id sid tid token lemma pos fbem-27258 1 1 frontiers frontier NOUN fbem-27258 1 2 in in ADP fbem-27258 1 3 business business NOUN fbem-27258 1 4 , , PUNCT fbem-27258 1 5 economics economic NOUN fbem-27258 1 6 and and CCONJ fbem-27258 1 7 management management NOUN fbem-27258 1 8 issn issn PROPN fbem-27258 1 9 : : PUNCT fbem-27258 1 10 2766 2766 NUM fbem-27258 1 11 - - PUNCT fbem-27258 1 12 824x 824x NUM fbem-27258 1 13 | | ADJ fbem-27258 1 14 vol vol NOUN fbem-27258 1 15 . . PROPN fbem-27258 1 16 17 17 NUM fbem-27258 1 17 , , PUNCT fbem-27258 1 18 no no INTJ fbem-27258 1 19 . . NOUN fbem-27258 1 20 2 2 NUM fbem-27258 1 21 , , PUNCT fbem-27258 1 22 2024 2024 NUM fbem-27258 1 23 50 50 NUM fbem-27258 1 24 programming programming NOUN fbem-27258 1 25 model model NOUN fbem-27258 1 26 for for ADP fbem-27258 1 27 enterprise enterprise NOUN fbem-27258 1 28 multi multi ADJ fbem-27258 1 29 - - ADJ fbem-27258 1 30 process process ADJ fbem-27258 1 31 decision decision NOUN fbem-27258 1 32 optimization optimization NOUN fbem-27258 1 33 zhenghao zhenghao PROPN fbem-27258 1 34 wang wang PROPN fbem-27258 2 1 * * PUNCT fbem-27258 2 2 school school PROPN fbem-27258 2 3 of of ADP fbem-27258 2 4 physics physics NOUN fbem-27258 2 5 optoelectronic optoelectronic ADJ fbem-27258 2 6 engineering engineering NOUN fbem-27258 2 7 , , PUNCT fbem-27258 2 8 guangdong guangdong PROPN fbem-27258 2 9 university university PROPN fbem-27258 2 10 of of ADP fbem-27258 2 11 technology technology PROPN fbem-27258 2 12 , , PUNCT fbem-27258 2 13 guang guang PROPN fbem-27258 2 14 dong dong PROPN fbem-27258 2 15 , , PUNCT fbem-27258 2 16 510006 510006 NUM fbem-27258 2 17 china china X fbem-27258 2 18 * * PUNCT fbem-27258 2 19 corresponding correspond VERB fbem-27258 2 20 author author NOUN fbem-27258 2 21 : : PUNCT fbem-27258 2 22 13609750592@163.com 13609750592@163.com NUM fbem-27258 2 23 abstract abstract NOUN fbem-27258 2 24 : : PUNCT fbem-27258 2 25 this this DET fbem-27258 2 26 paper paper NOUN fbem-27258 2 27 addresses address VERB fbem-27258 2 28 critical critical ADJ fbem-27258 2 29 decision decision NOUN fbem-27258 2 30 - - PUNCT fbem-27258 2 31 making make VERB fbem-27258 2 32 challenges challenge NOUN fbem-27258 2 33 faced face VERB fbem-27258 2 34 by by ADP fbem-27258 2 35 enterprises enterprise NOUN fbem-27258 2 36 during during ADP fbem-27258 2 37 the the DET fbem-27258 2 38 production production NOUN fbem-27258 2 39 process process NOUN fbem-27258 2 40 , , PUNCT fbem-27258 2 41 particularly particularly ADV fbem-27258 2 42 focusing focus VERB fbem-27258 2 43 on on ADP fbem-27258 2 44 efficient efficient ADJ fbem-27258 2 45 quality quality NOUN fbem-27258 2 46 inspection inspection NOUN fbem-27258 2 47 , , PUNCT fbem-27258 2 48 inspection inspection NOUN fbem-27258 2 49 and and CCONJ fbem-27258 2 50 disassembly disassembly NOUN fbem-27258 2 51 decisions decision NOUN fbem-27258 2 52 , , PUNCT fbem-27258 2 53 defective defective ADJ fbem-27258 2 54 rate rate NOUN fbem-27258 2 55 control control NOUN fbem-27258 2 56 , , PUNCT fbem-27258 2 57 and and CCONJ fbem-27258 2 58 cost cost NOUN fbem-27258 2 59 minimization minimization NOUN fbem-27258 2 60 . . PUNCT fbem-27258 3 1 in in ADP fbem-27258 3 2 the the DET fbem-27258 3 3 current current ADJ fbem-27258 3 4 dynamic dynamic ADJ fbem-27258 3 5 market market NOUN fbem-27258 3 6 environment environment NOUN fbem-27258 3 7 , , PUNCT fbem-27258 3 8 existing exist VERB fbem-27258 3 9 algorithms algorithm NOUN fbem-27258 3 10 demonstrate demonstrate VERB fbem-27258 3 11 insufficient insufficient ADJ fbem-27258 3 12 adaptability adaptability NOUN fbem-27258 3 13 , , PUNCT fbem-27258 3 14 hindering hinder VERB fbem-27258 3 15 their their PRON fbem-27258 3 16 effectiveness effectiveness NOUN fbem-27258 3 17 in in ADP fbem-27258 3 18 addressing address VERB fbem-27258 3 19 complex complex ADJ fbem-27258 3 20 production production NOUN fbem-27258 3 21 scenarios scenario NOUN fbem-27258 3 22 . . PUNCT fbem-27258 4 1 to to PART fbem-27258 4 2 overcome overcome VERB fbem-27258 4 3 these these DET fbem-27258 4 4 limitations limitation NOUN fbem-27258 4 5 , , PUNCT fbem-27258 4 6 we we PRON fbem-27258 4 7 propose propose VERB fbem-27258 4 8 a a DET fbem-27258 4 9 novel novel ADJ fbem-27258 4 10 genetic genetic ADJ fbem-27258 4 11 algorithm algorithm NOUN fbem-27258 4 12 that that PRON fbem-27258 4 13 incorporates incorporate VERB fbem-27258 4 14 dynamic dynamic ADJ fbem-27258 4 15 change change NOUN fbem-27258 4 16 adjustment adjustment NOUN fbem-27258 4 17 through through ADP fbem-27258 4 18 a a DET fbem-27258 4 19 0 0 NUM fbem-27258 4 20 - - SYM fbem-27258 4 21 1 1 NUM fbem-27258 4 22 programming programming NOUN fbem-27258 4 23 model model NOUN fbem-27258 4 24 . . PUNCT fbem-27258 5 1 this this DET fbem-27258 5 2 approach approach NOUN fbem-27258 5 3 enhances enhance VERB fbem-27258 5 4 the the DET fbem-27258 5 5 algorithm algorithm NOUN fbem-27258 5 6 's 's PART fbem-27258 5 7 flexibility flexibility NOUN fbem-27258 5 8 , , PUNCT fbem-27258 5 9 enabling enable VERB fbem-27258 5 10 enterprises enterprise NOUN fbem-27258 5 11 to to PART fbem-27258 5 12 develop develop VERB fbem-27258 5 13 scientifically scientifically ADV fbem-27258 5 14 sound sound ADJ fbem-27258 5 15 and and CCONJ fbem-27258 5 16 rational rational ADJ fbem-27258 5 17 production production NOUN fbem-27258 5 18 decision decision NOUN fbem-27258 5 19 schemes scheme NOUN fbem-27258 5 20 tailored tailor VERB fbem-27258 5 21 to to ADP fbem-27258 5 22 varying vary VERB fbem-27258 5 23 market market NOUN fbem-27258 5 24 conditions condition NOUN fbem-27258 5 25 . . PUNCT fbem-27258 6 1 our our PRON fbem-27258 6 2 empirical empirical ADJ fbem-27258 6 3 analysis analysis NOUN fbem-27258 6 4 reveals reveal VERB fbem-27258 6 5 that that SCONJ fbem-27258 6 6 the the DET fbem-27258 6 7 average average ADJ fbem-27258 6 8 production production NOUN fbem-27258 6 9 cost cost NOUN fbem-27258 6 10 for for ADP fbem-27258 6 11 enterprises enterprise NOUN fbem-27258 6 12 utilizing utilize VERB fbem-27258 6 13 this this DET fbem-27258 6 14 method method NOUN fbem-27258 6 15 is be AUX fbem-27258 6 16 32.7 32.7 NUM fbem-27258 6 17 , , PUNCT fbem-27258 6 18 indicating indicate VERB fbem-27258 6 19 significant significant ADJ fbem-27258 6 20 potential potential NOUN fbem-27258 6 21 for for ADP fbem-27258 6 22 cost cost NOUN fbem-27258 6 23 reduction reduction NOUN fbem-27258 6 24 while while SCONJ fbem-27258 6 25 maintaining maintain VERB fbem-27258 6 26 product product NOUN fbem-27258 6 27 quality quality NOUN fbem-27258 6 28 . . PUNCT fbem-27258 7 1 the the DET fbem-27258 7 2 findings finding NOUN fbem-27258 7 3 contribute contribute VERB fbem-27258 7 4 to to ADP fbem-27258 7 5 th th NUM fbem-27258 7 6 e e VERB fbem-27258 7 7 existing exist VERB fbem-27258 7 8 literature literature NOUN fbem-27258 7 9 by by ADP fbem-27258 7 10 providing provide VERB fbem-27258 7 11 a a DET fbem-27258 7 12 robust robust ADJ fbem-27258 7 13 theoretical theoretical ADJ fbem-27258 7 14 framework framework NOUN fbem-27258 7 15 that that PRON fbem-27258 7 16 underscores underscore VERB fbem-27258 7 17 the the DET fbem-27258 7 18 importance importance NOUN fbem-27258 7 19 of of ADP fbem-27258 7 20 adaptive adaptive ADJ fbem-27258 7 21 algorithms algorithm NOUN fbem-27258 7 22 in in ADP fbem-27258 7 23 improving improve VERB fbem-27258 7 24 production production NOUN fbem-27258 7 25 efficiency efficiency NOUN fbem-27258 7 26 and and CCONJ fbem-27258 7 27 decision decision NOUN fbem-27258 7 28 - - PUNCT fbem-27258 7 29 making make VERB fbem-27258 7 30 processes process NOUN fbem-27258 7 31 in in ADP fbem-27258 7 32 an an DET fbem-27258 7 33 ever ever ADV fbem-27258 7 34 - - PUNCT fbem-27258 7 35 evolving evolve VERB fbem-27258 7 36 market market NOUN fbem-27258 7 37 landscape landscape NOUN fbem-27258 7 38 . . PUNCT fbem-27258 8 1 keywords keyword NOUN fbem-27258 8 2 : : PUNCT fbem-27258 8 3 0 0 NUM fbem-27258 8 4 - - SYM fbem-27258 8 5 1 1 NUM fbem-27258 8 6 planning planning NOUN fbem-27258 8 7 model model NOUN fbem-27258 8 8 , , PUNCT fbem-27258 8 9 genetic genetic ADJ fbem-27258 8 10 algorithm algorithm NOUN fbem-27258 8 11 , , PUNCT fbem-27258 8 12 optimal optimal ADJ fbem-27258 8 13 strategy strategy NOUN fbem-27258 8 14 . . PUNCT fbem-27258 9 1 1 1 X fbem-27258 9 2 . . X fbem-27258 9 3 introduction introduction NOUN fbem-27258 9 4 enterprise enterprise NOUN fbem-27258 9 5 production production NOUN fbem-27258 9 6 resource resource NOUN fbem-27258 9 7 scheduling scheduling NOUN fbem-27258 9 8 and and CCONJ fbem-27258 9 9 allocation allocation NOUN fbem-27258 9 10 is be AUX fbem-27258 9 11 a a DET fbem-27258 9 12 variant variant NOUN fbem-27258 9 13 of of ADP fbem-27258 9 14 project project NOUN fbem-27258 9 15 scheduling scheduling NOUN fbem-27258 9 16 problem problem NOUN fbem-27258 9 17 under under ADP fbem-27258 9 18 resource resource NOUN fbem-27258 9 19 constraints constraint NOUN fbem-27258 9 20 ( ( PUNCT fbem-27258 9 21 rcpsp rcpsp NOUN fbem-27258 9 22 ) ) PUNCT fbem-27258 9 23 . . PUNCT fbem-27258 10 1 under under ADP fbem-27258 10 2 the the DET fbem-27258 10 3 premise premise NOUN fbem-27258 10 4 of of ADP fbem-27258 10 5 scarce scarce ADJ fbem-27258 10 6 production production NOUN fbem-27258 10 7 resources resource NOUN fbem-27258 10 8 , , PUNCT fbem-27258 10 9 how how SCONJ fbem-27258 10 10 to to PART fbem-27258 10 11 optimize optimize VERB fbem-27258 10 12 the the DET fbem-27258 10 13 allocation allocation NOUN fbem-27258 10 14 of of ADP fbem-27258 10 15 production production NOUN fbem-27258 10 16 resources resource NOUN fbem-27258 10 17 and and CCONJ fbem-27258 10 18 scheduling scheduling NOUN fbem-27258 10 19 schemes scheme NOUN fbem-27258 10 20 under under ADP fbem-27258 10 21 various various ADJ fbem-27258 10 22 production production NOUN fbem-27258 10 23 tasks task NOUN fbem-27258 10 24 to to PART fbem-27258 10 25 ensure ensure VERB fbem-27258 10 26 full full ADJ fbem-27258 10 27 capacity capacity NOUN fbem-27258 10 28 to to PART fbem-27258 10 29 complete complete VERB fbem-27258 10 30 various various ADJ fbem-27258 10 31 production production NOUN fbem-27258 10 32 tasks task NOUN fbem-27258 10 33 is be AUX fbem-27258 10 34 the the DET fbem-27258 10 35 main main ADJ fbem-27258 10 36 content content NOUN fbem-27258 10 37 of of ADP fbem-27258 10 38 this this DET fbem-27258 10 39 optimization optimization NOUN fbem-27258 10 40 problem problem NOUN fbem-27258 10 41 [ [ X fbem-27258 10 42 1 1 NUM fbem-27258 10 43 ] ] PUNCT fbem-27258 10 44 . . PUNCT fbem-27258 11 1 at at ADP fbem-27258 11 2 the the DET fbem-27258 11 3 same same ADJ fbem-27258 11 4 time time NOUN fbem-27258 11 5 , , PUNCT fbem-27258 11 6 the the DET fbem-27258 11 7 production production NOUN fbem-27258 11 8 scheduling scheduling NOUN fbem-27258 11 9 of of ADP fbem-27258 11 10 enterprises enterprise NOUN fbem-27258 11 11 is be AUX fbem-27258 11 12 constrained constrain VERB fbem-27258 11 13 by by ADP fbem-27258 11 14 many many ADJ fbem-27258 11 15 conditions condition NOUN fbem-27258 11 16 , , PUNCT fbem-27258 11 17 such such ADJ fbem-27258 11 18 as as ADP fbem-27258 11 19 whether whether SCONJ fbem-27258 11 20 parts part NOUN fbem-27258 11 21 are be AUX fbem-27258 11 22 checked check VERB fbem-27258 11 23 , , PUNCT fbem-27258 11 24 whether whether SCONJ fbem-27258 11 25 finished finish VERB fbem-27258 11 26 products product NOUN fbem-27258 11 27 are be AUX fbem-27258 11 28 tested test VERB fbem-27258 11 29 , , PUNCT fbem-27258 11 30 and and CCONJ fbem-27258 11 31 whether whether SCONJ fbem-27258 11 32 unqualified unqualified ADJ fbem-27258 11 33 finished finished ADJ fbem-27258 11 34 products product NOUN fbem-27258 11 35 are be AUX fbem-27258 11 36 disassembled disassemble VERB fbem-27258 11 37 . . PUNCT fbem-27258 12 1 due due ADP fbem-27258 12 2 to to ADP fbem-27258 12 3 the the DET fbem-27258 12 4 above above ADJ fbem-27258 12 5 constraints constraint NOUN fbem-27258 12 6 , , PUNCT fbem-27258 12 7 it it PRON fbem-27258 12 8 is be AUX fbem-27258 12 9 difficult difficult ADJ fbem-27258 12 10 to to PART fbem-27258 12 11 solve solve VERB fbem-27258 12 12 the the DET fbem-27258 12 13 production production NOUN fbem-27258 12 14 scheduling scheduling NOUN fbem-27258 12 15 problem problem NOUN fbem-27258 12 16 of of ADP fbem-27258 12 17 enterprises enterprise NOUN fbem-27258 12 18 , , PUNCT fbem-27258 12 19 which which PRON fbem-27258 12 20 belongs belong VERB fbem-27258 12 21 to to ADP fbem-27258 12 22 the the DET fbem-27258 12 23 nondeterministic nondeterministic ADJ fbem-27258 12 24 polynomial polynomial ADJ fbem-27258 12 25 hardproblem hardproblem NOUN fbem-27258 12 26 ( ( PUNCT fbem-27258 12 27 np np INTJ fbem-27258 12 28 ) ) PUNCT fbem-27258 13 1 [ [ X fbem-27258 13 2 2 2 NUM fbem-27258 13 3 ] ] PUNCT fbem-27258 13 4 . . PUNCT fbem-27258 14 1 the the DET fbem-27258 14 2 traditional traditional ADJ fbem-27258 14 3 genetic genetic ADJ fbem-27258 14 4 algorithm algorithm NOUN fbem-27258 14 5 has have VERB fbem-27258 14 6 some some DET fbem-27258 14 7 shortcomings shortcoming NOUN fbem-27258 14 8 , , PUNCT fbem-27258 14 9 such such ADJ fbem-27258 14 10 as as ADP fbem-27258 14 11 poor poor ADJ fbem-27258 14 12 adaptability adaptability NOUN fbem-27258 14 13 to to ADP fbem-27258 14 14 dynamic dynamic ADJ fbem-27258 14 15 environment environment NOUN fbem-27258 14 16 and and CCONJ fbem-27258 14 17 lack lack NOUN fbem-27258 14 18 of of ADP fbem-27258 14 19 realtime realtime NOUN fbem-27258 14 20 adjustment adjustment NOUN fbem-27258 14 21 . . PUNCT fbem-27258 15 1 during during ADP fbem-27258 15 2 real real ADJ fbem-27258 15 3 - - PUNCT fbem-27258 15 4 time time NOUN fbem-27258 15 5 decision decision NOUN fbem-27258 15 6 making making NOUN fbem-27258 15 7 , , PUNCT fbem-27258 15 8 the the DET fbem-27258 15 9 production production NOUN fbem-27258 15 10 environment environment NOUN fbem-27258 15 11 changes change VERB fbem-27258 15 12 rapidly rapidly ADV fbem-27258 15 13 . . PUNCT fbem-27258 16 1 traditional traditional ADJ fbem-27258 16 2 genetic genetic ADJ fbem-27258 16 3 algorithms algorithm NOUN fbem-27258 16 4 are be AUX fbem-27258 16 5 usually usually ADV fbem-27258 16 6 based base VERB fbem-27258 16 7 on on ADP fbem-27258 16 8 static static ADJ fbem-27258 16 9 constraint constraint NOUN fbem-27258 16 10 solving solving NOUN fbem-27258 16 11 and and CCONJ fbem-27258 16 12 lack lack VERB fbem-27258 16 13 the the DET fbem-27258 16 14 ability ability NOUN fbem-27258 16 15 of of ADP fbem-27258 16 16 real real ADJ fbem-27258 16 17 - - PUNCT fbem-27258 16 18 time time NOUN fbem-27258 16 19 adjustment adjustment NOUN fbem-27258 16 20 , , PUNCT fbem-27258 16 21 which which PRON fbem-27258 16 22 is be AUX fbem-27258 16 23 insufficient insufficient ADJ fbem-27258 16 24 to to PART fbem-27258 16 25 cope cope VERB fbem-27258 16 26 with with ADP fbem-27258 16 27 the the DET fbem-27258 16 28 variability variability NOUN fbem-27258 16 29 and and CCONJ fbem-27258 16 30 uncertainty uncertainty NOUN fbem-27258 16 31 in in ADP fbem-27258 16 32 production production NOUN fbem-27258 16 33 decision decision NOUN fbem-27258 16 34 - - PUNCT fbem-27258 16 35 making making NOUN fbem-27258 16 36 . . PUNCT fbem-27258 17 1 therefore therefore ADV fbem-27258 17 2 , , PUNCT fbem-27258 17 3 based base VERB fbem-27258 17 4 on on ADP fbem-27258 17 5 the the DET fbem-27258 17 6 defects defect NOUN fbem-27258 17 7 of of ADP fbem-27258 17 8 traditional traditional ADJ fbem-27258 17 9 genetic genetic ADJ fbem-27258 17 10 algorithms algorithm NOUN fbem-27258 17 11 , , PUNCT fbem-27258 17 12 many many ADJ fbem-27258 17 13 scholars scholar NOUN fbem-27258 17 14 at at ADP fbem-27258 17 15 home home ADV fbem-27258 17 16 and and CCONJ fbem-27258 17 17 abroad abroad ADV fbem-27258 17 18 put put VERB fbem-27258 17 19 forward forward ADV fbem-27258 17 20 optimization optimization NOUN fbem-27258 17 21 strategies strategy NOUN fbem-27258 17 22 : : PUNCT fbem-27258 17 23 in in ADP fbem-27258 17 24 literature literature NOUN fbem-27258 17 25 [ [ X fbem-27258 17 26 3 3 NUM fbem-27258 17 27 ] ] PUNCT fbem-27258 17 28 , , PUNCT fbem-27258 17 29 the the DET fbem-27258 17 30 author author NOUN fbem-27258 17 31 proposed propose VERB fbem-27258 17 32 the the DET fbem-27258 17 33 genetic genetic ADJ fbem-27258 17 34 algorithm algorithm NOUN fbem-27258 17 35 using use VERB fbem-27258 17 36 the the DET fbem-27258 17 37 full full ADJ fbem-27258 17 38 crossover crossover NOUN fbem-27258 17 39 operator operator NOUN fbem-27258 17 40 , , PUNCT fbem-27258 17 41 selecting selecting NOUN fbem-27258 17 42 and and CCONJ fbem-27258 17 43 , , PUNCT fbem-27258 17 44 or or CCONJ fbem-27258 17 45 one one NUM fbem-27258 17 46 of of ADP fbem-27258 17 47 the the DET fbem-27258 17 48 three three NUM fbem-27258 17 49 types type NOUN fbem-27258 17 50 of of ADP fbem-27258 17 51 crossover crossover NOUN fbem-27258 17 52 between between ADP fbem-27258 17 53 chromosomes chromosome NOUN fbem-27258 17 54 , , PUNCT fbem-27258 17 55 and and CCONJ fbem-27258 17 56 comparing compare VERB fbem-27258 17 57 single single ADJ fbem-27258 17 58 - - PUNCT fbem-27258 17 59 point point NOUN fbem-27258 17 60 crossover crossover NOUN fbem-27258 17 61 and and CCONJ fbem-27258 17 62 multi multi ADJ fbem-27258 17 63 - - NOUN fbem-27258 17 64 point point ADJ fbem-27258 17 65 crossover crossover NOUN fbem-27258 17 66 to to PART fbem-27258 17 67 obtain obtain VERB fbem-27258 17 68 the the DET fbem-27258 17 69 optimization optimization NOUN fbem-27258 17 70 effect effect NOUN fbem-27258 17 71 of of ADP fbem-27258 17 72 full full ADJ fbem-27258 17 73 crossover crossover NOUN fbem-27258 17 74 . . PUNCT fbem-27258 18 1 in in ADP fbem-27258 18 2 literature literature NOUN fbem-27258 18 3 [ [ X fbem-27258 18 4 4 4 NUM fbem-27258 18 5 ] ] PUNCT fbem-27258 18 6 , , PUNCT fbem-27258 18 7 due due ADP fbem-27258 18 8 to to ADP fbem-27258 18 9 the the DET fbem-27258 18 10 defect defect NOUN fbem-27258 18 11 of of ADP fbem-27258 18 12 local local ADJ fbem-27258 18 13 optimization optimization NOUN fbem-27258 18 14 of of ADP fbem-27258 18 15 genetic genetic ADJ fbem-27258 18 16 algorithm algorithm NOUN fbem-27258 18 17 , , PUNCT fbem-27258 18 18 the the DET fbem-27258 18 19 author author NOUN fbem-27258 18 20 introduced introduce VERB fbem-27258 18 21 population population NOUN fbem-27258 18 22 variance variance NOUN fbem-27258 18 23 factor factor NOUN fbem-27258 18 24 and and CCONJ fbem-27258 18 25 population population NOUN fbem-27258 18 26 entropy entropy NOUN fbem-27258 18 27 factor factor NOUN fbem-27258 18 28 as as ADP fbem-27258 18 29 decision decision NOUN fbem-27258 18 30 variables variable NOUN fbem-27258 18 31 and and CCONJ fbem-27258 18 32 dynamically dynamically ADV fbem-27258 18 33 adjusted adjust VERB fbem-27258 18 34 the the DET fbem-27258 18 35 parameters parameter NOUN fbem-27258 18 36 of of ADP fbem-27258 18 37 genetic genetic ADJ fbem-27258 18 38 algorithm algorithm NOUN fbem-27258 18 39 to to PART fbem-27258 18 40 optimize optimize VERB fbem-27258 18 41 population population NOUN fbem-27258 18 42 diversity diversity NOUN fbem-27258 18 43 and and CCONJ fbem-27258 18 44 search search NOUN fbem-27258 18 45 efficiency efficiency NOUN fbem-27258 18 46 . . PUNCT fbem-27258 19 1 in in ADP fbem-27258 19 2 addition addition NOUN fbem-27258 19 3 to to ADP fbem-27258 19 4 adjusting adjust VERB fbem-27258 19 5 the the DET fbem-27258 19 6 crossover crossover NOUN fbem-27258 19 7 operator operator NOUN fbem-27258 19 8 and and CCONJ fbem-27258 19 9 mutation mutation NOUN fbem-27258 19 10 operator operator NOUN fbem-27258 19 11 to to PART fbem-27258 19 12 optimize optimize VERB fbem-27258 19 13 the the DET fbem-27258 19 14 genetic genetic ADJ fbem-27258 19 15 algorithm algorithm NOUN fbem-27258 19 16 , , PUNCT fbem-27258 19 17 it it PRON fbem-27258 19 18 can can AUX fbem-27258 19 19 also also ADV fbem-27258 19 20 improve improve VERB fbem-27258 19 21 the the DET fbem-27258 19 22 solution solution NOUN fbem-27258 19 23 effect effect NOUN fbem-27258 19 24 , , PUNCT fbem-27258 19 25 robustness robustness NOUN fbem-27258 19 26 and and CCONJ fbem-27258 19 27 adaptability adaptability NOUN fbem-27258 19 28 of of ADP fbem-27258 19 29 the the DET fbem-27258 19 30 algorithm algorithm NOUN fbem-27258 19 31 by by ADP fbem-27258 19 32 combining combine VERB fbem-27258 19 33 a a DET fbem-27258 19 34 variety variety NOUN fbem-27258 19 35 of of ADP fbem-27258 19 36 heuristic heuristic ADJ fbem-27258 19 37 algorithms algorithm NOUN fbem-27258 19 38 . . PUNCT fbem-27258 20 1 in in ADP fbem-27258 20 2 literature literature NOUN fbem-27258 20 3 [ [ X fbem-27258 20 4 5 5 NUM fbem-27258 20 5 ] ] PUNCT fbem-27258 20 6 , , PUNCT fbem-27258 20 7 diana diana PROPN fbem-27258 20 8 s s PROPN fbem-27258 20 9 et et PROPN fbem-27258 20 10 al al PROPN fbem-27258 20 11 . . PROPN fbem-27258 20 12 proposed propose VERB fbem-27258 20 13 to to PART fbem-27258 20 14 represent represent VERB fbem-27258 20 15 chromosomes chromosome NOUN fbem-27258 20 16 in in ADP fbem-27258 20 17 the the DET fbem-27258 20 18 form form NOUN fbem-27258 20 19 of of ADP fbem-27258 20 20 binary binary ADJ fbem-27258 20 21 strings string NOUN fbem-27258 20 22 , , PUNCT fbem-27258 20 23 decode decode ADJ fbem-27258 20 24 ssgs ssg NOUN fbem-27258 20 25 , , PUNCT fbem-27258 20 26 and and CCONJ fbem-27258 20 27 obtain obtain VERB fbem-27258 20 28 the the DET fbem-27258 20 29 optimal optimal ADJ fbem-27258 20 30 solution solution NOUN fbem-27258 20 31 by by ADP fbem-27258 20 32 disk disk NOUN fbem-27258 20 33 selection selection NOUN fbem-27258 20 34 . . PUNCT fbem-27258 21 1 in in ADP fbem-27258 21 2 reference reference NOUN fbem-27258 21 3 [ [ X fbem-27258 21 4 6 6 NUM fbem-27258 21 5 ] ] PUNCT fbem-27258 21 6 , , PUNCT fbem-27258 21 7 the the DET fbem-27258 21 8 authors author NOUN fbem-27258 21 9 combined combine VERB fbem-27258 21 10 genetic genetic ADJ fbem-27258 21 11 algorithm algorithm NOUN fbem-27258 21 12 ( ( PUNCT fbem-27258 21 13 rcga rcga PROPN fbem-27258 21 14 ) ) PUNCT fbem-27258 21 15 and and CCONJ fbem-27258 21 16 self self NOUN fbem-27258 21 17 - - PUNCT fbem-27258 21 18 organizing organize VERB fbem-27258 21 19 migration migration NOUN fbem-27258 21 20 algorithm algorithm NOUN fbem-27258 21 21 ( ( PUNCT fbem-27258 21 22 som som NOUN fbem-27258 21 23 ) ) PUNCT fbem-27258 21 24 to to PART fbem-27258 21 25 propose propose VERB fbem-27258 21 26 a a DET fbem-27258 21 27 hybrid hybrid ADJ fbem-27258 21 28 algorithm algorithm NOUN fbem-27258 21 29 to to PART fbem-27258 21 30 solve solve VERB fbem-27258 21 31 the the DET fbem-27258 21 32 boundary boundary ADJ fbem-27258 21 33 constrained constrain VERB fbem-27258 21 34 nonlinear nonlinear ADJ fbem-27258 21 35 optimization optimization NOUN fbem-27258 21 36 problem problem NOUN fbem-27258 21 37 with with ADP fbem-27258 21 38 multimodal multimodal ADJ fbem-27258 21 39 continuous continuous ADJ fbem-27258 21 40 functions function NOUN fbem-27258 21 41 . . PUNCT fbem-27258 22 1 however however ADV fbem-27258 22 2 , , PUNCT fbem-27258 22 3 the the DET fbem-27258 22 4 existing exist VERB fbem-27258 22 5 theories theory NOUN fbem-27258 22 6 are be AUX fbem-27258 22 7 based base VERB fbem-27258 22 8 on on ADP fbem-27258 22 9 various various ADJ fbem-27258 22 10 decision decision NOUN fbem-27258 22 11 - - PUNCT fbem-27258 22 12 making make VERB fbem-27258 22 13 scenarios scenario NOUN fbem-27258 22 14 [ [ X fbem-27258 22 15 7 7 NUM fbem-27258 22 16 - - SYM fbem-27258 22 17 9 9 NUM fbem-27258 22 18 ] ] PUNCT fbem-27258 22 19 , , PUNCT fbem-27258 22 20 and and CCONJ fbem-27258 22 21 few few ADJ fbem-27258 22 22 of of ADP fbem-27258 22 23 them they PRON fbem-27258 22 24 [ [ X fbem-27258 22 25 10 10 NUM fbem-27258 22 26 , , PUNCT fbem-27258 22 27 11 11 NUM fbem-27258 22 28 ] ] PUNCT fbem-27258 22 29 are be AUX fbem-27258 22 30 applied apply VERB fbem-27258 22 31 to to ADP fbem-27258 22 32 the the DET fbem-27258 22 33 actual actual ADJ fbem-27258 22 34 production production NOUN fbem-27258 22 35 decisionmaking decisionmake VERB fbem-27258 22 36 problems problem NOUN fbem-27258 22 37 . . PUNCT fbem-27258 23 1 therefore therefore ADV fbem-27258 23 2 , , PUNCT fbem-27258 23 3 this this DET fbem-27258 23 4 paper paper NOUN fbem-27258 23 5 applies apply VERB fbem-27258 23 6 the the DET fbem-27258 23 7 optimization optimization NOUN fbem-27258 23 8 algorithm algorithm NOUN fbem-27258 23 9 to to ADP fbem-27258 23 10 a a DET fbem-27258 23 11 simple simple ADJ fbem-27258 23 12 production production NOUN fbem-27258 23 13 decision decision NOUN fbem-27258 23 14 case case NOUN fbem-27258 23 15 , , PUNCT fbem-27258 23 16 compares compare VERB fbem-27258 23 17 the the DET fbem-27258 23 18 actual actual ADJ fbem-27258 23 19 result result NOUN fbem-27258 23 20 with with ADP fbem-27258 23 21 the the DET fbem-27258 23 22 predicted predict VERB fbem-27258 23 23 result result NOUN fbem-27258 23 24 , , PUNCT fbem-27258 23 25 and and CCONJ fbem-27258 23 26 analyzes analyze VERB fbem-27258 23 27 the the DET fbem-27258 23 28 performance performance NOUN fbem-27258 23 29 of of ADP fbem-27258 23 30 the the DET fbem-27258 23 31 optimization optimization NOUN fbem-27258 23 32 algorithm algorithm NOUN fbem-27258 23 33 . . PUNCT fbem-27258 24 1 2 2 X fbem-27258 24 2 . . X fbem-27258 24 3 the the DET fbem-27258 24 4 basic basic ADJ fbem-27258 24 5 fundamental fundamental NOUN fbem-27258 24 6 of of ADP fbem-27258 24 7 genetic genetic ADJ fbem-27258 24 8 algorithm algorithm NOUN fbem-27258 24 9 2.1 2.1 NUM fbem-27258 24 10 . . PUNCT fbem-27258 25 1 the the DET fbem-27258 25 2 structure structure NOUN fbem-27258 25 3 of of ADP fbem-27258 25 4 genetic genetic ADJ fbem-27258 25 5 algor algor ADJ fbem-27258 25 6 genetic genetic ADJ fbem-27258 25 7 algorithms algorithm NOUN fbem-27258 25 8 are be AUX fbem-27258 25 9 stochastic stochastic ADJ fbem-27258 25 10 optimization optimization NOUN fbem-27258 25 11 techniques technique NOUN fbem-27258 25 12 based base VERB fbem-27258 25 13 on on ADP fbem-27258 25 14 probability probability NOUN fbem-27258 25 15 theory theory NOUN fbem-27258 25 16 , , PUNCT fbem-27258 25 17 widely widely ADV fbem-27258 25 18 applied apply VERB fbem-27258 25 19 to to PART fbem-27258 25 20 address address VERB fbem-27258 25 21 complex complex ADJ fbem-27258 25 22 optimization optimization NOUN fbem-27258 25 23 challenges challenge NOUN fbem-27258 25 24 . . PUNCT fbem-27258 26 1 in in ADP fbem-27258 26 2 the the DET fbem-27258 26 3 context context NOUN fbem-27258 26 4 of of ADP fbem-27258 26 5 multiprocess multiprocess NOUN fbem-27258 26 6 production production NOUN fbem-27258 26 7 decision decision NOUN fbem-27258 26 8 - - PUNCT fbem-27258 26 9 making making NOUN fbem-27258 26 10 in in ADP fbem-27258 26 11 enterprises enterprise NOUN fbem-27258 26 12 , , PUNCT fbem-27258 26 13 the the DET fbem-27258 26 14 search search NOUN fbem-27258 26 15 process process NOUN fbem-27258 26 16 primarily primarily ADV fbem-27258 26 17 relies rely VERB fbem-27258 26 18 on on ADP fbem-27258 26 19 random random ADJ fbem-27258 26 20 strategies strategy NOUN fbem-27258 26 21 , , PUNCT fbem-27258 26 22 meaning mean VERB fbem-27258 26 23 that that SCONJ fbem-27258 26 24 each each DET fbem-27258 26 25 step step NOUN fbem-27258 26 26 of of ADP fbem-27258 26 27 selection selection NOUN fbem-27258 26 28 and and CCONJ fbem-27258 26 29 evolution evolution NOUN fbem-27258 26 30 occurs occur VERB fbem-27258 26 31 within within ADP fbem-27258 26 32 a a DET fbem-27258 26 33 probabilistic probabilistic ADJ fbem-27258 26 34 framework framework NOUN fbem-27258 26 35 . . PUNCT fbem-27258 27 1 this this DET fbem-27258 27 2 approach approach NOUN fbem-27258 27 3 allows allow VERB fbem-27258 27 4 genetic genetic ADJ fbem-27258 27 5 algorithms algorithm NOUN fbem-27258 27 6 to to PART fbem-27258 27 7 explore explore VERB fbem-27258 27 8 vast vast ADJ fbem-27258 27 9 solution solution NOUN fbem-27258 27 10 spaces space NOUN fbem-27258 27 11 and and CCONJ fbem-27258 27 12 seek seek VERB fbem-27258 27 13 potential potential ADJ fbem-27258 27 14 global global ADJ fbem-27258 27 15 optima optima NOUN fbem-27258 27 16 , , PUNCT fbem-27258 27 17 thereby thereby ADV fbem-27258 27 18 providing provide VERB fbem-27258 27 19 robust robust ADJ fbem-27258 27 20 support support NOUN fbem-27258 27 21 for for ADP fbem-27258 27 22 production production NOUN fbem-27258 27 23 decisions decision NOUN fbem-27258 27 24 . . PUNCT fbem-27258 28 1 in in ADP fbem-27258 28 2 this this DET fbem-27258 28 3 study study NOUN fbem-27258 28 4 , , PUNCT fbem-27258 28 5 we we PRON fbem-27258 28 6 represent represent VERB fbem-27258 28 7 the the DET fbem-27258 28 8 production production NOUN fbem-27258 28 9 decisions decision NOUN fbem-27258 28 10 using use VERB fbem-27258 28 11 a a DET fbem-27258 28 12 four four NUM fbem-27258 28 13 - - PUNCT fbem-27258 28 14 bit bit NOUN fbem-27258 28 15 binary binary ADJ fbem-27258 28 16 character character NOUN fbem-27258 28 17 encoding encoding NOUN fbem-27258 28 18 for for ADP fbem-27258 28 19 chromosomes chromosome NOUN fbem-27258 28 20 . . PUNCT fbem-27258 29 1 the the DET fbem-27258 29 2 first first ADJ fbem-27258 29 3 two two NUM fbem-27258 29 4 bits bit NOUN fbem-27258 29 5 indicate indicate VERB fbem-27258 29 6 whether whether SCONJ fbem-27258 29 7 to to PART fbem-27258 29 8 inspect inspect VERB fbem-27258 29 9 components component NOUN fbem-27258 29 10 1 1 NUM fbem-27258 29 11 and and CCONJ fbem-27258 29 12 2 2 NUM fbem-27258 29 13 , , PUNCT fbem-27258 29 14 the the DET fbem-27258 29 15 third third ADJ fbem-27258 29 16 bit bit NOUN fbem-27258 29 17 specifies specifie NOUN fbem-27258 29 18 whether whether SCONJ fbem-27258 29 19 to to PART fbem-27258 29 20 inspect inspect VERB fbem-27258 29 21 the the DET fbem-27258 29 22 finished finished ADJ fbem-27258 29 23 product product NOUN fbem-27258 29 24 , , PUNCT fbem-27258 29 25 and and CCONJ fbem-27258 29 26 the the DET fbem-27258 29 27 fourth fourth ADJ fbem-27258 29 28 bit bit NOUN fbem-27258 29 29 determines determine VERB fbem-27258 29 30 whether whether SCONJ fbem-27258 29 31 to to PART fbem-27258 29 32 disassemble disassemble VERB fbem-27258 29 33 the the DET fbem-27258 29 34 finished finished ADJ fbem-27258 29 35 product product NOUN fbem-27258 29 36 . . PUNCT fbem-27258 30 1 this this DET fbem-27258 30 2 encoding encode VERB fbem-27258 30 3 effectively effectively ADV fbem-27258 30 4 captures capture VERB fbem-27258 30 5 critical critical ADJ fbem-27258 30 6 information information NOUN fbem-27258 30 7 relevant relevant ADJ fbem-27258 30 8 to to ADP fbem-27258 30 9 production production NOUN fbem-27258 30 10 decision decision NOUN fbem-27258 30 11 - - PUNCT fbem-27258 30 12 making making NOUN fbem-27258 30 13 , , PUNCT fbem-27258 30 14 enabling enable VERB fbem-27258 30 15 the the DET fbem-27258 30 16 algorithm algorithm NOUN fbem-27258 30 17 to to PART fbem-27258 30 18 search search VERB fbem-27258 30 19 more more ADV fbem-27258 30 20 efficiently efficiently ADV fbem-27258 30 21 . . PUNCT fbem-27258 31 1 the the DET fbem-27258 31 2 search search NOUN fbem-27258 31 3 process process NOUN fbem-27258 31 4 51 51 NUM fbem-27258 31 5 begins begin VERB fbem-27258 31 6 with with ADP fbem-27258 31 7 an an DET fbem-27258 31 8 initial initial ADJ fbem-27258 31 9 set set NOUN fbem-27258 31 10 of of ADP fbem-27258 31 11 random random ADJ fbem-27258 31 12 solutions solution NOUN fbem-27258 31 13 , , PUNCT fbem-27258 31 14 each each PRON fbem-27258 31 15 referred refer VERB fbem-27258 31 16 to to ADP fbem-27258 31 17 as as ADP fbem-27258 31 18 a a DET fbem-27258 31 19 " " PUNCT fbem-27258 31 20 chromosome chromosome NOUN fbem-27258 31 21 . . PUNCT fbem-27258 31 22 " " PUNCT fbem-27258 32 1 these these DET fbem-27258 32 2 chromosomes chromosome NOUN fbem-27258 32 3 evolve evolve VERB fbem-27258 32 4 through through ADP fbem-27258 32 5 genetic genetic ADJ fbem-27258 32 6 operations operation NOUN fbem-27258 32 7 such such ADJ fbem-27258 32 8 as as ADP fbem-27258 32 9 selection selection NOUN fbem-27258 32 10 , , PUNCT fbem-27258 32 11 crossover crossover NOUN fbem-27258 32 12 , , PUNCT fbem-27258 32 13 and and CCONJ fbem-27258 32 14 mutation mutation NOUN fbem-27258 32 15 , , PUNCT fbem-27258 32 16 continually continually ADV fbem-27258 32 17 enhancing enhance VERB fbem-27258 32 18 their their PRON fbem-27258 32 19 fitness fitness NOUN fbem-27258 32 20 . . PUNCT fbem-27258 33 1 the the DET fbem-27258 33 2 selection selection NOUN fbem-27258 33 3 operation operation NOUN fbem-27258 33 4 ensures ensure VERB fbem-27258 33 5 the the DET fbem-27258 33 6 retention retention NOUN fbem-27258 33 7 of of ADP fbem-27258 33 8 superior superior ADJ fbem-27258 33 9 solutions solution NOUN fbem-27258 33 10 , , PUNCT fbem-27258 33 11 while while SCONJ fbem-27258 33 12 crossover crossover NOUN fbem-27258 33 13 and and CCONJ fbem-27258 33 14 mutation mutation NOUN fbem-27258 33 15 introduce introduce VERB fbem-27258 33 16 new new ADJ fbem-27258 33 17 solutions solution NOUN fbem-27258 33 18 , , PUNCT fbem-27258 33 19 promoting promote VERB fbem-27258 33 20 diversity diversity NOUN fbem-27258 33 21 . . PUNCT fbem-27258 34 1 this this DET fbem-27258 34 2 adaptive adaptive ADJ fbem-27258 34 3 mechanism mechanism NOUN fbem-27258 34 4 allows allow VERB fbem-27258 34 5 genetic genetic ADJ fbem-27258 34 6 algorithms algorithm NOUN fbem-27258 34 7 to to PART fbem-27258 34 8 flexibly flexibly ADV fbem-27258 34 9 adjust adjust VERB fbem-27258 34 10 and and CCONJ fbem-27258 34 11 optimize optimize VERB fbem-27258 34 12 decision decision NOUN fbem-27258 34 13 strategies strategy NOUN fbem-27258 34 14 in in ADP fbem-27258 34 15 response response NOUN fbem-27258 34 16 to to ADP fbem-27258 34 17 complex complex ADJ fbem-27258 34 18 and and CCONJ fbem-27258 34 19 dynamic dynamic ADJ fbem-27258 34 20 production production NOUN fbem-27258 34 21 environments environment NOUN fbem-27258 34 22 . . PUNCT fbem-27258 35 1 in in ADP fbem-27258 35 2 summary summary NOUN fbem-27258 35 3 , , PUNCT fbem-27258 35 4 genetic genetic ADJ fbem-27258 35 5 algorithms algorithm NOUN fbem-27258 35 6 , , PUNCT fbem-27258 35 7 with with ADP fbem-27258 35 8 their their PRON fbem-27258 35 9 inherent inherent ADJ fbem-27258 35 10 randomness randomness NOUN fbem-27258 35 11 and and CCONJ fbem-27258 35 12 adaptability adaptability NOUN fbem-27258 35 13 , , PUNCT fbem-27258 35 14 offer offer VERB fbem-27258 35 15 effective effective ADJ fbem-27258 35 16 support support NOUN fbem-27258 35 17 for for ADP fbem-27258 35 18 production production NOUN fbem-27258 35 19 decision decision NOUN fbem-27258 35 20 - - PUNCT fbem-27258 35 21 making making NOUN fbem-27258 35 22 in in ADP fbem-27258 35 23 enterprises enterprise NOUN fbem-27258 35 24 and and CCONJ fbem-27258 35 25 hold hold VERB fbem-27258 35 26 the the DET fbem-27258 35 27 potential potential NOUN fbem-27258 35 28 to to PART fbem-27258 35 29 discover discover VERB fbem-27258 35 30 global global ADJ fbem-27258 35 31 optimal optimal ADJ fbem-27258 35 32 solutions solution NOUN fbem-27258 35 33 , , PUNCT fbem-27258 35 34 providing provide VERB fbem-27258 35 35 innovative innovative ADJ fbem-27258 35 36 approaches approach NOUN fbem-27258 35 37 to to ADP fbem-27258 35 38 tackling tackle VERB fbem-27258 35 39 multi multi ADJ fbem-27258 35 40 - - ADJ fbem-27258 35 41 process process NOUN fbem-27258 35 42 production production NOUN fbem-27258 35 43 decision decision NOUN fbem-27258 35 44 problems problem NOUN fbem-27258 35 45 . . PUNCT fbem-27258 36 1 2.2 2.2 NUM fbem-27258 36 2 . . PUNCT fbem-27258 37 1 the the DET fbem-27258 37 2 main main ADJ fbem-27258 37 3 logic logic NOUN fbem-27258 37 4 and and CCONJ fbem-27258 37 5 framework framework NOUN fbem-27258 37 6 of of ADP fbem-27258 37 7 the the DET fbem-27258 37 8 algorithm algorithm NOUN fbem-27258 37 9 the the DET fbem-27258 37 10 suboptimal suboptimal ADJ fbem-27258 37 11 solutions solution NOUN fbem-27258 37 12 generated generate VERB fbem-27258 37 13 through through ADP fbem-27258 37 14 the the DET fbem-27258 37 15 operations operation NOUN fbem-27258 37 16 of of ADP fbem-27258 37 17 the the DET fbem-27258 37 18 genetic genetic ADJ fbem-27258 37 19 algorithm algorithm NOUN fbem-27258 37 20 exhibit exhibit VERB fbem-27258 37 21 a a DET fbem-27258 37 22 degree degree NOUN fbem-27258 37 23 of of ADP fbem-27258 37 24 randomness randomness NOUN fbem-27258 37 25 , , PUNCT fbem-27258 37 26 which which PRON fbem-27258 37 27 necessitates necessitate VERB fbem-27258 37 28 the the DET fbem-27258 37 29 implementation implementation NOUN fbem-27258 37 30 of of ADP fbem-27258 37 31 multiple multiple ADJ fbem-27258 37 32 iterations iteration NOUN fbem-27258 37 33 to to PART fbem-27258 37 34 achieve achieve VERB fbem-27258 37 35 a a DET fbem-27258 37 36 relatively relatively ADV fbem-27258 37 37 stable stable ADJ fbem-27258 37 38 decision decision NOUN fbem-27258 37 39 - - PUNCT fbem-27258 37 40 making make VERB fbem-27258 37 41 framework framework NOUN fbem-27258 37 42 . . PUNCT fbem-27258 38 1 to to PART fbem-27258 38 2 attain attain VERB fbem-27258 38 3 this this DET fbem-27258 38 4 stability stability NOUN fbem-27258 38 5 , , PUNCT fbem-27258 38 6 the the DET fbem-27258 38 7 genetic genetic ADJ fbem-27258 38 8 algorithm algorithm NOUN fbem-27258 38 9 is be AUX fbem-27258 38 10 executed execute VERB fbem-27258 38 11 repeatedly repeatedly ADV fbem-27258 38 12 , , PUNCT fbem-27258 38 13 with with ADP fbem-27258 38 14 each each DET fbem-27258 38 15 simulation simulation NOUN fbem-27258 38 16 carefully carefully ADV fbem-27258 38 17 recording record VERB fbem-27258 38 18 the the DET fbem-27258 38 19 total total ADJ fbem-27258 38 20 cost cost NOUN fbem-27258 38 21 associated associate VERB fbem-27258 38 22 with with ADP fbem-27258 38 23 the the DET fbem-27258 38 24 respective respective ADJ fbem-27258 38 25 solution solution NOUN fbem-27258 38 26 . . PUNCT fbem-27258 39 1 subsequently subsequently ADV fbem-27258 39 2 , , PUNCT fbem-27258 39 3 the the DET fbem-27258 39 4 average average ADJ fbem-27258 39 5 cost cost NOUN fbem-27258 39 6 across across ADP fbem-27258 39 7 all all DET fbem-27258 39 8 simulation simulation NOUN fbem-27258 39 9 results result NOUN fbem-27258 39 10 is be AUX fbem-27258 39 11 calculated calculate VERB fbem-27258 39 12 , , PUNCT fbem-27258 39 13 allowing allow VERB fbem-27258 39 14 for for ADP fbem-27258 39 15 the the DET fbem-27258 39 16 determination determination NOUN fbem-27258 39 17 of of ADP fbem-27258 39 18 the the DET fbem-27258 39 19 expected expect VERB fbem-27258 39 20 total total ADJ fbem-27258 39 21 cost cost NOUN fbem-27258 39 22 under under ADP fbem-27258 39 23 various various ADJ fbem-27258 39 24 strategic strategic ADJ fbem-27258 39 25 configurations configuration NOUN fbem-27258 39 26 . . PUNCT fbem-27258 40 1 this this DET fbem-27258 40 2 averaging averaging NOUN fbem-27258 40 3 process process NOUN fbem-27258 40 4 is be AUX fbem-27258 40 5 crucial crucial ADJ fbem-27258 40 6 , , PUNCT fbem-27258 40 7 as as SCONJ fbem-27258 40 8 it it PRON fbem-27258 40 9 provides provide VERB fbem-27258 40 10 a a DET fbem-27258 40 11 more more ADV fbem-27258 40 12 reliable reliable ADJ fbem-27258 40 13 estimate estimate NOUN fbem-27258 40 14 of of ADP fbem-27258 40 15 performance performance NOUN fbem-27258 40 16 , , PUNCT fbem-27258 40 17 mitigating mitigate VERB fbem-27258 40 18 the the DET fbem-27258 40 19 effects effect NOUN fbem-27258 40 20 of of ADP fbem-27258 40 21 random random ADJ fbem-27258 40 22 fluctuations fluctuation NOUN fbem-27258 40 23 inherent inherent ADJ fbem-27258 40 24 in in ADP fbem-27258 40 25 individual individual ADJ fbem-27258 40 26 runs run NOUN fbem-27258 40 27 . . PUNCT fbem-27258 41 1 upon upon SCONJ fbem-27258 41 2 the the DET fbem-27258 41 3 completion completion NOUN fbem-27258 41 4 of of ADP fbem-27258 41 5 the the DET fbem-27258 41 6 evolutionary evolutionary ADJ fbem-27258 41 7 process process NOUN fbem-27258 41 8 , , PUNCT fbem-27258 41 9 the the DET fbem-27258 41 10 individual individual NOUN fbem-27258 41 11 with with ADP fbem-27258 41 12 the the DET fbem-27258 41 13 highest high ADJ fbem-27258 41 14 fitness fitness NOUN fbem-27258 41 15 score score NOUN fbem-27258 41 16 is be AUX fbem-27258 41 17 selected select VERB fbem-27258 41 18 and and CCONJ fbem-27258 41 19 outputted output VERB fbem-27258 41 20 . . PUNCT fbem-27258 42 1 this this DET fbem-27258 42 2 individual individual NOUN fbem-27258 42 3 represents represent VERB fbem-27258 42 4 the the DET fbem-27258 42 5 optimal optimal ADJ fbem-27258 42 6 strategy strategy NOUN fbem-27258 42 7 combination combination NOUN fbem-27258 42 8 identified identify VERB fbem-27258 42 9 by by ADP fbem-27258 42 10 the the DET fbem-27258 42 11 genetic genetic ADJ fbem-27258 42 12 algorithm algorithm NOUN fbem-27258 42 13 . . PUNCT fbem-27258 43 1 additionally additionally ADV fbem-27258 43 2 , , PUNCT fbem-27258 43 3 the the DET fbem-27258 43 4 total total ADJ fbem-27258 43 5 cost cost NOUN fbem-27258 43 6 associated associate VERB fbem-27258 43 7 with with ADP fbem-27258 43 8 this this DET fbem-27258 43 9 optimal optimal ADJ fbem-27258 43 10 strategy strategy NOUN fbem-27258 43 11 , , PUNCT fbem-27258 43 12 along along ADP fbem-27258 43 13 with with ADP fbem-27258 43 14 the the DET fbem-27258 43 15 previously previously ADV fbem-27258 43 16 calculated calculate VERB fbem-27258 43 17 expected expect VERB fbem-27258 43 18 total total ADJ fbem-27258 43 19 cost cost NOUN fbem-27258 43 20 , , PUNCT fbem-27258 43 21 is be AUX fbem-27258 43 22 presented present VERB fbem-27258 43 23 . . PUNCT fbem-27258 44 1 this this DET fbem-27258 44 2 comprehensive comprehensive ADJ fbem-27258 44 3 approach approach NOUN fbem-27258 44 4 not not PART fbem-27258 44 5 only only ADV fbem-27258 44 6 highlights highlight VERB fbem-27258 44 7 the the DET fbem-27258 44 8 effectiveness effectiveness NOUN fbem-27258 44 9 of of ADP fbem-27258 44 10 the the DET fbem-27258 44 11 genetic genetic ADJ fbem-27258 44 12 algorithm algorithm NOUN fbem-27258 44 13 in in ADP fbem-27258 44 14 producing produce VERB fbem-27258 44 15 viable viable ADJ fbem-27258 44 16 decision decision NOUN fbem-27258 44 17 - - PUNCT fbem-27258 44 18 making make VERB fbem-27258 44 19 strategies strategy NOUN fbem-27258 44 20 but but CCONJ fbem-27258 44 21 also also ADV fbem-27258 44 22 underscores underscore VERB fbem-27258 44 23 the the DET fbem-27258 44 24 importance importance NOUN fbem-27258 44 25 of of ADP fbem-27258 44 26 rigorous rigorous ADJ fbem-27258 44 27 evaluation evaluation NOUN fbem-27258 44 28 methods method NOUN fbem-27258 44 29 in in ADP fbem-27258 44 30 ensuring ensure VERB fbem-27258 44 31 that that SCONJ fbem-27258 44 32 the the DET fbem-27258 44 33 derived derive VERB fbem-27258 44 34 solutions solution NOUN fbem-27258 44 35 are be AUX fbem-27258 44 36 both both PRON fbem-27258 44 37 robust robust ADJ fbem-27258 44 38 and and CCONJ fbem-27258 44 39 reliable reliable ADJ fbem-27258 44 40 within within ADP fbem-27258 44 41 the the DET fbem-27258 44 42 context context NOUN fbem-27258 44 43 of of ADP fbem-27258 44 44 production production NOUN fbem-27258 44 45 decision decision NOUN fbem-27258 44 46 - - PUNCT fbem-27258 44 47 making making NOUN fbem-27258 44 48 . . PUNCT fbem-27258 45 1 2.3 2.3 NUM fbem-27258 45 2 . . PUNCT fbem-27258 46 1 the the DET fbem-27258 46 2 determination determination NOUN fbem-27258 46 3 of of ADP fbem-27258 46 4 the the DET fbem-27258 46 5 genetic genetic ADJ fbem-27258 46 6 parameter parameter NOUN fbem-27258 46 7 in in ADP fbem-27258 46 8 the the DET fbem-27258 46 9 experimental experimental ADJ fbem-27258 46 10 setup setup NOUN fbem-27258 46 11 of of ADP fbem-27258 46 12 this this DET fbem-27258 46 13 study study NOUN fbem-27258 46 14 , , PUNCT fbem-27258 46 15 the the DET fbem-27258 46 16 population population NOUN fbem-27258 46 17 size size NOUN fbem-27258 46 18 is be AUX fbem-27258 46 19 set set VERB fbem-27258 46 20 to to ADP fbem-27258 46 21 100 100 NUM fbem-27258 46 22 to to PART fbem-27258 46 23 ensure ensure VERB fbem-27258 46 24 sufficient sufficient ADJ fbem-27258 46 25 genetic genetic ADJ fbem-27258 46 26 diversity diversity NOUN fbem-27258 46 27 within within ADP fbem-27258 46 28 the the DET fbem-27258 46 29 population population NOUN fbem-27258 46 30 , , PUNCT fbem-27258 46 31 which which PRON fbem-27258 46 32 is be AUX fbem-27258 46 33 crucial crucial ADJ fbem-27258 46 34 for for ADP fbem-27258 46 35 exploring explore VERB fbem-27258 46 36 a a DET fbem-27258 46 37 wide wide ADJ fbem-27258 46 38 solution solution NOUN fbem-27258 46 39 space space NOUN fbem-27258 46 40 . . PUNCT fbem-27258 47 1 the the DET fbem-27258 47 2 objective objective NOUN fbem-27258 47 3 of of ADP fbem-27258 47 4 the the DET fbem-27258 47 5 defined define VERB fbem-27258 47 6 fitness fitness NOUN fbem-27258 47 7 function function NOUN fbem-27258 47 8 is be AUX fbem-27258 47 9 to to PART fbem-27258 47 10 minimize minimize VERB fbem-27258 47 11 costs cost NOUN fbem-27258 47 12 ; ; PUNCT fbem-27258 47 13 thus thus ADV fbem-27258 47 14 , , PUNCT fbem-27258 47 15 lower low ADJ fbem-27258 47 16 costs cost NOUN fbem-27258 47 17 correspond correspond VERB fbem-27258 47 18 to to ADP fbem-27258 47 19 higher high ADJ fbem-27258 47 20 fitness fitness NOUN fbem-27258 47 21 levels level NOUN fbem-27258 47 22 . . PUNCT fbem-27258 48 1 a a DET fbem-27258 48 2 roulette roulette NOUN fbem-27258 48 3 wheel wheel NOUN fbem-27258 48 4 selection selection NOUN fbem-27258 48 5 method method NOUN fbem-27258 48 6 is be AUX fbem-27258 48 7 employed employ VERB fbem-27258 48 8 , , PUNCT fbem-27258 48 9 allowing allow VERB fbem-27258 48 10 for for ADP fbem-27258 48 11 the the DET fbem-27258 48 12 selection selection NOUN fbem-27258 48 13 of of ADP fbem-27258 48 14 superior superior ADJ fbem-27258 48 15 individuals individual NOUN fbem-27258 48 16 based base VERB fbem-27258 48 17 on on ADP fbem-27258 48 18 their their PRON fbem-27258 48 19 fitness fitness NOUN fbem-27258 48 20 scores score NOUN fbem-27258 48 21 . . PUNCT fbem-27258 49 1 this this DET fbem-27258 49 2 mechanism mechanism NOUN fbem-27258 49 3 ensures ensure VERB fbem-27258 49 4 the the DET fbem-27258 49 5 preservation preservation NOUN fbem-27258 49 6 and and CCONJ fbem-27258 49 7 transmission transmission NOUN fbem-27258 49 8 of of ADP fbem-27258 49 9 advantageous advantageous ADJ fbem-27258 49 10 genes gene NOUN fbem-27258 49 11 , , PUNCT fbem-27258 49 12 facilitating facilitate VERB fbem-27258 49 13 the the DET fbem-27258 49 14 population population NOUN fbem-27258 49 15 's 's PART fbem-27258 49 16 evolution evolution NOUN fbem-27258 49 17 toward toward ADP fbem-27258 49 18 optimal optimal ADJ fbem-27258 49 19 solutions solution NOUN fbem-27258 49 20 and and CCONJ fbem-27258 49 21 , , PUNCT fbem-27258 49 22 consequently consequently ADV fbem-27258 49 23 , , PUNCT fbem-27258 49 24 the the DET fbem-27258 49 25 identification identification NOUN fbem-27258 49 26 of of ADP fbem-27258 49 27 more more ADV fbem-27258 49 28 effective effective ADJ fbem-27258 49 29 decisionmaking decisionmake VERB fbem-27258 49 30 strategies strategy NOUN fbem-27258 49 31 . . PUNCT fbem-27258 50 1 the the DET fbem-27258 50 2 crossover crossover NOUN fbem-27258 50 3 rate rate NOUN fbem-27258 50 4 is be AUX fbem-27258 50 5 established establish VERB fbem-27258 50 6 at at ADP fbem-27258 50 7 0.7 0.7 NUM fbem-27258 50 8 , , PUNCT fbem-27258 50 9 utilizing utilize VERB fbem-27258 50 10 single single ADJ fbem-27258 50 11 - - PUNCT fbem-27258 50 12 point point NOUN fbem-27258 50 13 crossover crossover NOUN fbem-27258 50 14 to to PART fbem-27258 50 15 maintain maintain VERB fbem-27258 50 16 population population NOUN fbem-27258 50 17 stability stability NOUN fbem-27258 50 18 while while SCONJ fbem-27258 50 19 promoting promote VERB fbem-27258 50 20 genetic genetic ADJ fbem-27258 50 21 recombination recombination NOUN fbem-27258 50 22 . . PUNCT fbem-27258 51 1 additionally additionally ADV fbem-27258 51 2 , , PUNCT fbem-27258 51 3 the the DET fbem-27258 51 4 mutation mutation NOUN fbem-27258 51 5 rate rate NOUN fbem-27258 51 6 is be AUX fbem-27258 51 7 set set VERB fbem-27258 51 8 within within ADP fbem-27258 51 9 the the DET fbem-27258 51 10 typical typical ADJ fbem-27258 51 11 range range NOUN fbem-27258 51 12 of of ADP fbem-27258 51 13 1 1 NUM fbem-27258 51 14 % % NOUN fbem-27258 51 15 to to PART fbem-27258 51 16 5 5 NUM fbem-27258 51 17 % % NOUN fbem-27258 51 18 . . PUNCT fbem-27258 52 1 for for ADP fbem-27258 52 2 this this DET fbem-27258 52 3 study study NOUN fbem-27258 52 4 , , PUNCT fbem-27258 52 5 a a DET fbem-27258 52 6 mutation mutation NOUN fbem-27258 52 7 rate rate NOUN fbem-27258 52 8 of of ADP fbem-27258 52 9 2 2 NUM fbem-27258 52 10 % % NOUN fbem-27258 52 11 is be AUX fbem-27258 52 12 chosen choose VERB fbem-27258 52 13 to to PART fbem-27258 52 14 effectively effectively ADV fbem-27258 52 15 sustain sustain VERB fbem-27258 52 16 solution solution NOUN fbem-27258 52 17 diversity diversity NOUN fbem-27258 52 18 while while SCONJ fbem-27258 52 19 mitigating mitigate VERB fbem-27258 52 20 the the DET fbem-27258 52 21 risk risk NOUN fbem-27258 52 22 of of ADP fbem-27258 52 23 excessive excessive ADJ fbem-27258 52 24 randomness randomness NOUN fbem-27258 52 25 . . PUNCT fbem-27258 53 1 this this DET fbem-27258 53 2 strategic strategic ADJ fbem-27258 53 3 balance balance NOUN fbem-27258 53 4 helps help VERB fbem-27258 53 5 avoid avoid VERB fbem-27258 53 6 local local ADJ fbem-27258 53 7 optima optima NOUN fbem-27258 53 8 , , PUNCT fbem-27258 53 9 thereby thereby ADV fbem-27258 53 10 enhancing enhance VERB fbem-27258 53 11 the the DET fbem-27258 53 12 overall overall ADJ fbem-27258 53 13 robustness robustness NOUN fbem-27258 53 14 and and CCONJ fbem-27258 53 15 reliability reliability NOUN fbem-27258 53 16 of of ADP fbem-27258 53 17 the the DET fbem-27258 53 18 algorithm algorithm NOUN fbem-27258 53 19 's 's PART fbem-27258 53 20 performance performance NOUN fbem-27258 53 21 in in ADP fbem-27258 53 22 dynamic dynamic ADJ fbem-27258 53 23 production production NOUN fbem-27258 53 24 environments environment NOUN fbem-27258 53 25 . . PUNCT fbem-27258 54 1 3 3 X fbem-27258 54 2 . . X fbem-27258 54 3 the the DET fbem-27258 54 4 establishment establishment NOUN fbem-27258 54 5 of of ADP fbem-27258 54 6 simulation simulation NOUN fbem-27258 54 7 model model NOUN fbem-27258 54 8 the the DET fbem-27258 54 9 text text NOUN fbem-27258 54 10 build build VERB fbem-27258 54 11 a a DET fbem-27258 54 12 model model NOUN fbem-27258 54 13 based base VERB fbem-27258 54 14 on on ADP fbem-27258 54 15 the the DET fbem-27258 54 16 problems problem NOUN fbem-27258 54 17 in in ADP fbem-27258 54 18 cumcm cumcm NOUN fbem-27258 54 19 question question NOUN fbem-27258 54 20 b b NOUN fbem-27258 54 21 in in ADP fbem-27258 54 22 2024 2024 NUM fbem-27258 54 23 : : PUNCT fbem-27258 54 24 the the DET fbem-27258 54 25 inspection inspection NOUN fbem-27258 54 26 of of ADP fbem-27258 54 27 parts part NOUN fbem-27258 54 28 1 1 NUM fbem-27258 54 29 or or CCONJ fbem-27258 54 30 2 2 NUM fbem-27258 54 31 can can AUX fbem-27258 54 32 reduce reduce VERB fbem-27258 54 33 the the DET fbem-27258 54 34 number number NOUN fbem-27258 54 35 of of ADP fbem-27258 54 36 unqualified unqualified ADJ fbem-27258 54 37 parts part NOUN fbem-27258 54 38 entering enter VERB fbem-27258 54 39 the the DET fbem-27258 54 40 assembly assembly NOUN fbem-27258 54 41 process process NOUN fbem-27258 54 42 , , PUNCT fbem-27258 54 43 thereby thereby ADV fbem-27258 54 44 reducing reduce VERB fbem-27258 54 45 the the DET fbem-27258 54 46 rate rate NOUN fbem-27258 54 47 of of ADP fbem-27258 54 48 defective defective ADJ fbem-27258 54 49 finished finish VERB fbem-27258 54 50 products product NOUN fbem-27258 54 51 . . PUNCT fbem-27258 55 1 in in ADP fbem-27258 55 2 the the DET fbem-27258 55 3 production production NOUN fbem-27258 55 4 process process NOUN fbem-27258 55 5 , , PUNCT fbem-27258 55 6 there there PRON fbem-27258 55 7 are be VERB fbem-27258 55 8 only only ADV fbem-27258 55 9 two two NUM fbem-27258 55 10 options option NOUN fbem-27258 55 11 for for ADP fbem-27258 55 12 parts part NOUN fbem-27258 55 13 1 1 NUM fbem-27258 55 14 : : PUNCT fbem-27258 55 15 detection detection NOUN fbem-27258 55 16 and and CCONJ fbem-27258 55 17 non non NOUN fbem-27258 55 18 - - NOUN fbem-27258 55 19 detection detection NOUN fbem-27258 55 20 . . PUNCT fbem-27258 56 1 when when SCONJ fbem-27258 56 2 0 0 NUM fbem-27258 56 3 - - SYM fbem-27258 56 4 1 1 NUM fbem-27258 56 5 variable variable ADJ fbem-27258 56 6 𝐿𝑖 𝐿𝑖 NOUN fbem-27258 56 7 is be AUX fbem-27258 56 8 introduced introduce VERB fbem-27258 56 9 , , PUNCT fbem-27258 56 10 there there PRON fbem-27258 56 11 is be VERB fbem-27258 56 12 the the DET fbem-27258 56 13 detection detection NOUN fbem-27258 56 14 behavior behavior NOUN fbem-27258 56 15 of of ADP fbem-27258 56 16 parts1 parts1 PROPN fbem-27258 57 1 𝐿𝑖 𝐿𝑖 NOUN fbem-27258 57 2 : : PUNCT fbem-27258 57 3 𝐿𝑖 𝐿𝑖 NOUN fbem-27258 57 4 = = PUNCT fbem-27258 57 5 { { PUNCT fbem-27258 57 6 𝑖 𝑖 SYM fbem-27258 57 7 = = SYM fbem-27258 57 8 0 0 NUM fbem-27258 57 9 , , PUNCT fbem-27258 57 10 no no DET fbem-27258 57 11 test test NOUN fbem-27258 57 12 the the DET fbem-27258 57 13 parts part NOUN fbem-27258 57 14 1 1 NUM fbem-27258 57 15 𝑖 𝑖 NOUN fbem-27258 57 16 = = SYM fbem-27258 57 17 1 1 NUM fbem-27258 57 18 , , PUNCT fbem-27258 57 19 test test VERB fbem-27258 57 20 the the DET fbem-27258 57 21 parts part NOUN fbem-27258 57 22 1 1 NUM fbem-27258 57 23 ( ( PUNCT fbem-27258 57 24 1 1 NUM fbem-27258 57 25 ) ) PUNCT fbem-27258 57 26 similarly similarly ADV fbem-27258 57 27 , , PUNCT fbem-27258 57 28 part part NOUN fbem-27258 57 29 2 2 NUM fbem-27258 57 30 also also ADV fbem-27258 57 31 has have VERB fbem-27258 57 32 only only ADV fbem-27258 57 33 two two NUM fbem-27258 57 34 options option NOUN fbem-27258 57 35 of of ADP fbem-27258 57 36 detection detection NOUN fbem-27258 57 37 and and CCONJ fbem-27258 57 38 non non NOUN fbem-27258 57 39 - - NOUN fbem-27258 57 40 detection detection NOUN fbem-27258 57 41 , , PUNCT fbem-27258 57 42 and and CCONJ fbem-27258 57 43 the the DET fbem-27258 57 44 introduction introduction NOUN fbem-27258 57 45 of of ADP fbem-27258 57 46 0 0 NUM fbem-27258 57 47 - - SYM fbem-27258 57 48 1 1 NUM fbem-27258 57 49 variable variable ADJ fbem-27258 57 50 𝐿𝑖 𝐿𝑖 NOUN fbem-27258 57 51 β€² β€² NOUN fbem-27258 57 52 will will AUX fbem-27258 57 53 have have AUX fbem-27258 57 54 the the DET fbem-27258 57 55 detection detection NOUN fbem-27258 57 56 behavior behavior NOUN fbem-27258 57 57 of of ADP fbem-27258 57 58 part part NOUN fbem-27258 57 59 2 2 NUM fbem-27258 57 60 𝐿𝑖 𝐿𝑖 NOUN fbem-27258 57 61 β€² β€² NOUN fbem-27258 57 62 : : PUNCT fbem-27258 58 1 𝐿𝑖 𝐿𝑖 NOUN fbem-27258 58 2 β€² β€² NUM fbem-27258 59 1 = = PUNCT fbem-27258 59 2 { { PUNCT fbem-27258 59 3 𝑖 𝑖 SYM fbem-27258 59 4 = = SYM fbem-27258 59 5 0 0 NUM fbem-27258 59 6 , , PUNCT fbem-27258 59 7 no no DET fbem-27258 59 8 test test NOUN fbem-27258 59 9 the the DET fbem-27258 59 10 parts part NOUN fbem-27258 59 11 2 2 NUM fbem-27258 59 12 𝑖 𝑖 NOUN fbem-27258 59 13 = = SYM fbem-27258 59 14 1 1 NUM fbem-27258 59 15 , , PUNCT fbem-27258 59 16 test test VERB fbem-27258 59 17 the the DET fbem-27258 59 18 parts part NOUN fbem-27258 59 19 2 2 NUM fbem-27258 59 20 ( ( PUNCT fbem-27258 59 21 2 2 NUM fbem-27258 59 22 ) ) PUNCT fbem-27258 59 23 after after SCONJ fbem-27258 59 24 the the DET fbem-27258 59 25 parts part NOUN fbem-27258 59 26 are be AUX fbem-27258 59 27 tested test VERB fbem-27258 59 28 , , PUNCT fbem-27258 59 29 the the DET fbem-27258 59 30 untested untested ADJ fbem-27258 59 31 parts part NOUN fbem-27258 59 32 and and CCONJ fbem-27258 59 33 the the DET fbem-27258 59 34 finished finished ADJ fbem-27258 59 35 products product NOUN fbem-27258 59 36 assembled assemble VERB fbem-27258 59 37 with with ADP fbem-27258 59 38 qualified qualified ADJ fbem-27258 59 39 parts part NOUN fbem-27258 59 40 are be AUX fbem-27258 59 41 selected select VERB fbem-27258 59 42 . . PUNCT fbem-27258 60 1 for for ADP fbem-27258 60 2 the the DET fbem-27258 60 3 finished finished ADJ fbem-27258 60 4 products product NOUN fbem-27258 60 5 , , PUNCT fbem-27258 60 6 there there PRON fbem-27258 60 7 are be VERB fbem-27258 60 8 also also ADV fbem-27258 60 9 two two NUM fbem-27258 60 10 choices choice NOUN fbem-27258 60 11 : : PUNCT fbem-27258 60 12 test test NOUN fbem-27258 60 13 and and CCONJ fbem-27258 60 14 no no DET fbem-27258 60 15 test test NOUN fbem-27258 60 16 . . PUNCT fbem-27258 61 1 when when SCONJ fbem-27258 61 2 0 0 NUM fbem-27258 61 3 - - SYM fbem-27258 61 4 1 1 NUM fbem-27258 61 5 variable variable ADJ fbem-27258 61 6 β„Žπ‘– β„Žπ‘– NOUN fbem-27258 61 7 : : PUNCT fbem-27258 61 8 is be AUX fbem-27258 61 9 introduced introduce VERB fbem-27258 61 10 , , PUNCT fbem-27258 61 11 the the DET fbem-27258 61 12 behavior behavior NOUN fbem-27258 61 13 of of ADP fbem-27258 61 14 the the DET fbem-27258 61 15 products product NOUN fbem-27258 61 16 tested test VERB fbem-27258 61 17 is be AUX fbem-27258 61 18 β„Žπ‘– β„Žπ‘– NOUN fbem-27258 61 19 : : PUNCT fbem-27258 61 20 β„Žπ‘– β„Žπ‘– X fbem-27258 61 21 = = PUNCT fbem-27258 61 22 { { PUNCT fbem-27258 61 23 𝑖 𝑖 SYM fbem-27258 61 24 = = SYM fbem-27258 61 25 0 0 NUM fbem-27258 61 26 , , PUNCT fbem-27258 61 27 no no DET fbem-27258 61 28 test test NOUN fbem-27258 61 29 the the DET fbem-27258 61 30 product product NOUN fbem-27258 61 31 𝑖 𝑖 X fbem-27258 61 32 = = SYM fbem-27258 61 33 1 1 NUM fbem-27258 61 34 , , PUNCT fbem-27258 61 35 test test VERB fbem-27258 61 36 the the DET fbem-27258 61 37 product product NOUN fbem-27258 61 38 ( ( PUNCT fbem-27258 61 39 3 3 X fbem-27258 61 40 ) ) PUNCT fbem-27258 61 41 the the DET fbem-27258 61 42 unqualified unqualified ADJ fbem-27258 61 43 products product NOUN fbem-27258 61 44 obtained obtain VERB fbem-27258 61 45 after after ADP fbem-27258 61 46 the the DET fbem-27258 61 47 inspection inspection NOUN fbem-27258 61 48 of of ADP fbem-27258 61 49 the the DET fbem-27258 61 50 finished finish VERB fbem-27258 61 51 products product NOUN fbem-27258 61 52 are be AUX fbem-27258 61 53 treated treat VERB fbem-27258 61 54 by by ADP fbem-27258 61 55 disassembly disassembly NOUN fbem-27258 61 56 and and CCONJ fbem-27258 61 57 nondisassembly nondisassembly ADV fbem-27258 61 58 means mean VERB fbem-27258 61 59 . . PUNCT fbem-27258 62 1 the the DET fbem-27258 62 2 0 0 NUM fbem-27258 62 3 - - SYM fbem-27258 62 4 1 1 NUM fbem-27258 62 5 variable variable NOUN fbem-27258 62 6 𝐡𝑖 𝐡𝑖 PROPN fbem-27258 62 7 is be AUX fbem-27258 62 8 introduced introduce VERB fbem-27258 62 9 , , PUNCT fbem-27258 62 10 then then ADV fbem-27258 62 11 there there PRON fbem-27258 62 12 is be VERB fbem-27258 62 13 product product NOUN fbem-27258 62 14 treatment treatment NOUN fbem-27258 62 15 behavior behavior NOUN fbem-27258 63 1 𝐡𝑖 𝐡𝑖 PROPN fbem-27258 63 2 : : PUNCT fbem-27258 64 1 𝐡𝑖 𝐡𝑖 PROPN fbem-27258 64 2 = = PUNCT fbem-27258 64 3 { { PUNCT fbem-27258 64 4 𝑖 𝑖 PUNCT fbem-27258 64 5 = = SYM fbem-27258 64 6 0,disassemble 0,disassemble VERB fbem-27258 64 7 nonconforming nonconforming NOUN fbem-27258 64 8 products product NOUN fbem-27258 64 9 𝑖 𝑖 NOUN fbem-27258 64 10 = = NOUN fbem-27258 64 11 1 1 NUM fbem-27258 64 12 , , PUNCT fbem-27258 64 13 π·π‘œ π·π‘œ NOUN fbem-27258 64 14 π‘›π‘œ π‘›π‘œ PART fbem-27258 64 15 disassemble disassemble VERB fbem-27258 64 16 nonconforming nonconforming NOUN fbem-27258 64 17 products product NOUN fbem-27258 64 18 ( ( PUNCT fbem-27258 64 19 4 4 X fbem-27258 64 20 ) ) PUNCT fbem-27258 64 21 the the DET fbem-27258 64 22 goal goal NOUN fbem-27258 64 23 of of ADP fbem-27258 64 24 this this DET fbem-27258 64 25 article article NOUN fbem-27258 64 26 is be AUX fbem-27258 64 27 to to PART fbem-27258 64 28 minimize minimize VERB fbem-27258 64 29 the the DET fbem-27258 64 30 total total ADJ fbem-27258 64 31 cost cost NOUN fbem-27258 64 32 𝐢𝑧 𝐢𝑧 PROPN fbem-27258 64 33 . . PUNCT fbem-27258 65 1 according accord VERB fbem-27258 65 2 to to ADP fbem-27258 65 3 the the DET fbem-27258 65 4 question question NOUN fbem-27258 65 5 , , PUNCT fbem-27258 65 6 the the DET fbem-27258 65 7 total total ADJ fbem-27258 65 8 cost cost NOUN fbem-27258 65 9 is be AUX fbem-27258 65 10 composed compose VERB fbem-27258 65 11 of of ADP fbem-27258 65 12 three three NUM fbem-27258 65 13 parts part NOUN fbem-27258 65 14 : : PUNCT fbem-27258 65 15 the the DET fbem-27258 65 16 inspection inspection NOUN fbem-27258 65 17 cost cost NOUN fbem-27258 65 18 of of ADP fbem-27258 65 19 spare spare ADJ fbem-27258 65 20 parts part NOUN fbem-27258 65 21 𝐢𝐿 𝐢𝐿 ADV fbem-27258 65 22 , , PUNCT fbem-27258 65 23 the the DET fbem-27258 65 24 inspection inspection NOUN fbem-27258 65 25 cost cost NOUN fbem-27258 65 26 of of ADP fbem-27258 65 27 finished finished ADJ fbem-27258 65 28 products product NOUN fbem-27258 65 29 πΆβ„Ž πΆβ„Ž PROPN fbem-27258 65 30 , , PUNCT fbem-27258 65 31 the the DET fbem-27258 65 32 processing processing NOUN fbem-27258 65 33 cost cost NOUN fbem-27258 65 34 of of ADP fbem-27258 65 35 unqualified unqualified ADJ fbem-27258 65 36 products product NOUN fbem-27258 65 37 𝐢𝐡 𝐢𝐡 PROPN fbem-27258 65 38 , , PUNCT fbem-27258 65 39 the the DET fbem-27258 65 40 assembly assembly NOUN fbem-27258 65 41 cost cost VERB fbem-27258 65 42 𝐢𝑝 𝐢𝑝 PROPN fbem-27258 65 43 and and CCONJ fbem-27258 65 44 the the DET fbem-27258 65 45 replacement replacement NOUN fbem-27258 65 46 cost cost NOUN fbem-27258 66 1 𝐢𝑑. 𝐢𝑑. PROPN fbem-27258 66 2 assume assume VERB fbem-27258 66 3 that that SCONJ fbem-27258 66 4 the the DET fbem-27258 66 5 purchase purchase NOUN fbem-27258 66 6 quantity quantity NOUN fbem-27258 66 7 of of ADP fbem-27258 66 8 parts part NOUN fbem-27258 66 9 1 1 NUM fbem-27258 66 10 is be AUX fbem-27258 66 11 π‘š1 π‘š1 NOUN fbem-27258 66 12 , , PUNCT fbem-27258 66 13 the the DET fbem-27258 66 14 purchase purchase NOUN fbem-27258 66 15 quantity quantity NOUN fbem-27258 66 16 of of ADP fbem-27258 66 17 parts part NOUN fbem-27258 66 18 2 2 NUM fbem-27258 66 19 is be AUX fbem-27258 66 20 π‘š2 π‘š2 NOUN fbem-27258 66 21 , , PUNCT fbem-27258 66 22 the the DET fbem-27258 66 23 production production NOUN fbem-27258 66 24 quantity quantity NOUN fbem-27258 66 25 of of ADP fbem-27258 66 26 finished finished ADJ fbem-27258 66 27 products product NOUN fbem-27258 66 28 is be AUX fbem-27258 66 29 π‘š3 π‘š3 NOUN fbem-27258 66 30 , , PUNCT fbem-27258 66 31 the the DET fbem-27258 66 32 number number NOUN fbem-27258 66 33 of of ADP fbem-27258 66 34 unqualified unqualified ADJ fbem-27258 66 35 products product NOUN fbem-27258 66 36 is be AUX fbem-27258 66 37 π‘š4 π‘š4 ADJ fbem-27258 66 38 , , PUNCT fbem-27258 66 39 the the DET fbem-27258 66 40 defective defective ADJ fbem-27258 66 41 rate rate NOUN fbem-27258 66 42 is be AUX fbem-27258 66 43 π‘π‘š π‘π‘š ADP fbem-27258 66 44 , , PUNCT fbem-27258 66 45 the the DET fbem-27258 66 46 loss loss NOUN fbem-27258 66 47 of of ADP fbem-27258 66 48 single single ADJ fbem-27258 66 49 finished finished ADJ fbem-27258 66 50 product product NOUN fbem-27258 66 51 replacement replacement NOUN fbem-27258 66 52 is be AUX fbem-27258 66 53 𝐢𝑑0 𝐢𝑑0 ADJ fbem-27258 66 54 , , PUNCT fbem-27258 66 55 and and CCONJ fbem-27258 66 56 the the DET fbem-27258 66 57 single single ADJ fbem-27258 66 58 assembly assembly NOUN fbem-27258 66 59 cost cost NOUN fbem-27258 66 60 is be AUX fbem-27258 66 61 𝐢𝑝0 𝐢𝑝0 ADJ fbem-27258 66 62 . . PUNCT fbem-27258 67 1 the the DET fbem-27258 67 2 inspection inspection NOUN fbem-27258 67 3 cost cost NOUN fbem-27258 67 4 of of ADP fbem-27258 67 5 spare spare ADJ fbem-27258 67 6 parts part NOUN fbem-27258 67 7 𝐢𝐿 𝐢𝐿 PROPN fbem-27258 67 8 is be AUX fbem-27258 67 9 : : PUNCT fbem-27258 67 10 𝐢𝐿 𝐢𝐿 PROPN fbem-27258 67 11 = = PUNCT fbem-27258 68 1 𝐿𝑖 𝐿𝑖 NOUN fbem-27258 68 2 Γ— Γ— NOUN fbem-27258 68 3 𝐢1 𝐢1 PRON fbem-27258 68 4 Γ— Γ— NOUN fbem-27258 68 5 π‘š1 π‘š1 NOUN fbem-27258 68 6 + + CCONJ fbem-27258 68 7 𝐿𝑖 𝐿𝑖 PROPN fbem-27258 68 8 β€² β€² NUM fbem-27258 68 9 Γ— Γ— NOUN fbem-27258 68 10 𝐢2 𝐢2 INTJ fbem-27258 68 11 Γ— Γ— PROPN fbem-27258 68 12 π‘š2 π‘š2 NOUN fbem-27258 68 13 ( ( PUNCT fbem-27258 68 14 5 5 NUM fbem-27258 68 15 ) ) PUNCT fbem-27258 68 16 the the DET fbem-27258 68 17 inspection inspection NOUN fbem-27258 68 18 cost cost NOUN fbem-27258 68 19 of of ADP fbem-27258 68 20 the the DET fbem-27258 68 21 finished finished ADJ fbem-27258 68 22 product product NOUN fbem-27258 68 23 πΆβ„Ž πΆβ„Ž PROPN fbem-27258 68 24 is be AUX fbem-27258 68 25 : : PUNCT fbem-27258 68 26 πΆβ„Ž πΆβ„Ž PROPN fbem-27258 68 27 = = PUNCT fbem-27258 68 28 β„Žπ‘– β„Žπ‘– NOUN fbem-27258 68 29 Γ— Γ— NOUN fbem-27258 68 30 π‘š3 π‘š3 NOUN fbem-27258 68 31 Γ— Γ— PROPN fbem-27258 68 32 πΆβ„Ž0 πΆβ„Ž0 NOUN fbem-27258 68 33 ( ( PUNCT fbem-27258 68 34 6 6 NUM fbem-27258 68 35 ) ) PUNCT fbem-27258 68 36 the the DET fbem-27258 68 37 processing processing NOUN fbem-27258 68 38 cost cost NOUN fbem-27258 68 39 𝐢𝐡 𝐢𝐡 PROPN fbem-27258 68 40 of of ADP fbem-27258 68 41 nonconforming nonconforming NOUN fbem-27258 68 42 products product NOUN fbem-27258 68 43 is be AUX fbem-27258 68 44 : : PUNCT fbem-27258 68 45 𝐢𝐷 𝐢𝐷 PROPN fbem-27258 68 46 = = SYM fbem-27258 68 47 𝐡𝑖 𝐡𝑖 PROPN fbem-27258 68 48 Γ— Γ— NOUN fbem-27258 68 49 π‘š4 π‘š4 PROPN fbem-27258 68 50 Γ— Γ— PROPN fbem-27258 68 51 𝐢𝑛 𝐢𝑛 PROPN fbem-27258 68 52 ( ( PUNCT fbem-27258 68 53 7 7 NUM fbem-27258 68 54 ) ) PUNCT fbem-27258 68 55 assuming assume VERB fbem-27258 68 56 that that SCONJ fbem-27258 68 57 the the DET fbem-27258 68 58 unqualified unqualified ADJ fbem-27258 68 59 products product NOUN fbem-27258 68 60 bought buy VERB fbem-27258 68 61 by by ADP fbem-27258 68 62 the the DET fbem-27258 68 63 customer customer NOUN fbem-27258 68 64 are be AUX fbem-27258 68 65 from from ADP fbem-27258 68 66 the the DET fbem-27258 68 67 products product NOUN fbem-27258 68 68 that that PRON fbem-27258 68 69 have have AUX fbem-27258 68 70 not not PART fbem-27258 68 71 been be AUX fbem-27258 68 72 tested test VERB fbem-27258 68 73 for for ADP fbem-27258 68 74 finished finished ADJ fbem-27258 68 75 products product NOUN fbem-27258 68 76 ( ( PUNCT fbem-27258 68 77 that that PRON fbem-27258 68 78 is is ADV fbem-27258 68 79 , , PUNCT fbem-27258 68 80 the the DET fbem-27258 68 81 products product NOUN fbem-27258 68 82 that that PRON fbem-27258 68 83 have have AUX fbem-27258 68 84 passed pass VERB fbem-27258 68 85 the the DET fbem-27258 68 86 product product NOUN fbem-27258 68 87 test test NOUN fbem-27258 68 88 must must AUX fbem-27258 68 89 be be AUX fbem-27258 68 90 qualified qualified ADJ fbem-27258 68 91 ) ) PUNCT fbem-27258 68 92 , , PUNCT fbem-27258 68 93 the the DET fbem-27258 68 94 cost cost NOUN fbem-27258 68 95 𝐢𝑑 𝐢𝑑 PROPN fbem-27258 68 96 generated generate VERB fbem-27258 68 97 by by ADP fbem-27258 68 98 the the DET fbem-27258 68 99 52 52 NUM fbem-27258 68 100 replacement replacement NOUN fbem-27258 68 101 is be AUX fbem-27258 68 102 : : PUNCT fbem-27258 68 103 𝐢𝑑 𝐢𝑑 PROPN fbem-27258 68 104 = = PUNCT fbem-27258 68 105 π‘π‘š π‘π‘š ADP fbem-27258 68 106 Γ— Γ— NOUN fbem-27258 68 107 π‘š3 π‘š3 NOUN fbem-27258 68 108 Γ— Γ— NOUN fbem-27258 68 109 ( ( PUNCT fbem-27258 68 110 1 1 NUM fbem-27258 68 111 βˆ’ βˆ’ NOUN fbem-27258 68 112 β„Žπ‘– β„Žπ‘– NOUN fbem-27258 68 113 ) ) PUNCT fbem-27258 68 114 ( ( PUNCT fbem-27258 68 115 8) 8) NUM fbem-27258 68 116 assembly assembly NOUN fbem-27258 68 117 cost cost NOUN fbem-27258 68 118 𝐢𝑝 𝐢𝑝 PROPN fbem-27258 68 119 is be AUX fbem-27258 68 120 : : PUNCT fbem-27258 68 121 𝐢𝑝 𝐢𝑝 PROPN fbem-27258 68 122 = = PUNCT fbem-27258 68 123 π‘š3 π‘š3 NOUN fbem-27258 68 124 Γ— Γ— NOUN fbem-27258 68 125 𝐢𝑝0 𝐢𝑝0 ADJ fbem-27258 68 126 ( ( PUNCT fbem-27258 68 127 9 9 X fbem-27258 68 128 ) ) PUNCT fbem-27258 68 129 the the DET fbem-27258 68 130 whole whole ADJ fbem-27258 68 131 decision decision NOUN fbem-27258 68 132 - - PUNCT fbem-27258 68 133 making make VERB fbem-27258 68 134 process process NOUN fbem-27258 68 135 is be AUX fbem-27258 68 136 carried carry VERB fbem-27258 68 137 out out ADP fbem-27258 68 138 , , PUNCT fbem-27258 68 139 and and CCONJ fbem-27258 68 140 the the DET fbem-27258 68 141 assembly assembly NOUN fbem-27258 68 142 cost cost NOUN fbem-27258 68 143 that that PRON fbem-27258 68 144 is be AUX fbem-27258 68 145 not not PART fbem-27258 68 146 affected affect VERB fbem-27258 68 147 by by ADP fbem-27258 68 148 the the DET fbem-27258 68 149 inspection inspection NOUN fbem-27258 68 150 decision decision NOUN fbem-27258 68 151 has have VERB fbem-27258 68 152 no no DET fbem-27258 68 153 impact impact NOUN fbem-27258 68 154 on on ADP fbem-27258 68 155 the the DET fbem-27258 68 156 minimization minimization NOUN fbem-27258 68 157 of of ADP fbem-27258 68 158 the the DET fbem-27258 68 159 total total ADJ fbem-27258 68 160 cost cost NOUN fbem-27258 68 161 , , PUNCT fbem-27258 68 162 then then ADV fbem-27258 68 163 the the DET fbem-27258 68 164 part part NOUN fbem-27258 68 165 of of ADP fbem-27258 68 166 production production NOUN fbem-27258 68 167 cost cost NOUN fbem-27258 68 168 𝐢𝑑 𝐢𝑑 PROPN fbem-27258 68 169 that that PRON fbem-27258 68 170 is be AUX fbem-27258 68 171 affected affect VERB fbem-27258 68 172 by by ADP fbem-27258 68 173 the the DET fbem-27258 68 174 inspection inspection NOUN fbem-27258 68 175 decision decision NOUN fbem-27258 68 176 and and CCONJ fbem-27258 68 177 thus thus ADV fbem-27258 68 178 affects affect VERB fbem-27258 68 179 the the DET fbem-27258 68 180 total total ADJ fbem-27258 68 181 cost cost NOUN fbem-27258 68 182 is be AUX fbem-27258 68 183 as as SCONJ fbem-27258 68 184 follows follow VERB fbem-27258 68 185 : : PUNCT fbem-27258 68 186 𝐢𝑑 𝐢𝑑 PROPN fbem-27258 68 187 = = PUNCT fbem-27258 68 188 { { PUNCT fbem-27258 68 189 𝐢𝐿 𝐢𝐿 ADP fbem-27258 68 190 + + CCONJ fbem-27258 68 191 πΆβ„Ž πΆβ„Ž PROPN fbem-27258 68 192 + + CCONJ fbem-27258 68 193 𝐢𝐡 𝐢𝐡 PROPN fbem-27258 68 194 + + CCONJ fbem-27258 68 195 𝐢𝑑 𝐢𝑑 PROPN fbem-27258 68 196 } } PUNCT fbem-27258 68 197 ( ( PUNCT fbem-27258 68 198 10 10 NUM fbem-27258 68 199 ) ) PUNCT fbem-27258 68 200 therefore therefore ADV fbem-27258 68 201 , , PUNCT fbem-27258 68 202 to to PART fbem-27258 68 203 sum sum VERB fbem-27258 68 204 up up ADP fbem-27258 68 205 , , PUNCT fbem-27258 68 206 a a DET fbem-27258 68 207 single single ADJ fbem-27258 68 208 objective objective ADJ fbem-27258 68 209 programming programming NOUN fbem-27258 68 210 model model NOUN fbem-27258 68 211 which which PRON fbem-27258 68 212 is be AUX fbem-27258 68 213 influenced influence VERB fbem-27258 68 214 by by ADP fbem-27258 68 215 the the DET fbem-27258 68 216 test test NOUN fbem-27258 68 217 decision decision NOUN fbem-27258 68 218 and and CCONJ fbem-27258 68 219 thus thus ADV fbem-27258 68 220 affects affect VERB fbem-27258 68 221 the the DET fbem-27258 68 222 total total ADJ fbem-27258 68 223 cost cost NOUN fbem-27258 68 224 minimization minimization NOUN fbem-27258 68 225 𝐢𝑧 𝐢𝑧 PROPN fbem-27258 68 226 is be AUX fbem-27258 68 227 established establish VERB fbem-27258 68 228 as as SCONJ fbem-27258 68 229 follows follow VERB fbem-27258 68 230 : : PUNCT fbem-27258 68 231 the the DET fbem-27258 68 232 decision decision NOUN fbem-27258 68 233 variables variable NOUN fbem-27258 68 234 are be AUX fbem-27258 68 235 : : PUNCT fbem-27258 68 236 𝐿𝑖 𝐿𝑖 NOUN fbem-27258 68 237 , , PUNCT fbem-27258 68 238 𝐿𝑖 𝐿𝑖 PROPN fbem-27258 68 239 β€² β€² NUM fbem-27258 68 240 , , PUNCT fbem-27258 68 241 β„Žπ‘– β„Žπ‘– NOUN fbem-27258 68 242 , , PUNCT fbem-27258 68 243 𝐡𝑖 𝐡𝑖 PROPN fbem-27258 68 244 ( ( PUNCT fbem-27258 68 245 11 11 NUM fbem-27258 68 246 ) ) PUNCT fbem-27258 68 247 the the DET fbem-27258 68 248 objective objective ADJ fbem-27258 68 249 function function NOUN fbem-27258 68 250 is be AUX fbem-27258 68 251 : : PUNCT fbem-27258 68 252 𝐢𝑧 𝐢𝑧 PROPN fbem-27258 68 253 = = PUNCT fbem-27258 68 254 π‘šπ‘–π‘›{𝐢𝐿 π‘šπ‘–π‘›{𝐢𝐿 NOUN fbem-27258 68 255 + + CCONJ fbem-27258 68 256 πΆβ„Ž πΆβ„Ž PROPN fbem-27258 68 257 + + CCONJ fbem-27258 68 258 𝐢𝐡 𝐢𝐡 PROPN fbem-27258 68 259 + + CCONJ fbem-27258 68 260 𝐢𝑑 𝐢𝑑 PROPN fbem-27258 68 261 + + CCONJ fbem-27258 68 262 𝐢𝑝 𝐢𝑝 PROPN fbem-27258 68 263 } } PUNCT fbem-27258 68 264 ( ( PUNCT fbem-27258 68 265 12 12 NUM fbem-27258 68 266 ) ) PUNCT fbem-27258 68 267 4 4 NUM fbem-27258 68 268 . . PUNCT fbem-27258 68 269 results result VERB fbem-27258 68 270 4.1 4.1 NUM fbem-27258 68 271 . . PUNCT fbem-27258 69 1 analysis analysis NOUN fbem-27258 69 2 of of ADP fbem-27258 69 3 experimental experimental ADJ fbem-27258 69 4 results result NOUN fbem-27258 69 5 the the DET fbem-27258 69 6 optimal optimal ADJ fbem-27258 69 7 decision decision NOUN fbem-27258 69 8 - - PUNCT fbem-27258 69 9 making make VERB fbem-27258 69 10 solutions solution NOUN fbem-27258 69 11 table table NOUN fbem-27258 69 12 1 1 NUM fbem-27258 69 13 optimal optimal ADJ fbem-27258 69 14 decision decision NOUN fbem-27258 69 15 scheme scheme NOUN fbem-27258 69 16 obtained obtain VERB fbem-27258 69 17 through through ADP fbem-27258 69 18 multiple multiple ADJ fbem-27258 69 19 genetic genetic ADJ fbem-27258 69 20 iterations iteration NOUN fbem-27258 69 21 align align VERB fbem-27258 69 22 closely closely ADV fbem-27258 69 23 with with ADP fbem-27258 69 24 actual actual ADJ fbem-27258 69 25 decision decision NOUN fbem-27258 69 26 - - PUNCT fbem-27258 69 27 making make VERB fbem-27258 69 28 outcomes outcome NOUN fbem-27258 69 29 ; ; PUNCT fbem-27258 69 30 however however ADV fbem-27258 69 31 , , PUNCT fbem-27258 69 32 some some DET fbem-27258 69 33 discrepancies discrepancy NOUN fbem-27258 69 34 remain remain VERB fbem-27258 69 35 , , PUNCT fbem-27258 69 36 primarily primarily ADV fbem-27258 69 37 due due ADP fbem-27258 69 38 to to ADP fbem-27258 69 39 the the DET fbem-27258 69 40 inherent inherent ADJ fbem-27258 69 41 randomness randomness NOUN fbem-27258 69 42 associated associate VERB fbem-27258 69 43 with with ADP fbem-27258 69 44 genetic genetic ADJ fbem-27258 69 45 algorithms algorithm NOUN fbem-27258 69 46 . . PUNCT fbem-27258 70 1 table table NOUN fbem-27258 70 2 1 1 NUM fbem-27258 70 3 . . X fbem-27258 71 1 optimal optimal ADJ fbem-27258 71 2 decision decision NOUN fbem-27258 71 3 scheme scheme NOUN fbem-27258 71 4 conditions condition NOUN fbem-27258 71 5 strategies strategy NOUN fbem-27258 71 6 average average ADJ fbem-27258 71 7 cost cost NOUN fbem-27258 71 8 ( ( PUNCT fbem-27258 71 9 rmb rmb NOUN fbem-27258 71 10 ) ) PUNCT fbem-27258 71 11 1 1 NUM fbem-27258 72 1 [ [ SYM fbem-27258 72 2 1 1 NUM fbem-27258 72 3 0 0 NUM fbem-27258 72 4 1 1 NUM fbem-27258 72 5 1 1 NUM fbem-27258 72 6 ] ] SYM fbem-27258 72 7 33.2 33.2 NUM fbem-27258 72 8 2 2 NUM fbem-27258 72 9 [ [ X fbem-27258 72 10 1 1 NUM fbem-27258 72 11 0 0 NUM fbem-27258 72 12 1 1 NUM fbem-27258 72 13 0 0 NUM fbem-27258 72 14 ] ] SYM fbem-27258 72 15 34.8 34.8 NUM fbem-27258 72 16 3 3 NUM fbem-27258 73 1 [ [ X fbem-27258 73 2 0 0 NUM fbem-27258 73 3 0 0 NUM fbem-27258 73 4 1 1 NUM fbem-27258 73 5 1 1 NUM fbem-27258 73 6 ] ] SYM fbem-27258 73 7 33.2 33.2 NUM fbem-27258 73 8 4 4 NUM fbem-27258 73 9 [ [ SYM fbem-27258 73 10 1 1 NUM fbem-27258 73 11 1 1 NUM fbem-27258 73 12 0 0 NUM fbem-27258 73 13 0 0 NUM fbem-27258 73 14 ] ] X fbem-27258 73 15 31.8 31.8 NUM fbem-27258 73 16 5 5 NUM fbem-27258 74 1 [ [ X fbem-27258 74 2 0 0 NUM fbem-27258 74 3 0 0 NUM fbem-27258 74 4 0 0 NUM fbem-27258 74 5 1 1 NUM fbem-27258 74 6 ] ] SYM fbem-27258 74 7 31.4 31.4 NUM fbem-27258 74 8 6 6 NUM fbem-27258 75 1 [ [ X fbem-27258 75 2 0 0 NUM fbem-27258 75 3 0 0 NUM fbem-27258 75 4 1 1 NUM fbem-27258 75 5 0 0 NUM fbem-27258 75 6 ] ] X fbem-27258 75 7 32.16 32.16 NUM fbem-27258 75 8 a a DET fbem-27258 75 9 b b NOUN fbem-27258 75 10 c c NOUN fbem-27258 75 11 d d X fbem-27258 75 12 e e X fbem-27258 75 13 f f PROPN fbem-27258 75 14 figure figure NOUN fbem-27258 75 15 1 1 NUM fbem-27258 75 16 . . PUNCT fbem-27258 76 1 the the DET fbem-27258 76 2 average average ADJ fbem-27258 76 3 and and CCONJ fbem-27258 76 4 minimum minimum ADJ fbem-27258 76 5 cost cost NOUN fbem-27258 76 6 of of ADP fbem-27258 76 7 the the DET fbem-27258 76 8 decision decision NOUN fbem-27258 76 9 solution solution NOUN fbem-27258 76 10 under under ADP fbem-27258 76 11 6 6 NUM fbem-27258 76 12 scenarios scenario NOUN fbem-27258 76 13 53 53 NUM fbem-27258 76 14 a a DET fbem-27258 76 15 comparative comparative ADJ fbem-27258 76 16 analysis analysis NOUN fbem-27258 76 17 between between ADP fbem-27258 76 18 the the DET fbem-27258 76 19 predicted predict VERB fbem-27258 76 20 solutions solution NOUN fbem-27258 76 21 figure figure VERB fbem-27258 76 22 1 1 NUM fbem-27258 76 23 the the DET fbem-27258 76 24 average average ADJ fbem-27258 76 25 and and CCONJ fbem-27258 76 26 minimum minimum ADJ fbem-27258 76 27 cost cost NOUN fbem-27258 76 28 of of ADP fbem-27258 76 29 the the DET fbem-27258 76 30 decision decision NOUN fbem-27258 76 31 solution solution NOUN fbem-27258 76 32 under under ADP fbem-27258 76 33 6 6 NUM fbem-27258 76 34 scenarios scenario NOUN fbem-27258 76 35 . . PUNCT fbem-27258 77 1 and and CCONJ fbem-27258 77 2 the the DET fbem-27258 77 3 actual actual ADJ fbem-27258 77 4 implementations implementation NOUN fbem-27258 77 5 reveals reveal VERB fbem-27258 77 6 that that SCONJ fbem-27258 77 7 genetic genetic ADJ fbem-27258 77 8 algorithms algorithm NOUN fbem-27258 77 9 exhibit exhibit VERB fbem-27258 77 10 robust robust ADJ fbem-27258 77 11 predictive predictive ADJ fbem-27258 77 12 performance performance NOUN fbem-27258 77 13 , , PUNCT fbem-27258 77 14 demonstrating demonstrate VERB fbem-27258 77 15 relatively relatively ADV fbem-27258 77 16 small small ADJ fbem-27258 77 17 errors error NOUN fbem-27258 77 18 . . PUNCT fbem-27258 78 1 nevertheless nevertheless ADV fbem-27258 78 2 , , PUNCT fbem-27258 78 3 the the DET fbem-27258 78 4 efficacy efficacy NOUN fbem-27258 78 5 of of ADP fbem-27258 78 6 the the DET fbem-27258 78 7 genetic genetic ADJ fbem-27258 78 8 algorithm algorithm NOUN fbem-27258 78 9 is be AUX fbem-27258 78 10 significantly significantly ADV fbem-27258 78 11 dependent dependent ADJ fbem-27258 78 12 on on ADP fbem-27258 78 13 the the DET fbem-27258 78 14 tuning tuning NOUN fbem-27258 78 15 of of ADP fbem-27258 78 16 its its PRON fbem-27258 78 17 parameters parameter NOUN fbem-27258 78 18 . . PUNCT fbem-27258 79 1 therefore therefore ADV fbem-27258 79 2 , , PUNCT fbem-27258 79 3 future future ADJ fbem-27258 79 4 experiments experiment NOUN fbem-27258 79 5 should should AUX fbem-27258 79 6 focus focus VERB fbem-27258 79 7 on on ADP fbem-27258 79 8 refining refine VERB fbem-27258 79 9 these these DET fbem-27258 79 10 algorithmic algorithmic ADJ fbem-27258 79 11 parameters parameter NOUN fbem-27258 79 12 to to PART fbem-27258 79 13 enhance enhance VERB fbem-27258 79 14 solution solution NOUN fbem-27258 79 15 quality quality NOUN fbem-27258 79 16 further far ADV fbem-27258 79 17 , , PUNCT fbem-27258 79 18 potentially potentially ADV fbem-27258 79 19 leading lead VERB fbem-27258 79 20 to to ADP fbem-27258 79 21 more more ADV fbem-27258 79 22 optimal optimal ADJ fbem-27258 79 23 strategies strategy NOUN fbem-27258 79 24 . . PUNCT fbem-27258 80 1 this this DET fbem-27258 80 2 ongoing ongoing ADJ fbem-27258 80 3 optimization optimization NOUN fbem-27258 80 4 process process NOUN fbem-27258 80 5 is be AUX fbem-27258 80 6 essential essential ADJ fbem-27258 80 7 to to PART fbem-27258 80 8 fully fully ADV fbem-27258 80 9 leverage leverage VERB fbem-27258 80 10 the the DET fbem-27258 80 11 capabilities capability NOUN fbem-27258 80 12 of of ADP fbem-27258 80 13 genetic genetic ADJ fbem-27258 80 14 algorithms algorithm NOUN fbem-27258 80 15 in in ADP fbem-27258 80 16 dynamic dynamic ADJ fbem-27258 80 17 production production NOUN fbem-27258 80 18 environments environment NOUN fbem-27258 80 19 and and CCONJ fbem-27258 80 20 to to PART fbem-27258 80 21 minimize minimize VERB fbem-27258 80 22 the the DET fbem-27258 80 23 impact impact NOUN fbem-27258 80 24 of of ADP fbem-27258 80 25 their their PRON fbem-27258 80 26 stochastic stochastic ADJ fbem-27258 80 27 nature nature NOUN fbem-27258 80 28 . . PUNCT fbem-27258 81 1 ( ( PUNCT fbem-27258 81 2 in in ADP fbem-27258 81 3 the the DET fbem-27258 81 4 chart chart NOUN fbem-27258 81 5 below below ADV fbem-27258 81 6 , , PUNCT fbem-27258 81 7 the the DET fbem-27258 81 8 vertical vertical ADJ fbem-27258 81 9 coordinates coordinate NOUN fbem-27258 81 10 cost/ cost/ NUM fbem-27258 81 11 yuan yuan NOUN fbem-27258 81 12 and and CCONJ fbem-27258 81 13 the the DET fbem-27258 81 14 horizontal horizontal ADJ fbem-27258 81 15 coordinates coordinate NOUN fbem-27258 81 16 child child NOUN fbem-27258 81 17 / / SYM fbem-27258 81 18 generation generation NOUN fbem-27258 81 19 are be AUX fbem-27258 81 20 shown show VERB fbem-27258 81 21 ) ) PUNCT fbem-27258 81 22 5 5 NUM fbem-27258 81 23 . . PUNCT fbem-27258 81 24 conclusion conclusion NOUN fbem-27258 81 25 in in ADP fbem-27258 81 26 this this DET fbem-27258 81 27 paper paper NOUN fbem-27258 81 28 , , PUNCT fbem-27258 81 29 we we PRON fbem-27258 81 30 tackle tackle VERB fbem-27258 81 31 the the DET fbem-27258 81 32 shortcomings shortcoming NOUN fbem-27258 81 33 of of ADP fbem-27258 81 34 traditional traditional ADJ fbem-27258 81 35 genetic genetic ADJ fbem-27258 81 36 algorithms algorithms NOUN fbem-27258 81 37 by by ADP fbem-27258 81 38 proposing propose VERB fbem-27258 81 39 a a DET fbem-27258 81 40 dynamic dynamic ADJ fbem-27258 81 41 genetic genetic ADJ fbem-27258 81 42 algorithm algorithm NOUN fbem-27258 81 43 that that PRON fbem-27258 81 44 supports support VERB fbem-27258 81 45 real real ADJ fbem-27258 81 46 - - PUNCT fbem-27258 81 47 time time NOUN fbem-27258 81 48 parameter parameter NOUN fbem-27258 81 49 adjustments adjustment NOUN fbem-27258 81 50 . . PUNCT fbem-27258 82 1 this this DET fbem-27258 82 2 advancement advancement NOUN fbem-27258 82 3 enables enable VERB fbem-27258 82 4 the the DET fbem-27258 82 5 development development NOUN fbem-27258 82 6 of of ADP fbem-27258 82 7 decision decision NOUN fbem-27258 82 8 - - PUNCT fbem-27258 82 9 making make VERB fbem-27258 82 10 solutions solution NOUN fbem-27258 82 11 that that PRON fbem-27258 82 12 are be AUX fbem-27258 82 13 specifically specifically ADV fbem-27258 82 14 tailored tailor VERB fbem-27258 82 15 to to ADP fbem-27258 82 16 the the DET fbem-27258 82 17 unique unique ADJ fbem-27258 82 18 demands demand NOUN fbem-27258 82 19 of of ADP fbem-27258 82 20 various various ADJ fbem-27258 82 21 production production NOUN fbem-27258 82 22 environments environment NOUN fbem-27258 82 23 . . PUNCT fbem-27258 83 1 our our PRON fbem-27258 83 2 experimental experimental ADJ fbem-27258 83 3 results result NOUN fbem-27258 83 4 reveal reveal VERB fbem-27258 83 5 that that SCONJ fbem-27258 83 6 the the DET fbem-27258 83 7 dynamic dynamic ADJ fbem-27258 83 8 parameter parameter NOUN fbem-27258 83 9 - - PUNCT fbem-27258 83 10 tuning tune VERB fbem-27258 83 11 genetic genetic ADJ fbem-27258 83 12 algorithm algorithm NOUN fbem-27258 83 13 significantly significantly ADV fbem-27258 83 14 outperforms outperform VERB fbem-27258 83 15 conventional conventional ADJ fbem-27258 83 16 methods method NOUN fbem-27258 83 17 when when SCONJ fbem-27258 83 18 applied apply VERB fbem-27258 83 19 to to ADP fbem-27258 83 20 resource resource NOUN fbem-27258 83 21 - - PUNCT fbem-27258 83 22 constrained constrain VERB fbem-27258 83 23 project project NOUN fbem-27258 83 24 scheduling scheduling NOUN fbem-27258 83 25 problems problem NOUN fbem-27258 83 26 ( ( PUNCT fbem-27258 83 27 rcpsp rcpsp NOUN fbem-27258 83 28 ) ) PUNCT fbem-27258 83 29 . . PUNCT fbem-27258 84 1 by by ADP fbem-27258 84 2 improving improve VERB fbem-27258 84 3 decision decision NOUN fbem-27258 84 4 - - PUNCT fbem-27258 84 5 making make VERB fbem-27258 84 6 efficiency efficiency NOUN fbem-27258 84 7 , , PUNCT fbem-27258 84 8 this this DET fbem-27258 84 9 algorithm algorithm NOUN fbem-27258 84 10 enhances enhance VERB fbem-27258 84 11 the the DET fbem-27258 84 12 system system NOUN fbem-27258 84 13 's 's PART fbem-27258 84 14 ability ability NOUN fbem-27258 84 15 to to PART fbem-27258 84 16 adapt adapt VERB fbem-27258 84 17 to to ADP fbem-27258 84 18 changing change VERB fbem-27258 84 19 environmental environmental ADJ fbem-27258 84 20 conditions condition NOUN fbem-27258 84 21 . . PUNCT fbem-27258 85 1 moreover moreover ADV fbem-27258 85 2 , , PUNCT fbem-27258 85 3 this this DET fbem-27258 85 4 research research NOUN fbem-27258 85 5 provides provide VERB fbem-27258 85 6 valuable valuable ADJ fbem-27258 85 7 insights insight NOUN fbem-27258 85 8 into into ADP fbem-27258 85 9 production production NOUN fbem-27258 85 10 decisionmaking decisionmaking NOUN fbem-27258 85 11 , , PUNCT fbem-27258 85 12 illustrating illustrate VERB fbem-27258 85 13 the the DET fbem-27258 85 14 transformative transformative ADJ fbem-27258 85 15 potential potential NOUN fbem-27258 85 16 of of ADP fbem-27258 85 17 genetic genetic ADJ fbem-27258 85 18 algorithms algorithm NOUN fbem-27258 85 19 in in ADP fbem-27258 85 20 complex complex ADJ fbem-27258 85 21 , , PUNCT fbem-27258 85 22 dynamic dynamic ADJ fbem-27258 85 23 contexts contexts NOUN fbem-27258 85 24 . . PUNCT fbem-27258 86 1 our our PRON fbem-27258 86 2 findings finding NOUN fbem-27258 86 3 not not PART fbem-27258 86 4 only only ADV fbem-27258 86 5 advance advance VERB fbem-27258 86 6 the the DET fbem-27258 86 7 theoretical theoretical ADJ fbem-27258 86 8 understanding understanding NOUN fbem-27258 86 9 of of ADP fbem-27258 86 10 genetic genetic ADJ fbem-27258 86 11 algorithms algorithm NOUN fbem-27258 86 12 but but CCONJ fbem-27258 86 13 also also ADV fbem-27258 86 14 highlight highlight VERB fbem-27258 86 15 their their PRON fbem-27258 86 16 practical practical ADJ fbem-27258 86 17 applicability applicability NOUN fbem-27258 86 18 in in ADP fbem-27258 86 19 optimizing optimize VERB fbem-27258 86 20 production production NOUN fbem-27258 86 21 processes process NOUN fbem-27258 86 22 . . PUNCT fbem-27258 87 1 ultimately ultimately ADV fbem-27258 87 2 , , PUNCT fbem-27258 87 3 by by ADP fbem-27258 87 4 demonstrating demonstrate VERB fbem-27258 87 5 the the DET fbem-27258 87 6 advantages advantage NOUN fbem-27258 87 7 of of ADP fbem-27258 87 8 dynamic dynamic ADJ fbem-27258 87 9 adjustments adjustment NOUN fbem-27258 87 10 , , PUNCT fbem-27258 87 11 we we PRON fbem-27258 87 12 emphasize emphasize VERB fbem-27258 87 13 the the DET fbem-27258 87 14 importance importance NOUN fbem-27258 87 15 of of ADP fbem-27258 87 16 adaptive adaptive ADJ fbem-27258 87 17 algorithms algorithm NOUN fbem-27258 87 18 in in ADP fbem-27258 87 19 contemporary contemporary ADJ fbem-27258 87 20 industry industry NOUN fbem-27258 87 21 , , PUNCT fbem-27258 87 22 encouraging encourage VERB fbem-27258 87 23 further further ADJ fbem-27258 87 24 exploration exploration NOUN fbem-27258 87 25 and and CCONJ fbem-27258 87 26 development development NOUN fbem-27258 87 27 in in ADP fbem-27258 87 28 this this DET fbem-27258 87 29 critical critical ADJ fbem-27258 87 30 area area NOUN fbem-27258 87 31 . . PUNCT fbem-27258 88 1 this this DET fbem-27258 88 2 work work NOUN fbem-27258 88 3 lays lay VERB fbem-27258 88 4 the the DET fbem-27258 88 5 groundwork groundwork NOUN fbem-27258 88 6 for for ADP fbem-27258 88 7 future future ADJ fbem-27258 88 8 research research NOUN fbem-27258 88 9 , , PUNCT fbem-27258 88 10 aiming aim VERB fbem-27258 88 11 to to PART fbem-27258 88 12 refine refine VERB fbem-27258 88 13 the the DET fbem-27258 88 14 capabilities capability NOUN fbem-27258 88 15 of of ADP fbem-27258 88 16 genetic genetic ADJ fbem-27258 88 17 algorithms algorithm NOUN fbem-27258 88 18 and and CCONJ fbem-27258 88 19 broaden broaden VERB fbem-27258 88 20 their their PRON fbem-27258 88 21 implementation implementation NOUN fbem-27258 88 22 across across ADP fbem-27258 88 23 diverse diverse ADJ fbem-27258 88 24 industrial industrial ADJ fbem-27258 88 25 applications application NOUN fbem-27258 88 26 , , PUNCT fbem-27258 88 27 ultimately ultimately ADV fbem-27258 88 28 contributing contribute VERB fbem-27258 88 29 to to ADP fbem-27258 88 30 more more ADV fbem-27258 88 31 efficient efficient ADJ fbem-27258 88 32 and and CCONJ fbem-27258 88 33 responsive responsive ADJ fbem-27258 88 34 production production NOUN fbem-27258 88 35 systems system NOUN fbem-27258 88 36 . . PUNCT fbem-27258 89 1 references reference NOUN fbem-27258 89 2 [ [ X fbem-27258 89 3 1 1 NUM fbem-27258 89 4 ] ] PUNCT fbem-27258 89 5 song song NOUN fbem-27258 89 6 yuxi yuxi NOUN fbem-27258 89 7 . . PUNCT fbem-27258 90 1 heuristic heuristic ADJ fbem-27258 90 2 algorithm algorithm NOUN fbem-27258 90 3 for for ADP fbem-27258 90 4 workshop workshop NOUN fbem-27258 90 5 production production NOUN fbem-27258 90 6 resource resource NOUN fbem-27258 90 7 scheduling scheduling NOUN fbem-27258 90 8 and and CCONJ fbem-27258 90 9 allocation allocation NOUN fbem-27258 90 10 problem problem NOUN fbem-27258 91 1 [ [ X fbem-27258 91 2 d d X fbem-27258 91 3 ] ] X fbem-27258 91 4 . . PUNCT fbem-27258 92 1 huazhong huazhong PROPN fbem-27258 92 2 university university PROPN fbem-27258 92 3 of of ADP fbem-27258 92 4 science science NOUN fbem-27258 92 5 and and CCONJ fbem-27258 92 6 technology technology NOUN fbem-27258 92 7 , , PUNCT fbem-27258 92 8 2021 2021 NUM fbem-27258 92 9 . . PUNCT fbem-27258 93 1 [ [ X fbem-27258 93 2 2 2 NUM fbem-27258 93 3 ] ] PUNCT fbem-27258 93 4 wang wang PROPN fbem-27258 93 5 wenbo wenbo PROPN fbem-27258 93 6 . . PUNCT fbem-27258 94 1 research research NOUN fbem-27258 94 2 on on ADP fbem-27258 94 3 intelligent intelligent ADJ fbem-27258 94 4 scheduling scheduling NOUN fbem-27258 94 5 of of ADP fbem-27258 94 6 crane crane NOUN fbem-27258 94 7 in in ADP fbem-27258 94 8 steelmaking steelmaking NOUN fbem-27258 94 9 workshop workshop NOUN fbem-27258 94 10 based base VERB fbem-27258 94 11 on on ADP fbem-27258 94 12 greedy greedy ADJ fbem-27258 94 13 rule rule NOUN fbem-27258 94 14 genetic genetic ADJ fbem-27258 94 15 algorithm algorithm NOUN fbem-27258 95 1 [ [ X fbem-27258 95 2 d d X fbem-27258 95 3 ] ] X fbem-27258 95 4 . . PUNCT fbem-27258 96 1 metallurgical metallurgical ADJ fbem-27258 96 2 automation automation NOUN fbem-27258 96 3 research research NOUN fbem-27258 96 4 and and CCONJ fbem-27258 96 5 design design NOUN fbem-27258 96 6 institute institute NOUN fbem-27258 96 7 , , PUNCT fbem-27258 96 8 2024 2024 NUM fbem-27258 96 9 . . PUNCT fbem-27258 97 1 [ [ X fbem-27258 97 2 3 3 X fbem-27258 97 3 ] ] X fbem-27258 97 4 zhang zhang PROPN fbem-27258 97 5 hongwei hongwei PROPN fbem-27258 97 6 , , PUNCT fbem-27258 97 7 zhang zhang PROPN fbem-27258 97 8 xiangfeng xiangfeng PROPN fbem-27258 97 9 , , PUNCT fbem-27258 97 10 wen wen PROPN fbem-27258 97 11 chuanbo chuanbo PROPN fbem-27258 97 12 . . PUNCT fbem-27258 98 1 an an DET fbem-27258 98 2 improved improve VERB fbem-27258 98 3 genetic genetic ADJ fbem-27258 98 4 algorithm algorithm NOUN fbem-27258 98 5 with with ADP fbem-27258 98 6 full full ADJ fbem-27258 98 7 crossover crossover NOUN fbem-27258 98 8 operators operator NOUN fbem-27258 99 1 [ [ X fbem-27258 99 2 j j X fbem-27258 99 3 ] ] X fbem-27258 99 4 . . PUNCT fbem-27258 100 1 journal journal PROPN fbem-27258 100 2 of of ADP fbem-27258 100 3 shanghai shanghai PROPN fbem-27258 100 4 institute institute PROPN fbem-27258 100 5 of of ADP fbem-27258 100 6 electrical electrical ADJ fbem-27258 100 7 engineering engineering NOUN fbem-27258 100 8 , , PUNCT fbem-27258 100 9 2017 2017 NUM fbem-27258 100 10 . . PUNCT fbem-27258 101 1 [ [ X fbem-27258 101 2 4 4 X fbem-27258 101 3 ] ] PUNCT fbem-27258 101 4 wang wang PROPN fbem-27258 101 5 jiannan jiannan PROPN fbem-27258 101 6 , , PUNCT fbem-27258 101 7 cui cui VERB fbem-27258 101 8 yinghua yinghua PROPN fbem-27258 101 9 . . PUNCT fbem-27258 102 1 real real ADJ fbem-27258 102 2 coded code VERB fbem-27258 102 3 genetic genetic ADJ fbem-27258 102 4 algorithm algorithm NOUN fbem-27258 102 5 based base VERB fbem-27258 102 6 on on ADP fbem-27258 102 7 adaptive adaptive ADJ fbem-27258 102 8 mutation mutation NOUN fbem-27258 102 9 operators operator NOUN fbem-27258 103 1 [ [ X fbem-27258 103 2 j j X fbem-27258 103 3 ] ] X fbem-27258 103 4 . . PUNCT fbem-27258 104 1 journal journal PROPN fbem-27258 104 2 of of ADP fbem-27258 104 3 beijing beijing PROPN fbem-27258 104 4 university university PROPN fbem-27258 104 5 of of ADP fbem-27258 104 6 information information NOUN fbem-27258 104 7 science science NOUN fbem-27258 104 8 and and CCONJ fbem-27258 104 9 technology technology NOUN fbem-27258 104 10 ( ( PUNCT fbem-27258 104 11 natural natural ADJ fbem-27258 104 12 science science NOUN fbem-27258 104 13 edition edition NOUN fbem-27258 104 14 ) ) PUNCT fbem-27258 104 15 , , PUNCT fbem-27258 104 16 2021 2021 NUM fbem-27258 104 17 . . PUNCT fbem-27258 105 1 [ [ X fbem-27258 105 2 5 5 X fbem-27258 105 3 ] ] X fbem-27258 105 4 diana diana PROPN fbem-27258 105 5 s s PROPN fbem-27258 105 6 , , PUNCT fbem-27258 105 7 ganapathy ganapathy PROPN fbem-27258 105 8 l l NOUN fbem-27258 105 9 , , PUNCT fbem-27258 105 10 pundir pundir VERB fbem-27258 105 11 a a DET fbem-27258 105 12 k. k. NOUN fbem-27258 105 13 an an DET fbem-27258 105 14 improved improve VERB fbem-27258 105 15 genetic genetic ADJ fbem-27258 105 16 algorithm algorithm NOUN fbem-27258 105 17 for for ADP fbem-27258 105 18 resource resource NOUN fbem-27258 105 19 constrained constrain VERB fbem-27258 105 20 project project NOUN fbem-27258 105 21 scheduling scheduling NOUN fbem-27258 105 22 problem problem NOUN fbem-27258 106 1 [ [ X fbem-27258 106 2 j j X fbem-27258 106 3 ] ] X fbem-27258 106 4 . . PUNCT fbem-27258 107 1 international international ADJ fbem-27258 107 2 journal journal PROPN fbem-27258 107 3 of of ADP fbem-27258 107 4 computer computer NOUN fbem-27258 107 5 applications application NOUN fbem-27258 107 6 , , PUNCT fbem-27258 107 7 2013 2013 NUM fbem-27258 107 8 , , PUNCT fbem-27258 107 9 78(9 78(9 NOUN fbem-27258 107 10 ) ) PUNCT fbem-27258 107 11 . . PUNCT fbem-27258 108 1 [ [ X fbem-27258 108 2 6 6 NUM fbem-27258 108 3 ] ] PUNCT fbem-27258 108 4 avijit avijit ADJ fbem-27258 108 5 duary duary NOUN fbem-27258 108 6 ; ; PUNCT fbem-27258 108 7 md md PROPN fbem-27258 108 8 sadikur sadikur PROPN fbem-27258 108 9 rahman;;ali rahman;;ali VERB fbem-27258 108 10 akbar akbar NOUN fbem-27258 108 11 shaikh shaikh NOUN fbem-27258 108 12 ; ; PUNCT fbem-27258 108 13 seyed seyed PROPN fbem-27258 108 14 taghi taghi PROPN fbem-27258 108 15 akhavan akhavan PROPN fbem-27258 108 16 niaki;;asoke niaki;;asoke PROPN fbem-27258 108 17 kumar kumar PROPN fbem-27258 108 18 b b PROPN fbem-27258 108 19 hunia hunia PROPN fbem-27258 108 20 . . PUNCT fbem-27258 109 1 a a DET fbem-27258 109 2 new new ADJ fbem-27258 109 3 hybrid hybrid ADJ fbem-27258 109 4 algorithm algorithm NOUN fbem-27258 109 5 to to PART fbem-27258 109 6 solve solve VERB fbem-27258 109 7 bound bind VERB fbem-27258 109 8 - - PUNCT fbem-27258 109 9 constrained constrain VERB fbem-27258 109 10 nonlinear nonlinear ADJ fbem-27258 109 11 optimization optimization NOUN fbem-27258 109 12 problems problem NOUN fbem-27258 109 13 [ [ X fbem-27258 109 14 j j X fbem-27258 109 15 ] ] X fbem-27258 109 16 . . PUNCT fbem-27258 110 1 ne ne PROPN fbem-27258 110 2 ural ural ADJ fbem-27258 110 3 computing computing NOUN fbem-27258 110 4 and and CCONJ fbem-27258 110 5 applications application NOUN fbem-27258 110 6 , , PUNCT fbem-27258 110 7 2020 2020 NUM fbem-27258 110 8 . . PUNCT fbem-27258 111 1 [ [ X fbem-27258 111 2 7 7 X fbem-27258 111 3 ] ] X fbem-27258 111 4 wei wei PROPN fbem-27258 111 5 yining yining PROPN fbem-27258 111 6 , , PUNCT fbem-27258 111 7 shao shao PROPN fbem-27258 111 8 yibing yibing PROPN fbem-27258 111 9 , , PUNCT fbem-27258 111 10 ji ji PROPN fbem-27258 111 11 xiaofen xiaofen PROPN fbem-27258 111 12 . . PUNCT fbem-27258 112 1 balance balance NOUN fbem-27258 112 2 optimization optimization NOUN fbem-27258 112 3 of of ADP fbem-27258 112 4 garment garment NOUN fbem-27258 112 5 hanging hang VERB fbem-27258 112 6 production production NOUN fbem-27258 112 7 line line NOUN fbem-27258 112 8 based base VERB fbem-27258 112 9 on on ADP fbem-27258 112 10 improved improved ADJ fbem-27258 112 11 nondominated nondominated ADJ fbem-27258 112 12 sorting sort VERB fbem-27258 112 13 genetic genetic ADJ fbem-27258 112 14 algorithm algorithm NOUN fbem-27258 113 1 [ [ X fbem-27258 113 2 j j X fbem-27258 113 3 / / SYM fbem-27258 113 4 ol ol PROPN fbem-27258 113 5 ] ] PUNCT fbem-27258 113 6 . . PUNCT fbem-27258 114 1 journal journal PROPN fbem-27258 114 2 of of ADP fbem-27258 114 3 zhejiang zhejiang PROPN fbem-27258 114 4 university university PROPN fbem-27258 114 5 of of ADP fbem-27258 114 6 science science NOUN fbem-27258 114 7 and and CCONJ fbem-27258 114 8 technology technology NOUN fbem-27258 114 9 ( ( PUNCT fbem-27258 114 10 natural natural ADJ fbem-27258 114 11 science science NOUN fbem-27258 114 12 edition edition NOUN fbem-27258 114 13 ) ) PUNCT fbem-27258 114 14 , , PUNCT fbem-27258 114 15 1 1 NUM fbem-27258 114 16 - - PUNCT fbem-27258 114 17 11[2024 11[2024 NUM fbem-27258 114 18 - - PUNCT fbem-27258 114 19 10 10 NUM fbem-27258 114 20 - - NUM fbem-27258 114 21 02 02 NUM fbem-27258 114 22 ] ] PUNCT fbem-27258 114 23 . . PUNCT fbem-27258 115 1 [ [ X fbem-27258 115 2 8 8 NUM fbem-27258 115 3 ] ] PUNCT fbem-27258 115 4 huo huo NOUN fbem-27258 115 5 junjie junjie NOUN fbem-27258 115 6 , , PUNCT fbem-27258 115 7 wang wang PROPN fbem-27258 115 8 zhijian zhijian PROPN fbem-27258 115 9 . . PUNCT fbem-27258 116 1 integrated integrate VERB fbem-27258 116 2 optimization optimization NOUN fbem-27258 116 3 of of ADP fbem-27258 116 4 process process NOUN fbem-27258 116 5 planning planning NOUN fbem-27258 116 6 and and CCONJ fbem-27258 116 7 shop shop NOUN fbem-27258 116 8 scheduling scheduling NOUN fbem-27258 116 9 using use VERB fbem-27258 116 10 new new ADJ fbem-27258 116 11 coding code VERB fbem-27258 116 12 ga ga PROPN fbem-27258 117 1 [ [ X fbem-27258 117 2 j j X fbem-27258 117 3 ] ] X fbem-27258 117 4 . . PUNCT fbem-27258 118 1 modern modern ADJ fbem-27258 118 2 manufacturing manufacturing NOUN fbem-27258 118 3 engineering engineering NOUN fbem-27258 118 4 , , PUNCT fbem-27258 118 5 2024 2024 NUM fbem-27258 118 6 , , PUNCT fbem-27258 118 7 ( ( PUNCT fbem-27258 118 8 09):25 09):25 NUM fbem-27258 118 9 - - SYM fbem-27258 118 10 33 33 NUM fbem-27258 118 11 . . PUNCT fbem-27258 119 1 [ [ X fbem-27258 119 2 9 9 NUM fbem-27258 119 3 ] ] X fbem-27258 119 4 xue xue PROPN fbem-27258 119 5 feng feng PROPN fbem-27258 119 6 , , PUNCT fbem-27258 119 7 jing je VERB fbem-27258 119 8 fuying fuye VERB fbem-27258 119 9 . . PUNCT fbem-27258 120 1 research research NOUN fbem-27258 120 2 on on ADP fbem-27258 120 3 dynamic dynamic ADJ fbem-27258 120 4 batch batch NOUN fbem-27258 120 5 decision decision NOUN fbem-27258 120 6 of of ADP fbem-27258 120 7 perishable perishable ADJ fbem-27258 120 8 products product NOUN fbem-27258 120 9 under under ADP fbem-27258 120 10 production production NOUN fbem-27258 120 11 capacity capacity NOUN fbem-27258 120 12 constraints constraint NOUN fbem-27258 120 13 [ [ X fbem-27258 120 14 j j X fbem-27258 120 15 ] ] X fbem-27258 120 16 . . PUNCT fbem-27258 121 1 value value PROPN fbem-27258 121 2 engineering engineering NOUN fbem-27258 121 3 , , PUNCT fbem-27258 121 4 2024 2024 NUM fbem-27258 121 5 . . PUNCT fbem-27258 122 1 [ [ X fbem-27258 122 2 10 10 NUM fbem-27258 122 3 ] ] X fbem-27258 122 4 wang wang PROPN fbem-27258 122 5 yun yun PROPN fbem-27258 122 6 . . PUNCT fbem-27258 123 1 research research NOUN fbem-27258 123 2 on on ADP fbem-27258 123 3 combination combination NOUN fbem-27258 123 4 and and CCONJ fbem-27258 123 5 layout layout NOUN fbem-27258 123 6 method method NOUN fbem-27258 123 7 of of ADP fbem-27258 123 8 low low ADJ fbem-27258 123 9 impact impact NOUN fbem-27258 123 10 development development NOUN fbem-27258 123 11 facilities facility NOUN fbem-27258 123 12 based base VERB fbem-27258 123 13 on on ADP fbem-27258 123 14 0 0 NUM fbem-27258 123 15 - - SYM fbem-27258 123 16 1 1 NUM fbem-27258 123 17 integer integer NOUN fbem-27258 123 18 model model NOUN fbem-27258 123 19 and and CCONJ fbem-27258 123 20 random random ADJ fbem-27258 123 21 sampling sampling NOUN fbem-27258 123 22 [ [ X fbem-27258 123 23 d d X fbem-27258 123 24 ] ] X fbem-27258 123 25 . . PUNCT fbem-27258 124 1 anhui anhui PROPN fbem-27258 124 2 university university PROPN fbem-27258 124 3 of of ADP fbem-27258 124 4 technology technology NOUN fbem-27258 124 5 , , PUNCT fbem-27258 124 6 2020 2020 NUM fbem-27258 124 7 . . PUNCT fbem-27258 125 1 [ [ X fbem-27258 125 2 11 11 NUM fbem-27258 125 3 ] ] X fbem-27258 125 4 li li PROPN fbem-27258 125 5 chen chen PROPN fbem-27258 125 6 , , PUNCT fbem-27258 125 7 ji ji PROPN fbem-27258 125 8 tongxuan tongxuan PROPN fbem-27258 125 9 . . PUNCT fbem-27258 126 1 research research NOUN fbem-27258 126 2 on on ADP fbem-27258 126 3 flow flow NOUN fbem-27258 126 4 shop shop NOUN fbem-27258 126 5 scheduling scheduling NOUN fbem-27258 126 6 problem problem NOUN fbem-27258 126 7 based base VERB fbem-27258 126 8 on on ADP fbem-27258 126 9 improved improve VERB fbem-27258 126 10 heuristic heuristic ADJ fbem-27258 126 11 genetic genetic ADJ fbem-27258 126 12 algorithm algorithm NOUN fbem-27258 127 1 [ [ X fbem-27258 127 2 j j X fbem-27258 127 3 ] ] X fbem-27258 127 4 . . PUNCT fbem-27258 128 1 china china PROPN fbem-27258 128 2 new new PROPN fbem-27258 128 3 communications communication NOUN fbem-27258 128 4 , , PUNCT fbem-27258 128 5 2022 2022 NUM fbem-27258 128 6 . . PUNCT