-569 258 16 . . PUNCT cana-569 259 1 http://thesai.org/publications/viewpaper?volume=8&issue=11&code=ijacsa&serialno=7 http://thesai.org/publications/viewpaper?volume=8&issue=11&code=ijacsa&serialno=7 NOUN cana-569 259 2 https://doi.org/10.1201/9781003252542 https://doi.org/10.1201/9781003252542 NOUN cana-569 259 3 https://computers.journalspub.info/index.php?journal=jwns&page=article&op=view&path%5b%5d=672 https://computers.journalspub.info/index.php?journal=jwns&page=article&op=view&path%5b%5d=672 X cana-569 259 4 https://computers.journalspub.info/index.php?journal=jwns&page=article&op=view&path%5b%5d=672 https://computers.journalspub.info/index.php?journal=jwns&page=article&op=view&path%5b%5d=672 X