id sid tid token lemma pos fbem-30436 1 1 frontiers frontier NOUN fbem-30436 1 2 in in ADP fbem-30436 1 3 business business NOUN fbem-30436 1 4 , , PUNCT fbem-30436 1 5 economics economic NOUN fbem-30436 1 6 and and CCONJ fbem-30436 1 7 management management NOUN fbem-30436 1 8 issn issn PROPN fbem-30436 1 9 : : PUNCT fbem-30436 1 10 2766 2766 NUM fbem-30436 1 11 - - PUNCT fbem-30436 1 12 824x 824x NUM fbem-30436 1 13 | | ADJ fbem-30436 1 14 vol vol NOUN fbem-30436 1 15 . . PROPN fbem-30436 2 1 19 19 NUM fbem-30436 2 2 , , PUNCT fbem-30436 2 3 no no INTJ fbem-30436 2 4 . . NOUN fbem-30436 2 5 1 1 NUM fbem-30436 2 6 , , PUNCT fbem-30436 2 7 2025 2025 NUM fbem-30436 2 8 55 55 NUM fbem-30436 2 9 research research NOUN fbem-30436 2 10 on on ADP fbem-30436 2 11 industrial industrial ADJ fbem-30436 2 12 structure structure NOUN fbem-30436 2 13 dynamic dynamic ADJ fbem-30436 2 14 evolution evolution NOUN fbem-30436 2 15 based base VERB fbem-30436 2 16 on on ADP fbem-30436 2 17 multi multi ADJ fbem-30436 2 18 - - ADJ fbem-30436 2 19 objective objective ADJ fbem-30436 2 20 optimization optimization NOUN fbem-30436 2 21 and and CCONJ fbem-30436 2 22 complex complex ADJ fbem-30436 2 23 networks network NOUN fbem-30436 2 24 kexin kexin NOUN fbem-30436 2 25 song song NOUN fbem-30436 2 26 1 1 NUM fbem-30436 2 27 , , PUNCT fbem-30436 2 28 * * PUNCT fbem-30436 2 29 , , PUNCT fbem-30436 2 30 lingwei lingwei ADJ fbem-30436 2 31 kong kong PROPN fbem-30436 2 32 1 1 NUM fbem-30436 2 33 , , PUNCT fbem-30436 2 34 yijing yije VERB fbem-30436 2 35 pan pan NOUN fbem-30436 2 36 1 1 NUM fbem-30436 2 37 , , PUNCT fbem-30436 2 38 zhe zhe PROPN fbem-30436 2 39 cheng cheng PROPN fbem-30436 2 40 1 1 NUM fbem-30436 2 41 , , PUNCT fbem-30436 2 42 hongyang hongyang PROPN fbem-30436 2 43 wang wang PROPN fbem-30436 2 44 1 1 NUM fbem-30436 2 45 , , PUNCT fbem-30436 2 46 bozhi bozhi PROPN fbem-30436 2 47 yang yang PROPN fbem-30436 2 48 2 2 NUM fbem-30436 2 49 , , PUNCT fbem-30436 2 50 xinyu xinyu PROPN fbem-30436 2 51 gu gu VERB fbem-30436 2 52 3 3 NUM fbem-30436 2 53 1 1 NUM fbem-30436 2 54 school school NOUN fbem-30436 2 55 of of ADP fbem-30436 2 56 medical medical ADJ fbem-30436 2 57 information information NOUN fbem-30436 2 58 engineering engineering PROPN fbem-30436 2 59 , , PUNCT fbem-30436 2 60 shandong shandong PROPN fbem-30436 2 61 university university PROPN fbem-30436 2 62 of of ADP fbem-30436 2 63 traditional traditional ADJ fbem-30436 2 64 chinese chinese ADJ fbem-30436 2 65 medicine medicine NOUN fbem-30436 2 66 , , PUNCT fbem-30436 2 67 shandong shandong PROPN fbem-30436 2 68 , , PUNCT fbem-30436 2 69 250355 250355 NUM fbem-30436 2 70 , , PUNCT fbem-30436 2 71 china china PROPN fbem-30436 2 72 2 2 NUM fbem-30436 2 73 school school NOUN fbem-30436 2 74 of of ADP fbem-30436 2 75 mathematics mathematic NOUN fbem-30436 2 76 and and CCONJ fbem-30436 2 77 statistics statistic NOUN fbem-30436 2 78 , , PUNCT fbem-30436 2 79 anyang anyang PROPN fbem-30436 2 80 normal normal ADJ fbem-30436 2 81 university university PROPN fbem-30436 2 82 , , PUNCT fbem-30436 2 83 anyang anyang PROPN fbem-30436 2 84 , , PUNCT fbem-30436 2 85 455000 455000 NUM fbem-30436 2 86 , , PUNCT fbem-30436 2 87 china china PROPN fbem-30436 2 88 3 3 NUM fbem-30436 2 89 school school NOUN fbem-30436 2 90 of of ADP fbem-30436 2 91 mathematics mathematic NOUN fbem-30436 2 92 and and CCONJ fbem-30436 2 93 statistics statistic NOUN fbem-30436 2 94 , , PUNCT fbem-30436 2 95 changzhou changzhou PROPN fbem-30436 2 96 institute institute PROPN fbem-30436 2 97 of of ADP fbem-30436 2 98 technology technology PROPN fbem-30436 2 99 , , PUNCT fbem-30436 2 100 changzhou changzhou PROPN fbem-30436 2 101 , , PUNCT fbem-30436 2 102 213001 213001 NUM fbem-30436 2 103 , , PUNCT fbem-30436 2 104 china china PROPN fbem-30436 2 105 * * PUNCT fbem-30436 2 106 corresponding correspond VERB fbem-30436 2 107 author author NOUN fbem-30436 2 108 : : PUNCT fbem-30436 2 109 18678853819@139.com 18678853819@139.com NUM fbem-30436 2 110 abstract abstract NOUN fbem-30436 2 111 : : PUNCT fbem-30436 2 112 in in ADP fbem-30436 2 113 the the DET fbem-30436 2 114 context context NOUN fbem-30436 2 115 of of ADP fbem-30436 2 116 economic economic ADJ fbem-30436 2 117 globalization globalization NOUN fbem-30436 2 118 , , PUNCT fbem-30436 2 119 the the DET fbem-30436 2 120 interdependencies interdependency NOUN fbem-30436 2 121 among among ADP fbem-30436 2 122 industries industry NOUN fbem-30436 2 123 have have AUX fbem-30436 2 124 become become VERB fbem-30436 2 125 increasingly increasingly ADV fbem-30436 2 126 complex complex ADJ fbem-30436 2 127 , , PUNCT fbem-30436 2 128 and and CCONJ fbem-30436 2 129 traditional traditional ADJ fbem-30436 2 130 linear linear NOUN fbem-30436 2 131 analysis analysis NOUN fbem-30436 2 132 methods method NOUN fbem-30436 2 133 are be AUX fbem-30436 2 134 insufficient insufficient ADJ fbem-30436 2 135 to to PART fbem-30436 2 136 meet meet VERB fbem-30436 2 137 the the DET fbem-30436 2 138 demands demand NOUN fbem-30436 2 139 of of ADP fbem-30436 2 140 optimizing optimize VERB fbem-30436 2 141 industrial industrial ADJ fbem-30436 2 142 structures structure NOUN fbem-30436 2 143 while while SCONJ fbem-30436 2 144 balancing balance VERB fbem-30436 2 145 multiple multiple ADJ fbem-30436 2 146 objectives objective NOUN fbem-30436 2 147 , , PUNCT fbem-30436 2 148 such such ADJ fbem-30436 2 149 as as ADP fbem-30436 2 150 employment employment NOUN fbem-30436 2 151 and and CCONJ fbem-30436 2 152 environmental environmental ADJ fbem-30436 2 153 sustainability sustainability NOUN fbem-30436 2 154 . . PUNCT fbem-30436 3 1 this this DET fbem-30436 3 2 study study NOUN fbem-30436 3 3 develops develop VERB fbem-30436 3 4 an an DET fbem-30436 3 5 innovative innovative ADJ fbem-30436 3 6 model model NOUN fbem-30436 3 7 that that PRON fbem-30436 3 8 integrates integrate VERB fbem-30436 3 9 dynamic dynamic ADJ fbem-30436 3 10 systems system NOUN fbem-30436 3 11 , , PUNCT fbem-30436 3 12 complex complex ADJ fbem-30436 3 13 network network NOUN fbem-30436 3 14 theory theory NOUN fbem-30436 3 15 , , PUNCT fbem-30436 3 16 and and CCONJ fbem-30436 3 17 multi multi ADJ fbem-30436 3 18 - - ADJ fbem-30436 3 19 objective objective ADJ fbem-30436 3 20 optimization optimization NOUN fbem-30436 3 21 techniques technique NOUN fbem-30436 3 22 to to PART fbem-30436 3 23 analyze analyze VERB fbem-30436 3 24 and and CCONJ fbem-30436 3 25 optimize optimize VERB fbem-30436 3 26 the the DET fbem-30436 3 27 industrial industrial ADJ fbem-30436 3 28 structure structure NOUN fbem-30436 3 29 . . PUNCT fbem-30436 4 1 the the DET fbem-30436 4 2 model model NOUN fbem-30436 4 3 accounts account VERB fbem-30436 4 4 for for ADP fbem-30436 4 5 the the DET fbem-30436 4 6 evolution evolution NOUN fbem-30436 4 7 of of ADP fbem-30436 4 8 industrial industrial ADJ fbem-30436 4 9 interactions interaction NOUN fbem-30436 4 10 over over ADP fbem-30436 4 11 time time NOUN fbem-30436 4 12 and and CCONJ fbem-30436 4 13 seeks seek VERB fbem-30436 4 14 to to PART fbem-30436 4 15 maximize maximize VERB fbem-30436 4 16 gdp gdp PROPN fbem-30436 4 17 , , PUNCT fbem-30436 4 18 employment employment NOUN fbem-30436 4 19 , , PUNCT fbem-30436 4 20 and and CCONJ fbem-30436 4 21 sustainability sustainability NOUN fbem-30436 4 22 . . PUNCT fbem-30436 5 1 experimental experimental ADJ fbem-30436 5 2 results result NOUN fbem-30436 5 3 show show VERB fbem-30436 5 4 that that SCONJ fbem-30436 5 5 the the DET fbem-30436 5 6 optimal optimal ADJ fbem-30436 5 7 investment investment NOUN fbem-30436 5 8 allocation allocation NOUN fbem-30436 5 9 across across ADP fbem-30436 5 10 industries industry NOUN fbem-30436 5 11 can can AUX fbem-30436 5 12 significantly significantly ADV fbem-30436 5 13 enhance enhance VERB fbem-30436 5 14 gdp gdp PROPN fbem-30436 5 15 , , PUNCT fbem-30436 5 16 with with ADP fbem-30436 5 17 key key ADJ fbem-30436 5 18 sectors sector NOUN fbem-30436 5 19 such such ADJ fbem-30436 5 20 as as ADP fbem-30436 5 21 finance finance NOUN fbem-30436 5 22 and and CCONJ fbem-30436 5 23 technology technology NOUN fbem-30436 5 24 contributing contribute VERB fbem-30436 5 25 the the DET fbem-30436 5 26 most most ADJ fbem-30436 5 27 to to ADP fbem-30436 5 28 the the DET fbem-30436 5 29 economic economic ADJ fbem-30436 5 30 output output NOUN fbem-30436 5 31 . . PUNCT fbem-30436 6 1 the the DET fbem-30436 6 2 model model NOUN fbem-30436 6 3 's 's PART fbem-30436 6 4 dynamic dynamic ADJ fbem-30436 6 5 evolution evolution NOUN fbem-30436 6 6 highlights highlight NOUN fbem-30436 6 7 differences difference NOUN fbem-30436 6 8 in in ADP fbem-30436 6 9 industry industry NOUN fbem-30436 6 10 growth growth NOUN fbem-30436 6 11 trajectories trajectory NOUN fbem-30436 6 12 , , PUNCT fbem-30436 6 13 and and CCONJ fbem-30436 6 14 the the DET fbem-30436 6 15 analysis analysis NOUN fbem-30436 6 16 suggests suggest VERB fbem-30436 6 17 that that SCONJ fbem-30436 6 18 finance finance NOUN fbem-30436 6 19 , , PUNCT fbem-30436 6 20 manufacturing manufacturing NOUN fbem-30436 6 21 , , PUNCT fbem-30436 6 22 and and CCONJ fbem-30436 6 23 energy energy NOUN fbem-30436 6 24 are be AUX fbem-30436 6 25 central central ADJ fbem-30436 6 26 to to ADP fbem-30436 6 27 economic economic ADJ fbem-30436 6 28 development development NOUN fbem-30436 6 29 . . PUNCT fbem-30436 7 1 visualizations visualization NOUN fbem-30436 7 2 reveal reveal VERB fbem-30436 7 3 that that SCONJ fbem-30436 7 4 optimal optimal ADJ fbem-30436 7 5 investment investment NOUN fbem-30436 7 6 allocation allocation NOUN fbem-30436 7 7 can can AUX fbem-30436 7 8 lead lead VERB fbem-30436 7 9 to to ADP fbem-30436 7 10 a a DET fbem-30436 7 11 15 15 NUM fbem-30436 7 12 % % NOUN fbem-30436 7 13 increase increase NOUN fbem-30436 7 14 in in ADP fbem-30436 7 15 overall overall ADJ fbem-30436 7 16 gdp gdp NOUN fbem-30436 7 17 while while SCONJ fbem-30436 7 18 improving improve VERB fbem-30436 7 19 employment employment NOUN fbem-30436 7 20 by by ADP fbem-30436 7 21 12 12 NUM fbem-30436 7 22 % % NOUN fbem-30436 7 23 and and CCONJ fbem-30436 7 24 reducing reduce VERB fbem-30436 7 25 environmental environmental ADJ fbem-30436 7 26 costs cost NOUN fbem-30436 7 27 by by ADP fbem-30436 7 28 8 8 NUM fbem-30436 7 29 % % NOUN fbem-30436 7 30 . . PUNCT fbem-30436 8 1 these these DET fbem-30436 8 2 findings finding NOUN fbem-30436 8 3 offer offer VERB fbem-30436 8 4 valuable valuable ADJ fbem-30436 8 5 insights insight NOUN fbem-30436 8 6 for for ADP fbem-30436 8 7 policy policy NOUN fbem-30436 8 8 - - PUNCT fbem-30436 8 9 making make VERB fbem-30436 8 10 and and CCONJ fbem-30436 8 11 strategic strategic ADJ fbem-30436 8 12 investments investment NOUN fbem-30436 8 13 aimed aim VERB fbem-30436 8 14 at at ADP fbem-30436 8 15 promoting promote VERB fbem-30436 8 16 sustainable sustainable ADJ fbem-30436 8 17 economic economic ADJ fbem-30436 8 18 growth growth NOUN fbem-30436 8 19 . . PUNCT fbem-30436 9 1 keywords keyword NOUN fbem-30436 9 2 : : PUNCT fbem-30436 9 3 industrial industrial ADJ fbem-30436 9 4 structure structure NOUN fbem-30436 9 5 , , PUNCT fbem-30436 9 6 multi multi ADJ fbem-30436 9 7 - - ADJ fbem-30436 9 8 objective objective ADJ fbem-30436 9 9 optimization optimization NOUN fbem-30436 9 10 , , PUNCT fbem-30436 9 11 dynamic dynamic ADJ fbem-30436 9 12 systems system NOUN fbem-30436 9 13 , , PUNCT fbem-30436 9 14 economic economic ADJ fbem-30436 9 15 growth growth NOUN fbem-30436 9 16 , , PUNCT fbem-30436 9 17 sustainability sustainability NOUN fbem-30436 9 18 . . PUNCT fbem-30436 10 1 1 1 X fbem-30436 10 2 . . X fbem-30436 10 3 introduction introduction NOUN fbem-30436 10 4 in in ADP fbem-30436 10 5 the the DET fbem-30436 10 6 context context NOUN fbem-30436 10 7 of of ADP fbem-30436 10 8 economic economic ADJ fbem-30436 10 9 globalization globalization NOUN fbem-30436 10 10 and and CCONJ fbem-30436 10 11 industrial industrial ADJ fbem-30436 10 12 upgrading upgrading NOUN fbem-30436 10 13 , , PUNCT fbem-30436 10 14 the the DET fbem-30436 10 15 relationships relationship NOUN fbem-30436 10 16 between between ADP fbem-30436 10 17 industries industry NOUN fbem-30436 10 18 are be AUX fbem-30436 10 19 becoming become VERB fbem-30436 10 20 increasingly increasingly ADV fbem-30436 10 21 intricate intricate ADJ fbem-30436 10 22 . . PUNCT fbem-30436 11 1 this this DET fbem-30436 11 2 complexity complexity NOUN fbem-30436 11 3 renders render VERB fbem-30436 11 4 traditional traditional ADJ fbem-30436 11 5 linear linear ADJ fbem-30436 11 6 analysis analysis NOUN fbem-30436 11 7 methods method NOUN fbem-30436 11 8 insufficient insufficient ADJ fbem-30436 11 9 to to PART fbem-30436 11 10 fully fully ADV fbem-30436 11 11 capture capture VERB fbem-30436 11 12 the the DET fbem-30436 11 13 dynamic dynamic ADJ fbem-30436 11 14 nature nature NOUN fbem-30436 11 15 of of ADP fbem-30436 11 16 industrial industrial ADJ fbem-30436 11 17 structure structure NOUN fbem-30436 11 18 evolution evolution NOUN fbem-30436 11 19 . . PUNCT fbem-30436 12 1 many many ADJ fbem-30436 12 2 existing exist VERB fbem-30436 12 3 studies study NOUN fbem-30436 12 4 have have AUX fbem-30436 12 5 concentrated concentrate VERB fbem-30436 12 6 either either CCONJ fbem-30436 12 7 on on ADP fbem-30436 12 8 optimizing optimize VERB fbem-30436 12 9 industrial industrial ADJ fbem-30436 12 10 structures structure NOUN fbem-30436 12 11 from from ADP fbem-30436 12 12 a a DET fbem-30436 12 13 singular singular ADJ fbem-30436 12 14 perspective perspective NOUN fbem-30436 12 15 or or CCONJ fbem-30436 12 16 have have AUX fbem-30436 12 17 been be AUX fbem-30436 12 18 limited limit VERB fbem-30436 12 19 to to ADP fbem-30436 12 20 static static ADJ fbem-30436 12 21 analyses analysis NOUN fbem-30436 12 22 [ [ X fbem-30436 12 23 1 1 NUM fbem-30436 12 24 ] ] PUNCT fbem-30436 12 25 . . PUNCT fbem-30436 13 1 these these DET fbem-30436 13 2 approaches approach NOUN fbem-30436 13 3 fail fail VERB fbem-30436 13 4 to to PART fbem-30436 13 5 account account VERB fbem-30436 13 6 for for ADP fbem-30436 13 7 the the DET fbem-30436 13 8 broader broad ADJ fbem-30436 13 9 patterns pattern NOUN fbem-30436 13 10 of of ADP fbem-30436 13 11 industrial industrial ADJ fbem-30436 13 12 structure structure NOUN fbem-30436 13 13 evolution evolution NOUN fbem-30436 13 14 and and CCONJ fbem-30436 13 15 the the DET fbem-30436 13 16 changing change VERB fbem-30436 13 17 interactions interaction NOUN fbem-30436 13 18 among among ADP fbem-30436 13 19 industries industry NOUN fbem-30436 13 20 , , PUNCT fbem-30436 13 21 which which PRON fbem-30436 13 22 are be AUX fbem-30436 13 23 essential essential ADJ fbem-30436 13 24 for for ADP fbem-30436 13 25 understanding understand VERB fbem-30436 13 26 the the DET fbem-30436 13 27 ongoing ongoing ADJ fbem-30436 13 28 transformations transformation NOUN fbem-30436 13 29 in in ADP fbem-30436 13 30 the the DET fbem-30436 13 31 economy economy NOUN fbem-30436 13 32 . . PUNCT fbem-30436 14 1 furthermore furthermore ADV fbem-30436 14 2 , , PUNCT fbem-30436 14 3 while while SCONJ fbem-30436 14 4 economic economic ADJ fbem-30436 14 5 growth growth NOUN fbem-30436 14 6 remains remain VERB fbem-30436 14 7 a a DET fbem-30436 14 8 primary primary ADJ fbem-30436 14 9 goal goal NOUN fbem-30436 14 10 , , PUNCT fbem-30436 14 11 factors factor NOUN fbem-30436 14 12 such such ADJ fbem-30436 14 13 as as ADP fbem-30436 14 14 employment employment NOUN fbem-30436 14 15 generation generation NOUN fbem-30436 14 16 and and CCONJ fbem-30436 14 17 environmental environmental ADJ fbem-30436 14 18 sustainability sustainability NOUN fbem-30436 14 19 have have AUX fbem-30436 14 20 also also ADV fbem-30436 14 21 become become VERB fbem-30436 14 22 critical critical ADJ fbem-30436 14 23 objectives objective NOUN fbem-30436 14 24 in in ADP fbem-30436 14 25 the the DET fbem-30436 14 26 optimization optimization NOUN fbem-30436 14 27 of of ADP fbem-30436 14 28 industrial industrial ADJ fbem-30436 14 29 structures structure NOUN fbem-30436 14 30 . . PUNCT fbem-30436 15 1 these these DET fbem-30436 15 2 additional additional ADJ fbem-30436 15 3 goals goal NOUN fbem-30436 15 4 add add VERB fbem-30436 15 5 complexity complexity NOUN fbem-30436 15 6 to to ADP fbem-30436 15 7 the the DET fbem-30436 15 8 process process NOUN fbem-30436 15 9 , , PUNCT fbem-30436 15 10 highlighting highlight VERB fbem-30436 15 11 the the DET fbem-30436 15 12 need need NOUN fbem-30436 15 13 for for ADP fbem-30436 15 14 new new ADJ fbem-30436 15 15 , , PUNCT fbem-30436 15 16 more more ADV fbem-30436 15 17 comprehensive comprehensive ADJ fbem-30436 15 18 analytical analytical ADJ fbem-30436 15 19 frameworks framework NOUN fbem-30436 15 20 . . PUNCT fbem-30436 16 1 this this DET fbem-30436 16 2 study study NOUN fbem-30436 16 3 proposes propose VERB fbem-30436 16 4 to to PART fbem-30436 16 5 address address VERB fbem-30436 16 6 these these DET fbem-30436 16 7 challenges challenge NOUN fbem-30436 16 8 by by ADP fbem-30436 16 9 developing develop VERB fbem-30436 16 10 an an DET fbem-30436 16 11 innovative innovative ADJ fbem-30436 16 12 model model NOUN fbem-30436 16 13 that that PRON fbem-30436 16 14 integrates integrate VERB fbem-30436 16 15 dynamic dynamic ADJ fbem-30436 16 16 systems system NOUN fbem-30436 16 17 theory theory NOUN fbem-30436 16 18 , , PUNCT fbem-30436 16 19 complex complex ADJ fbem-30436 16 20 network network NOUN fbem-30436 16 21 theory theory NOUN fbem-30436 16 22 , , PUNCT fbem-30436 16 23 and and CCONJ fbem-30436 16 24 advanced advanced ADJ fbem-30436 16 25 optimization optimization NOUN fbem-30436 16 26 techniques technique NOUN fbem-30436 16 27 . . PUNCT fbem-30436 17 1 this this DET fbem-30436 17 2 approach approach NOUN fbem-30436 17 3 aims aim VERB fbem-30436 17 4 to to PART fbem-30436 17 5 analyze analyze VERB fbem-30436 17 6 the the DET fbem-30436 17 7 evolution evolution NOUN fbem-30436 17 8 of of ADP fbem-30436 17 9 industrial industrial ADJ fbem-30436 17 10 structures structure NOUN fbem-30436 17 11 over over ADP fbem-30436 17 12 time time NOUN fbem-30436 17 13 , , PUNCT fbem-30436 17 14 while while SCONJ fbem-30436 17 15 simultaneously simultaneously ADV fbem-30436 17 16 addressing address VERB fbem-30436 17 17 multiple multiple ADJ fbem-30436 17 18 objectives objective NOUN fbem-30436 17 19 such such ADJ fbem-30436 17 20 as as ADP fbem-30436 17 21 economic economic ADJ fbem-30436 17 22 growth growth NOUN fbem-30436 17 23 , , PUNCT fbem-30436 17 24 employment employment NOUN fbem-30436 17 25 , , PUNCT fbem-30436 17 26 and and CCONJ fbem-30436 17 27 environmental environmental ADJ fbem-30436 17 28 sustainability sustainability NOUN fbem-30436 17 29 [ [ X fbem-30436 17 30 2 2 NUM fbem-30436 17 31 ] ] PUNCT fbem-30436 17 32 . . PUNCT fbem-30436 18 1 by by ADP fbem-30436 18 2 considering consider VERB fbem-30436 18 3 these these DET fbem-30436 18 4 multifaceted multifaceted ADJ fbem-30436 18 5 factors factor NOUN fbem-30436 18 6 , , PUNCT fbem-30436 18 7 the the DET fbem-30436 18 8 model model NOUN fbem-30436 18 9 will will AUX fbem-30436 18 10 offer offer VERB fbem-30436 18 11 a a DET fbem-30436 18 12 more more ADV fbem-30436 18 13 holistic holistic ADJ fbem-30436 18 14 view view NOUN fbem-30436 18 15 of of ADP fbem-30436 18 16 how how SCONJ fbem-30436 18 17 industries industry NOUN fbem-30436 18 18 interact interact VERB fbem-30436 18 19 and and CCONJ fbem-30436 18 20 evolve evolve VERB fbem-30436 18 21 . . PUNCT fbem-30436 19 1 the the DET fbem-30436 19 2 significance significance NOUN fbem-30436 19 3 of of ADP fbem-30436 19 4 this this DET fbem-30436 19 5 research research NOUN fbem-30436 19 6 lies lie VERB fbem-30436 19 7 in in ADP fbem-30436 19 8 its its PRON fbem-30436 19 9 potential potential NOUN fbem-30436 19 10 to to PART fbem-30436 19 11 provide provide VERB fbem-30436 19 12 a a DET fbem-30436 19 13 deeper deep ADJ fbem-30436 19 14 understanding understanding NOUN fbem-30436 19 15 of of ADP fbem-30436 19 16 industrial industrial ADJ fbem-30436 19 17 dynamics dynamic NOUN fbem-30436 19 18 and and CCONJ fbem-30436 19 19 its its PRON fbem-30436 19 20 ability ability NOUN fbem-30436 19 21 to to PART fbem-30436 19 22 inform inform VERB fbem-30436 19 23 policy policy NOUN fbem-30436 19 24 decisions decision NOUN fbem-30436 19 25 that that PRON fbem-30436 19 26 promote promote VERB fbem-30436 19 27 long long ADJ fbem-30436 19 28 - - PUNCT fbem-30436 19 29 term term NOUN fbem-30436 19 30 sustainable sustainable ADJ fbem-30436 19 31 economic economic ADJ fbem-30436 19 32 development development NOUN fbem-30436 19 33 . . PUNCT fbem-30436 20 1 the the DET fbem-30436 20 2 innovation innovation NOUN fbem-30436 20 3 of of ADP fbem-30436 20 4 this this DET fbem-30436 20 5 study study NOUN fbem-30436 20 6 lies lie VERB fbem-30436 20 7 in in ADP fbem-30436 20 8 its its PRON fbem-30436 20 9 integrated integrate VERB fbem-30436 20 10 approach approach NOUN fbem-30436 20 11 , , PUNCT fbem-30436 20 12 which which PRON fbem-30436 20 13 transcends transcend VERB fbem-30436 20 14 traditional traditional ADJ fbem-30436 20 15 models model NOUN fbem-30436 20 16 and and CCONJ fbem-30436 20 17 offers offer VERB fbem-30436 20 18 new new ADJ fbem-30436 20 19 insights insight NOUN fbem-30436 20 20 into into ADP fbem-30436 20 21 the the DET fbem-30436 20 22 complexities complexity NOUN fbem-30436 20 23 of of ADP fbem-30436 20 24 industrial industrial ADJ fbem-30436 20 25 optimization optimization NOUN fbem-30436 20 26 in in ADP fbem-30436 20 27 the the DET fbem-30436 20 28 modern modern ADJ fbem-30436 20 29 globalized globalized ADJ fbem-30436 20 30 economy economy NOUN fbem-30436 20 31 . . PUNCT fbem-30436 21 1 2 2 X fbem-30436 21 2 . . X fbem-30436 21 3 analysis analysis NOUN fbem-30436 21 4 and and CCONJ fbem-30436 21 5 multi multi ADJ fbem-30436 21 6 - - ADJ fbem-30436 21 7 objective objective ADJ fbem-30436 21 8 optimization optimization NOUN fbem-30436 21 9 modeling modeling NOUN fbem-30436 21 10 of of ADP fbem-30436 21 11 industrial industrial ADJ fbem-30436 21 12 structure structure NOUN fbem-30436 21 13 correlation correlation NOUN fbem-30436 21 14 2.1 2.1 NUM fbem-30436 21 15 . . PUNCT fbem-30436 22 1 data datum NOUN fbem-30436 22 2 sources source NOUN fbem-30436 22 3 the the DET fbem-30436 22 4 data data NOUN fbem-30436 22 5 sources source NOUN fbem-30436 22 6 for for ADP fbem-30436 22 7 this this DET fbem-30436 22 8 study study NOUN fbem-30436 22 9 are be AUX fbem-30436 22 10 listed list VERB fbem-30436 22 11 in in ADP fbem-30436 22 12 table table NOUN fbem-30436 22 13 1 1 NUM fbem-30436 22 14 . . PUNCT fbem-30436 23 1 the the DET fbem-30436 23 2 analysis analysis NOUN fbem-30436 23 3 utilizes utilize VERB fbem-30436 23 4 several several ADJ fbem-30436 23 5 authoritative authoritative ADJ fbem-30436 23 6 datasets dataset NOUN fbem-30436 23 7 , , PUNCT fbem-30436 23 8 including include VERB fbem-30436 23 9 the the DET fbem-30436 23 10 input input NOUN fbem-30436 23 11 - - PUNCT fbem-30436 23 12 output output NOUN fbem-30436 23 13 tables table NOUN fbem-30436 23 14 from from ADP fbem-30436 23 15 the the DET fbem-30436 23 16 organisation organisation NOUN fbem-30436 23 17 for for ADP fbem-30436 23 18 economic economic ADJ fbem-30436 23 19 cooperation cooperation NOUN fbem-30436 23 20 and and CCONJ fbem-30436 23 21 development development NOUN fbem-30436 23 22 ( ( PUNCT fbem-30436 23 23 oecd oecd PROPN fbem-30436 23 24 ) ) PUNCT fbem-30436 23 25 , , PUNCT fbem-30436 23 26 gdp gdp NOUN fbem-30436 23 27 contribution contribution NOUN fbem-30436 23 28 data datum NOUN fbem-30436 23 29 from from ADP fbem-30436 23 30 the the DET fbem-30436 23 31 world world PROPN fbem-30436 23 32 bank bank PROPN fbem-30436 23 33 , , PUNCT fbem-30436 23 34 employment employment NOUN fbem-30436 23 35 statistics statistic NOUN fbem-30436 23 36 from from ADP fbem-30436 23 37 eurostat eurostat PROPN fbem-30436 23 38 , , PUNCT fbem-30436 23 39 and and CCONJ fbem-30436 23 40 policy policy NOUN fbem-30436 23 41 and and CCONJ fbem-30436 23 42 environmental environmental ADJ fbem-30436 23 43 information information NOUN fbem-30436 23 44 from from ADP fbem-30436 23 45 the the DET fbem-30436 23 46 united united PROPN fbem-30436 23 47 nations nations PROPN fbem-30436 23 48 environment environment PROPN fbem-30436 23 49 programme programme PROPN fbem-30436 23 50 ( ( PUNCT fbem-30436 23 51 unep unep NOUN fbem-30436 23 52 ) ) PUNCT fbem-30436 23 53 . . PUNCT fbem-30436 24 1 these these DET fbem-30436 24 2 diverse diverse ADJ fbem-30436 24 3 datasets dataset NOUN fbem-30436 24 4 provide provide VERB fbem-30436 24 5 a a DET fbem-30436 24 6 robust robust ADJ fbem-30436 24 7 foundation foundation NOUN fbem-30436 24 8 for for ADP fbem-30436 24 9 exploring explore VERB fbem-30436 24 10 the the DET fbem-30436 24 11 interdependencies interdependency NOUN fbem-30436 24 12 among among ADP fbem-30436 24 13 major major ADJ fbem-30436 24 14 industries industry NOUN fbem-30436 24 15 and and CCONJ fbem-30436 24 16 their their PRON fbem-30436 24 17 collective collective ADJ fbem-30436 24 18 impact impact NOUN fbem-30436 24 19 on on ADP fbem-30436 24 20 economic economic ADJ fbem-30436 24 21 development development NOUN fbem-30436 24 22 . . PUNCT fbem-30436 25 1 table table NOUN fbem-30436 25 2 1 1 NUM fbem-30436 25 3 . . PUNCT fbem-30436 25 4 data datum NOUN fbem-30436 25 5 sources source NOUN fbem-30436 25 6 data data NOUN fbem-30436 25 7 name name NOUN fbem-30436 25 8 website website NOUN fbem-30436 25 9 input input NOUN fbem-30436 25 10 - - PUNCT fbem-30436 25 11 output output NOUN fbem-30436 25 12 ( ( PUNCT fbem-30436 25 13 io io NOUN fbem-30436 25 14 ) ) PUNCT fbem-30436 25 15 tables table NOUN fbem-30436 25 16 https://www.oecd.org/en/data/datasets/in https://www.oecd.org/en/data/datasets/in PROPN fbem-30436 25 17 put-output-tables.html put-output-tables.html NUM fbem-30436 25 18 gdp gdp NOUN fbem-30436 25 19 contribution contribution NOUN fbem-30436 25 20 data datum NOUN fbem-30436 25 21 https://data.worldbank.org/indicator/ny https://data.worldbank.org/indicator/ny VERB fbem-30436 25 22 . . PUNCT fbem-30436 26 1 gdp.mktp.cd gdp.mktp.cd NOUN fbem-30436 26 2 employment employment NOUN fbem-30436 26 3 data datum NOUN fbem-30436 26 4 https://ec.europa.eu/eurostat/web/lfs https://ec.europa.eu/eurostat/web/lfs NOUN fbem-30436 26 5 policy policy NOUN fbem-30436 26 6 and and CCONJ fbem-30436 26 7 environmental environmental ADJ fbem-30436 26 8 data datum NOUN fbem-30436 26 9 https://www.unep.org/data-resources https://www.unep.org/data-resource NOUN fbem-30436 26 10 56 56 NUM fbem-30436 26 11 prior prior ADV fbem-30436 26 12 to to ADP fbem-30436 26 13 model model NOUN fbem-30436 26 14 construction construction NOUN fbem-30436 27 1 , , PUNCT fbem-30436 27 2 the the DET fbem-30436 27 3 dataset dataset NOUN fbem-30436 27 4 was be AUX fbem-30436 27 5 meticulously meticulously ADV fbem-30436 27 6 refined refine VERB fbem-30436 27 7 . . PUNCT fbem-30436 28 1 missing miss VERB fbem-30436 28 2 entries entry NOUN fbem-30436 28 3 in in ADP fbem-30436 28 4 the the DET fbem-30436 28 5 employment employment NOUN fbem-30436 28 6 impact impact NOUN fbem-30436 28 7 metrics metric NOUN fbem-30436 28 8 were be AUX fbem-30436 28 9 imputed impute VERB fbem-30436 28 10 using use VERB fbem-30436 28 11 the the DET fbem-30436 28 12 column column NOUN fbem-30436 28 13 mean mean VERB fbem-30436 28 14 , , PUNCT fbem-30436 28 15 while while SCONJ fbem-30436 28 16 outliers outlier NOUN fbem-30436 28 17 in in ADP fbem-30436 28 18 variables variable NOUN fbem-30436 28 19 such such ADJ fbem-30436 28 20 as as ADP fbem-30436 28 21 final final ADJ fbem-30436 28 22 demand demand NOUN fbem-30436 28 23 and and CCONJ fbem-30436 28 24 total total ADJ fbem-30436 28 25 output output NOUN fbem-30436 28 26 were be AUX fbem-30436 28 27 identified identify VERB fbem-30436 28 28 and and CCONJ fbem-30436 28 29 capped cap VERB fbem-30436 28 30 via via ADP fbem-30436 28 31 the the DET fbem-30436 28 32 interquartile interquartile ADJ fbem-30436 28 33 range range NOUN fbem-30436 28 34 ( ( PUNCT fbem-30436 28 35 iqr iqr NOUN fbem-30436 28 36 ) ) PUNCT fbem-30436 28 37 method method NOUN fbem-30436 28 38 . . PUNCT fbem-30436 29 1 visualization visualization NOUN fbem-30436 29 2 tools tool NOUN fbem-30436 29 3 β€” β€” PUNCT fbem-30436 29 4 including include VERB fbem-30436 29 5 violin violin NOUN fbem-30436 29 6 plots plot NOUN fbem-30436 29 7 , , PUNCT fbem-30436 29 8 boxplots boxplot NOUN fbem-30436 29 9 β€” β€” PUNCT fbem-30436 29 10 confirmed confirm VERB fbem-30436 29 11 that that SCONJ fbem-30436 29 12 the the DET fbem-30436 29 13 preprocessing preprocessing NOUN fbem-30436 29 14 resulted result VERB fbem-30436 29 15 in in ADP fbem-30436 29 16 a a DET fbem-30436 29 17 consistent consistent ADJ fbem-30436 29 18 and and CCONJ fbem-30436 29 19 reliable reliable ADJ fbem-30436 29 20 dataset dataset NOUN fbem-30436 29 21 for for ADP fbem-30436 29 22 subsequent subsequent ADJ fbem-30436 29 23 analysis analysis NOUN fbem-30436 29 24 . . PUNCT fbem-30436 30 1 the the DET fbem-30436 30 2 specific specific ADJ fbem-30436 30 3 process process NOUN fbem-30436 30 4 is be AUX fbem-30436 30 5 shown show VERB fbem-30436 30 6 in in ADP fbem-30436 30 7 the the DET fbem-30436 30 8 figure figure NOUN fbem-30436 30 9 1 1 NUM fbem-30436 30 10 . . PUNCT fbem-30436 30 11 figure figure NOUN fbem-30436 30 12 1 1 NUM fbem-30436 30 13 . . PUNCT fbem-30436 31 1 data datum NOUN fbem-30436 31 2 preprocessing preprocesse VERB fbem-30436 31 3 2.2 2.2 NUM fbem-30436 31 4 . . PUNCT fbem-30436 32 1 model model NOUN fbem-30436 32 2 development development PROPN fbem-30436 32 3 the the DET fbem-30436 32 4 model model NOUN fbem-30436 32 5 formulation formulation NOUN fbem-30436 32 6 integrates integrate NOUN fbem-30436 32 7 concepts concept NOUN fbem-30436 32 8 from from ADP fbem-30436 32 9 economic economic ADJ fbem-30436 32 10 theory theory NOUN fbem-30436 32 11 , , PUNCT fbem-30436 32 12 network network NOUN fbem-30436 32 13 analysis analysis NOUN fbem-30436 32 14 , , PUNCT fbem-30436 32 15 and and CCONJ fbem-30436 32 16 optimization optimization NOUN fbem-30436 32 17 . . PUNCT fbem-30436 33 1 the the DET fbem-30436 33 2 economic economic ADJ fbem-30436 33 3 interdependencies interdependency NOUN fbem-30436 33 4 among among ADP fbem-30436 33 5 industries industry NOUN fbem-30436 33 6 can can AUX fbem-30436 33 7 be be AUX fbem-30436 33 8 examined examine VERB fbem-30436 33 9 through through ADP fbem-30436 33 10 an an DET fbem-30436 33 11 input input NOUN fbem-30436 33 12 - - PUNCT fbem-30436 33 13 output output NOUN fbem-30436 33 14 framework framework NOUN fbem-30436 33 15 . . PUNCT fbem-30436 34 1 in in ADP fbem-30436 34 2 this this DET fbem-30436 34 3 model model NOUN fbem-30436 34 4 , , PUNCT fbem-30436 34 5 the the DET fbem-30436 34 6 total total ADJ fbem-30436 34 7 output output NOUN fbem-30436 34 8 is be AUX fbem-30436 34 9 represented represent VERB fbem-30436 34 10 by by ADP fbem-30436 34 11 a a DET fbem-30436 34 12 vector vector NOUN fbem-30436 34 13 x x PUNCT fbem-30436 34 14 = = PUNCT fbem-30436 35 1 [ [ X fbem-30436 35 2 π‘₯1 π‘₯1 NOUN fbem-30436 35 3 , , PUNCT fbem-30436 35 4 π‘₯2 π‘₯2 NOUN fbem-30436 35 5 , , PUNCT fbem-30436 35 6 … … PUNCT fbem-30436 35 7 , , PUNCT fbem-30436 35 8 π‘₯𝑛 π‘₯𝑛 PROPN fbem-30436 35 9 ] ] PUNCT fbem-30436 35 10 ⊀ ⊀ NOUN fbem-30436 35 11 , , PUNCT fbem-30436 35 12 while while SCONJ fbem-30436 35 13 the the DET fbem-30436 35 14 final final ADJ fbem-30436 35 15 demand demand NOUN fbem-30436 35 16 is be AUX fbem-30436 35 17 captured capture VERB fbem-30436 35 18 by by ADP fbem-30436 35 19 y y PROPN fbem-30436 35 20 = = PUNCT fbem-30436 36 1 [ [ X fbem-30436 36 2 𝑦1 𝑦1 PROPN fbem-30436 36 3 , , PUNCT fbem-30436 36 4 𝑦2 𝑦2 PROPN fbem-30436 36 5 , , PUNCT fbem-30436 36 6 … … PUNCT fbem-30436 36 7 , , PUNCT fbem-30436 36 8 𝑦𝑛 𝑦𝑛 SCONJ fbem-30436 36 9 ] ] PUNCT fbem-30436 36 10 ⊀. ⊀. VERB fbem-30436 36 11 the the DET fbem-30436 36 12 inter inter ADJ fbem-30436 36 13 - - ADJ fbem-30436 36 14 industry industry ADJ fbem-30436 36 15 relationships relationship NOUN fbem-30436 36 16 are be AUX fbem-30436 36 17 encapsulated encapsulate VERB fbem-30436 36 18 in in ADP fbem-30436 36 19 the the DET fbem-30436 36 20 input input NOUN fbem-30436 36 21 coefficient coefficient NOUN fbem-30436 36 22 matrix matrix NOUN fbem-30436 36 23 a a PRON fbem-30436 36 24 = = X fbem-30436 37 1 [ [ X fbem-30436 37 2 π‘Žπ‘–π‘— π‘Žπ‘–π‘— X fbem-30436 37 3 ] ] PUNCT fbem-30436 37 4 , , PUNCT fbem-30436 37 5 where where SCONJ fbem-30436 37 6 each each DET fbem-30436 37 7 coefficient coefficient NOUN fbem-30436 37 8 is be AUX fbem-30436 37 9 defined define VERB fbem-30436 37 10 as as ADP fbem-30436 37 11 π‘Žπ‘–π‘— π‘Žπ‘–π‘— NOUN fbem-30436 37 12 = = SYM fbem-30436 37 13 𝑧𝑖𝑗 𝑧𝑖𝑗 X fbem-30436 37 14 π‘₯𝑗 π‘₯𝑗 PROPN fbem-30436 37 15 .the .the PROPN fbem-30436 37 16 relationship relationship NOUN fbem-30436 37 17 between between ADP fbem-30436 37 18 total total ADJ fbem-30436 37 19 output output NOUN fbem-30436 37 20 and and CCONJ fbem-30436 37 21 final final ADJ fbem-30436 37 22 demand demand NOUN fbem-30436 37 23 is be AUX fbem-30436 37 24 expressed express VERB fbem-30436 37 25 by by ADP fbem-30436 37 26 the the DET fbem-30436 37 27 equation equation NOUN fbem-30436 37 28 x x PUNCT fbem-30436 38 1 = = PUNCT fbem-30436 38 2 ( ( PUNCT fbem-30436 38 3 i i PRON fbem-30436 38 4 βˆ’ βˆ’ VERB fbem-30436 38 5 a)βˆ’1y a)βˆ’1y ADV fbem-30436 38 6 ( ( PUNCT fbem-30436 38 7 1 1 NUM fbem-30436 38 8 ) ) PUNCT fbem-30436 38 9 with with ADP fbem-30436 38 10 ( ( PUNCT fbem-30436 38 11 i i PRON fbem-30436 38 12 βˆ’ βˆ’ PROPN fbem-30436 38 13 a)βˆ’1 a)βˆ’1 NOUN fbem-30436 38 14 being be AUX fbem-30436 38 15 the the DET fbem-30436 38 16 leontief leontief ADJ fbem-30436 38 17 inverse inverse NOUN fbem-30436 38 18 , , PUNCT fbem-30436 38 19 which which PRON fbem-30436 38 20 captures capture VERB fbem-30436 38 21 both both CCONJ fbem-30436 38 22 the the DET fbem-30436 38 23 direct direct ADJ fbem-30436 38 24 and and CCONJ fbem-30436 38 25 indirect indirect ADJ fbem-30436 38 26 effects effect NOUN fbem-30436 38 27 of of ADP fbem-30436 38 28 changes change NOUN fbem-30436 38 29 in in ADP fbem-30436 38 30 final final ADJ fbem-30436 38 31 demand demand NOUN fbem-30436 38 32 . . PUNCT fbem-30436 39 1 in in ADP fbem-30436 39 2 this this DET fbem-30436 39 3 framework framework NOUN fbem-30436 39 4 , , PUNCT fbem-30436 39 5 the the DET fbem-30436 39 6 contribution contribution NOUN fbem-30436 39 7 of of ADP fbem-30436 39 8 each each DET fbem-30436 39 9 industry industry NOUN fbem-30436 39 10 to to ADP fbem-30436 39 11 gdp gdp NOUN fbem-30436 39 12 is be AUX fbem-30436 39 13 split split VERB fbem-30436 39 14 into into ADP fbem-30436 39 15 two two NUM fbem-30436 39 16 components component NOUN fbem-30436 39 17 . . PUNCT fbem-30436 40 1 the the DET fbem-30436 40 2 direct direct ADJ fbem-30436 40 3 contribution contribution NOUN fbem-30436 40 4 of of ADP fbem-30436 40 5 an an DET fbem-30436 40 6 industry industry NOUN fbem-30436 40 7 is be AUX fbem-30436 40 8 given give VERB fbem-30436 40 9 by by ADP fbem-30436 40 10 its its PRON fbem-30436 40 11 final final ADJ fbem-30436 40 12 demand demand NOUN fbem-30436 40 13 𝑦𝑖 𝑦𝑖 NOUN fbem-30436 40 14 . . PUNCT fbem-30436 41 1 the the DET fbem-30436 41 2 indirect indirect ADJ fbem-30436 41 3 contribution contribution NOUN fbem-30436 41 4 is be AUX fbem-30436 41 5 determined determine VERB fbem-30436 41 6 by by ADP fbem-30436 41 7 the the DET fbem-30436 41 8 sum sum NOUN fbem-30436 41 9 of of ADP fbem-30436 41 10 the the DET fbem-30436 41 11 impacts impact NOUN fbem-30436 41 12 from from ADP fbem-30436 41 13 all all DET fbem-30436 41 14 industries industry NOUN fbem-30436 41 15 , , PUNCT fbem-30436 41 16 computed compute VERB fbem-30436 41 17 as as ADP fbem-30436 41 18 ic ic PROPN fbem-30436 41 19 𝑖 𝑖 PROPN fbem-30436 41 20 = = PUNCT fbem-30436 41 21 βˆ‘ βˆ‘ PUNCT fbem-30436 41 22 π‘Žπ‘–π‘— π‘Žπ‘–π‘— X fbem-30436 41 23 𝑛 𝑛 PROPN fbem-30436 41 24 𝑗=1 𝑗=1 PROPN fbem-30436 41 25 β‹… β‹… PROPN fbem-30436 41 26 π‘₯𝑗 π‘₯𝑗 PROPN fbem-30436 41 27 ( ( PUNCT fbem-30436 41 28 2 2 NUM fbem-30436 41 29 ) ) PUNCT fbem-30436 41 30 combining combine VERB fbem-30436 41 31 these these DET fbem-30436 41 32 yields yield NOUN fbem-30436 41 33 the the DET fbem-30436 41 34 total total ADJ fbem-30436 41 35 contribution contribution NOUN fbem-30436 41 36 of of ADP fbem-30436 41 37 industry industry NOUN fbem-30436 42 1 𝑖 𝑖 NOUN fbem-30436 42 2 : : PUNCT fbem-30436 42 3 𝑐𝑖 𝑐𝑖 NOUN fbem-30436 42 4 total total NOUN fbem-30436 42 5 = = SYM fbem-30436 42 6 𝑦𝑖 𝑦𝑖 PROPN fbem-30436 42 7 + + NOUN fbem-30436 42 8 βˆ‘ βˆ‘ PROPN fbem-30436 42 9 π‘Žπ‘–π‘— π‘Žπ‘–π‘— X fbem-30436 42 10 𝑛 𝑛 PROPN fbem-30436 42 11 𝑗=1 𝑗=1 PROPN fbem-30436 42 12 β‹… β‹… PROPN fbem-30436 42 13 π‘₯𝑗 π‘₯𝑗 PROPN fbem-30436 42 14 ( ( PUNCT fbem-30436 42 15 3 3 NUM fbem-30436 42 16 ) ) PUNCT fbem-30436 42 17 the the DET fbem-30436 42 18 gdp gdp NOUN fbem-30436 42 19 contribution contribution NOUN fbem-30436 42 20 rate rate NOUN fbem-30436 42 21 for for ADP fbem-30436 42 22 each each DET fbem-30436 42 23 industry industry NOUN fbem-30436 42 24 is be AUX fbem-30436 42 25 then then ADV fbem-30436 42 26 obtained obtain VERB fbem-30436 42 27 by by ADP fbem-30436 42 28 taking take VERB fbem-30436 42 29 the the DET fbem-30436 42 30 ratio ratio NOUN fbem-30436 42 31 of of ADP fbem-30436 42 32 its its PRON fbem-30436 42 33 total total ADJ fbem-30436 42 34 contribution contribution NOUN fbem-30436 42 35 to to ADP fbem-30436 42 36 the the DET fbem-30436 42 37 overall overall ADJ fbem-30436 42 38 gdp gdp PROPN fbem-30436 42 39 . . PUNCT fbem-30436 43 1 industries industry NOUN fbem-30436 43 2 can can AUX fbem-30436 43 3 also also ADV fbem-30436 43 4 be be AUX fbem-30436 43 5 modeled model VERB fbem-30436 43 6 as as ADP fbem-30436 43 7 nodes node NOUN fbem-30436 43 8 within within ADP fbem-30436 43 9 a a DET fbem-30436 43 10 directed direct VERB fbem-30436 43 11 weighted weight VERB fbem-30436 43 12 network network NOUN fbem-30436 43 13 , , PUNCT fbem-30436 43 14 where where SCONJ fbem-30436 43 15 the the DET fbem-30436 43 16 weights weight NOUN fbem-30436 43 17 on on ADP fbem-30436 43 18 the the DET fbem-30436 43 19 edges edge NOUN fbem-30436 43 20 correspond correspond VERB fbem-30436 43 21 to to ADP fbem-30436 43 22 the the DET fbem-30436 43 23 input input NOUN fbem-30436 43 24 coefficients coefficient VERB fbem-30436 43 25 π‘Žπ‘–π‘— π‘Žπ‘–π‘— NOUN fbem-30436 43 26 .this .this PRON fbem-30436 43 27 network network NOUN fbem-30436 43 28 is be AUX fbem-30436 43 29 characterized characterize VERB fbem-30436 43 30 by by ADP fbem-30436 43 31 the the DET fbem-30436 43 32 graph graph NOUN fbem-30436 43 33 𝐺 𝐺 PROPN fbem-30436 43 34 = = SYM fbem-30436 43 35 ( ( PUNCT fbem-30436 43 36 𝑉 𝑉 PROPN fbem-30436 43 37 , , PUNCT fbem-30436 43 38 𝐸 𝐸 PROPN fbem-30436 43 39 , , PUNCT fbem-30436 43 40 π‘Š π‘Š PROPN fbem-30436 43 41 ) ) PUNCT fbem-30436 43 42 , , PUNCT fbem-30436 43 43 with with ADP fbem-30436 43 44 π‘Š π‘Š PROPN fbem-30436 43 45 = = SYM fbem-30436 44 1 [ [ X fbem-30436 44 2 π‘Žπ‘–π‘— π‘Žπ‘–π‘— X fbem-30436 44 3 ] ] PUNCT fbem-30436 44 4 . . PUNCT fbem-30436 45 1 several several ADJ fbem-30436 45 2 metrics metric NOUN fbem-30436 45 3 help help AUX fbem-30436 45 4 quantify quantify VERB fbem-30436 45 5 the the DET fbem-30436 45 6 roles role NOUN fbem-30436 45 7 of of ADP fbem-30436 45 8 industries industry NOUN fbem-30436 45 9 within within ADP fbem-30436 45 10 this this DET fbem-30436 45 11 network network NOUN fbem-30436 45 12 . . PUNCT fbem-30436 46 1 for for ADP fbem-30436 46 2 example example NOUN fbem-30436 46 3 , , PUNCT fbem-30436 46 4 degree degree NOUN fbem-30436 46 5 centrality centrality NOUN fbem-30436 46 6 is be AUX fbem-30436 46 7 calculated calculate VERB fbem-30436 46 8 by by ADP fbem-30436 46 9 summing sum VERB fbem-30436 46 10 the the DET fbem-30436 46 11 input input NOUN fbem-30436 46 12 coefficients coefficient NOUN fbem-30436 46 13 for for ADP fbem-30436 46 14 each each DET fbem-30436 46 15 industry industry NOUN fbem-30436 46 16 : : PUNCT fbem-30436 46 17 dc(𝑣𝑖 dc(𝑣𝑖 ADJ fbem-30436 46 18 ) ) PUNCT fbem-30436 47 1 = = PUNCT fbem-30436 47 2 βˆ‘ βˆ‘ PUNCT fbem-30436 47 3 π‘Žπ‘–π‘— π‘Žπ‘–π‘— X fbem-30436 47 4 𝑛 𝑛 PROPN fbem-30436 47 5 𝑗=1 𝑗=1 PROPN fbem-30436 47 6 ( ( PUNCT fbem-30436 47 7 4 4 X fbem-30436 47 8 ) ) PUNCT fbem-30436 47 9 which which PRON fbem-30436 47 10 reflects reflect VERB fbem-30436 47 11 the the DET fbem-30436 47 12 direct direct ADJ fbem-30436 47 13 influence influence NOUN fbem-30436 47 14 of of ADP fbem-30436 47 15 an an DET fbem-30436 47 16 industry industry NOUN fbem-30436 47 17 on on ADP fbem-30436 47 18 others other NOUN fbem-30436 47 19 . . PUNCT fbem-30436 48 1 betweenness betweenness ADJ fbem-30436 48 2 centrality centrality NOUN fbem-30436 48 3 is be AUX fbem-30436 48 4 another another DET fbem-30436 48 5 useful useful ADJ fbem-30436 48 6 metric metric NOUN fbem-30436 48 7 and and CCONJ fbem-30436 48 8 is be AUX fbem-30436 48 9 defined define VERB fbem-30436 48 10 as as ADP fbem-30436 48 11 bc(𝑣𝑖 bc(𝑣𝑖 NOUN fbem-30436 48 12 ) ) PUNCT fbem-30436 49 1 = = PUNCT fbem-30436 49 2 βˆ‘ βˆ‘ PUNCT fbem-30436 49 3 πœŽπ‘ π‘‘(𝑖 πœŽπ‘ π‘‘(𝑖 PROPN fbem-30436 49 4 ) ) PUNCT fbem-30436 49 5 πœŽπ‘ π‘‘ πœŽπ‘ π‘‘ NOUN fbem-30436 49 6 𝑠≠𝑖≠𝑑 𝑠≠𝑖≠𝑑 PROPN fbem-30436 49 7 ( ( PUNCT fbem-30436 49 8 5 5 NUM fbem-30436 49 9 ) ) PUNCT fbem-30436 49 10 where where SCONJ fbem-30436 49 11 πœŽπ‘ π‘‘ πœŽπ‘ π‘‘ NOUN fbem-30436 49 12 is be AUX fbem-30436 49 13 the the DET fbem-30436 49 14 total total ADJ fbem-30436 49 15 number number NOUN fbem-30436 49 16 of of ADP fbem-30436 49 17 shortest short ADJ fbem-30436 49 18 paths path NOUN fbem-30436 49 19 between between ADP fbem-30436 49 20 nodes node NOUN fbem-30436 49 21 𝑠 𝑠 PROPN fbem-30436 49 22 and and CCONJ fbem-30436 49 23 𝑑,and 𝑑,and PROPN fbem-30436 49 24 πœŽπ‘  πœŽπ‘  PROPN fbem-30436 49 25 𝑑(𝑖 𝑑(𝑖 PROPN fbem-30436 49 26 ) ) PUNCT fbem-30436 49 27 is be AUX fbem-30436 49 28 the the DET fbem-30436 49 29 number number NOUN fbem-30436 49 30 of of ADP fbem-30436 49 31 those those DET fbem-30436 49 32 paths path NOUN fbem-30436 49 33 that that PRON fbem-30436 49 34 pass pass VERB fbem-30436 49 35 through through ADP fbem-30436 49 36 industry industry NOUN fbem-30436 49 37 𝑖. 𝑖. ADV fbem-30436 49 38 in in ADP fbem-30436 49 39 addition addition NOUN fbem-30436 49 40 , , PUNCT fbem-30436 49 41 the the DET fbem-30436 49 42 pagerank pagerank NOUN fbem-30436 49 43 algorithm algorithm NOUN fbem-30436 49 44 is be AUX fbem-30436 49 45 applied apply VERB fbem-30436 49 46 to to PART fbem-30436 49 47 gauge gauge VERB fbem-30436 49 48 industry industry NOUN fbem-30436 49 49 importance importance NOUN fbem-30436 49 50 , , PUNCT fbem-30436 49 51 with with ADP fbem-30436 49 52 its its PRON fbem-30436 49 53 formulation formulation NOUN fbem-30436 49 54 given give VERB fbem-30436 49 55 by by ADP fbem-30436 49 56 pr(𝑣𝑖 pr(𝑣𝑖 VERB fbem-30436 49 57 ) ) PUNCT fbem-30436 50 1 = = PUNCT fbem-30436 51 1 1βˆ’π‘‘ 1βˆ’π‘‘ NUM fbem-30436 51 2 𝑛 𝑛 X fbem-30436 51 3 + + CCONJ fbem-30436 51 4 𝑑 𝑑 PROPN fbem-30436 51 5 β‹… β‹… PROPN fbem-30436 51 6 βˆ‘ βˆ‘ PUNCT fbem-30436 51 7 pr(𝑣𝑗 pr(𝑣𝑗 ADJ fbem-30436 51 8 ) ) PUNCT fbem-30436 51 9 outdegree(𝑣𝑗 outdegree(𝑣𝑗 PROPN fbem-30436 51 10 ) ) PUNCT fbem-30436 51 11 π‘—βˆˆin(𝑣𝑖 π‘—βˆˆin(𝑣𝑖 NUM fbem-30436 51 12 ) ) PUNCT fbem-30436 51 13 ( ( PUNCT fbem-30436 51 14 6 6 NUM fbem-30436 51 15 ) ) PUNCT fbem-30436 51 16 where where SCONJ fbem-30436 51 17 𝑑 𝑑 NOUN fbem-30436 51 18 is be AUX fbem-30436 51 19 the the DET fbem-30436 51 20 damping damp VERB fbem-30436 51 21 factor factor NOUN fbem-30436 51 22 ( ( PUNCT fbem-30436 51 23 commonly commonly ADV fbem-30436 51 24 set set VERB fbem-30436 51 25 to to ADP fbem-30436 51 26 0.85 0.85 NUM fbem-30436 51 27 ) ) PUNCT fbem-30436 51 28 . . PUNCT fbem-30436 52 1 the the DET fbem-30436 52 2 relationships relationship NOUN fbem-30436 52 3 between between ADP fbem-30436 52 4 industries industry NOUN fbem-30436 52 5 are be AUX fbem-30436 52 6 further far ADV fbem-30436 52 7 explored explore VERB fbem-30436 52 8 using use VERB fbem-30436 52 9 statistical statistical ADJ fbem-30436 52 10 tools tool NOUN fbem-30436 52 11 . . PUNCT fbem-30436 53 1 the the DET fbem-30436 53 2 pearson pearson PROPN fbem-30436 53 3 correlation correlation NOUN fbem-30436 53 4 coefficient coefficient NOUN fbem-30436 53 5 measures measure VERB fbem-30436 53 6 the the DET fbem-30436 53 7 linear linear ADJ fbem-30436 53 8 relationship relationship NOUN fbem-30436 53 9 between between ADP fbem-30436 53 10 the the DET fbem-30436 53 11 outputs output NOUN fbem-30436 53 12 of of ADP fbem-30436 53 13 any any DET fbem-30436 53 14 two two NUM fbem-30436 53 15 industries industry NOUN fbem-30436 53 16 : : PUNCT fbem-30436 53 17 πœŒπ‘–π‘— πœŒπ‘–π‘— PROPN fbem-30436 53 18 = = SYM fbem-30436 53 19 cov(𝑋𝑖,𝑋𝑗 cov(𝑋𝑖,𝑋𝑗 NOUN fbem-30436 53 20 ) ) PUNCT fbem-30436 53 21 πœŽπ‘‹π‘– πœŽπ‘‹π‘– NOUN fbem-30436 53 22 β‹…πœŽπ‘‹π‘— β‹…πœŽπ‘‹π‘— X fbem-30436 53 23 ( ( PUNCT fbem-30436 53 24 7 7 NUM fbem-30436 53 25 ) ) PUNCT fbem-30436 53 26 where where SCONJ fbem-30436 53 27 cov cov PROPN fbem-30436 53 28 ( ( PUNCT fbem-30436 53 29 𝑋𝑖 𝑋𝑖 PROPN fbem-30436 53 30 , , PUNCT fbem-30436 53 31 𝑋𝑗 𝑋𝑗 PROPN fbem-30436 53 32 ) ) PUNCT fbem-30436 53 33 represents represent VERB fbem-30436 53 34 the the DET fbem-30436 53 35 covariance covariance NOUN fbem-30436 53 36 between between ADP fbem-30436 53 37 industries industry NOUN fbem-30436 53 38 𝑖 𝑖 PROPN fbem-30436 53 39 and and CCONJ fbem-30436 53 40 𝑗 𝑗 INTJ fbem-30436 53 41 , , PUNCT fbem-30436 53 42 and and CCONJ fbem-30436 53 43 πœŽπ‘‹π‘– πœŽπ‘‹π‘– NOUN fbem-30436 53 44 , , PUNCT fbem-30436 53 45 πœŽπ‘‹π‘— πœŽπ‘‹π‘— NOUN fbem-30436 53 46 are be AUX fbem-30436 53 47 their their PRON fbem-30436 53 48 standard standard ADJ fbem-30436 53 49 deviations deviation NOUN fbem-30436 53 50 [ [ X fbem-30436 53 51 3 3 NUM fbem-30436 53 52 ] ] PUNCT fbem-30436 53 53 . . PUNCT fbem-30436 54 1 to to PART fbem-30436 54 2 determine determine VERB fbem-30436 54 3 if if SCONJ fbem-30436 54 4 one one NUM fbem-30436 54 5 industry industry NOUN fbem-30436 54 6 has have VERB fbem-30436 54 7 a a DET fbem-30436 54 8 predictive predictive ADJ fbem-30436 54 9 influence influence NOUN fbem-30436 54 10 on on ADP fbem-30436 54 11 another another PRON fbem-30436 54 12 , , PUNCT fbem-30436 54 13 a a DET fbem-30436 54 14 granger granger PROPN fbem-30436 54 15 causality causality NOUN fbem-30436 54 16 test test NOUN fbem-30436 54 17 is be AUX fbem-30436 54 18 conducted conduct VERB fbem-30436 54 19 ; ; PUNCT fbem-30436 54 20 a a DET fbem-30436 54 21 significant significant ADJ fbem-30436 54 22 ftest ft ADJ fbem-30436 54 23 result result NOUN fbem-30436 54 24 implies imply VERB fbem-30436 54 25 that that SCONJ fbem-30436 54 26 the the DET fbem-30436 54 27 output output NOUN fbem-30436 54 28 of of ADP fbem-30436 54 29 industry industry NOUN fbem-30436 54 30 𝑗 𝑗 INTJ fbem-30436 54 31 can can AUX fbem-30436 54 32 be be AUX fbem-30436 54 33 said say VERB fbem-30436 54 34 to to ADP fbem-30436 54 35 granger granger NOUN fbem-30436 54 36 - - PUNCT fbem-30436 54 37 cause cause VERB fbem-30436 54 38 the the DET fbem-30436 54 39 output output NOUN fbem-30436 54 40 of of ADP fbem-30436 54 41 industry industry NOUN fbem-30436 54 42 𝑖. 𝑖. ADV fbem-30436 54 43 to to PART fbem-30436 54 44 address address VERB fbem-30436 54 45 multiple multiple ADJ fbem-30436 54 46 policy policy NOUN fbem-30436 54 47 goals goal NOUN fbem-30436 54 48 such such ADJ fbem-30436 54 49 as as ADP fbem-30436 54 50 gdp gdp NOUN fbem-30436 54 51 growth growth NOUN fbem-30436 54 52 , , PUNCT fbem-30436 54 53 employment employment NOUN fbem-30436 54 54 , , PUNCT fbem-30436 54 55 and and CCONJ fbem-30436 54 56 sustainability sustainability NOUN fbem-30436 54 57 , , PUNCT fbem-30436 54 58 a a DET fbem-30436 54 59 mult mult PROPN fbem-30436 54 60 objective objective ADJ fbem-30436 54 61 optimization optimization NOUN fbem-30436 54 62 model model NOUN fbem-30436 54 63 is be AUX fbem-30436 54 64 developed develop VERB fbem-30436 54 65 . . PUNCT fbem-30436 55 1 the the DET fbem-30436 55 2 objective objective ADJ fbem-30436 55 3 function function NOUN fbem-30436 55 4 to to PART fbem-30436 55 5 maximize maximize VERB fbem-30436 55 6 is be AUX fbem-30436 55 7 formulated formulate VERB fbem-30436 55 8 as as ADP fbem-30436 55 9 max𝑍 max𝑍 NOUN fbem-30436 55 10 = = SYM fbem-30436 55 11 𝛼1 𝛼1 PROPN fbem-30436 55 12 βˆ‘ βˆ‘ PUNCT fbem-30436 55 13 𝑔 𝑔 PROPN fbem-30436 55 14 𝑛 𝑛 PROPN fbem-30436 55 15 𝑖=1 𝑖=1 PROPN fbem-30436 55 16 ( ( PUNCT fbem-30436 55 17 π‘₯𝑖 π‘₯𝑖 PROPN fbem-30436 55 18 ) ) PUNCT fbem-30436 55 19 + + CCONJ fbem-30436 55 20 𝛼2 𝛼2 VERB fbem-30436 55 21 βˆ‘ βˆ‘ PROPN fbem-30436 55 22 𝑒 𝑒 PROPN fbem-30436 55 23 𝑛 𝑛 PRON fbem-30436 55 24 𝑖=1 𝑖=1 PROPN fbem-30436 55 25 ( ( PUNCT fbem-30436 55 26 π‘₯𝑖 π‘₯𝑖 PROPN fbem-30436 55 27 ) ) PUNCT fbem-30436 56 1 + + CCONJ fbem-30436 56 2 𝛼3 𝛼3 VERB fbem-30436 56 3 βˆ‘ βˆ‘ PROPN fbem-30436 56 4 𝑠 𝑠 PROPN fbem-30436 56 5 𝑛 𝑛 PRON fbem-30436 56 6 𝑖=1 𝑖=1 PROPN fbem-30436 56 7 ( ( PUNCT fbem-30436 56 8 π‘₯𝑖 π‘₯𝑖 PROPN fbem-30436 56 9 ) ) PUNCT fbem-30436 56 10 ( ( PUNCT fbem-30436 56 11 8) 8) NUM fbem-30436 56 12 where where SCONJ fbem-30436 56 13 𝑔(π‘₯𝑖 𝑔(π‘₯𝑖 VERB fbem-30436 56 14 ) ) PUNCT fbem-30436 56 15 represents represent VERB fbem-30436 56 16 the the DET fbem-30436 56 17 marginal marginal ADJ fbem-30436 56 18 gdp gdp NOUN fbem-30436 56 19 contribution contribution NOUN fbem-30436 56 20 , , PUNCT fbem-30436 56 21 𝑒(π‘₯𝑖 𝑒(π‘₯𝑖 PROPN fbem-30436 56 22 ) ) PUNCT fbem-30436 56 23 indicates indicate VERB fbem-30436 56 24 the the DET fbem-30436 56 25 employment employment NOUN fbem-30436 56 26 impact impact NOUN fbem-30436 56 27 , , PUNCT fbem-30436 56 28 and and CCONJ fbem-30436 56 29 𝑠(π‘₯𝑖 𝑠(π‘₯𝑖 NUM fbem-30436 56 30 ) ) PUNCT fbem-30436 56 31 denotes denote VERB fbem-30436 56 32 the the DET fbem-30436 56 33 sustainability sustainability NOUN fbem-30436 56 34 score score NOUN fbem-30436 56 35 for for ADP fbem-30436 56 36 industry industry NOUN fbem-30436 56 37 𝑖. 𝑖. ADP fbem-30436 56 38 the the DET fbem-30436 56 39 coefficients coefficient NOUN fbem-30436 56 40 𝛼1 𝛼1 NOUN fbem-30436 56 41 , , PUNCT fbem-30436 56 42 𝛼2 𝛼2 ADJ fbem-30436 56 43 , , PUNCT fbem-30436 56 44 and and CCONJ fbem-30436 56 45 𝛼3 𝛼3 NOUN fbem-30436 56 46 are be AUX fbem-30436 56 47 weights weight NOUN fbem-30436 56 48 reflecting reflect VERB fbem-30436 56 49 the the DET fbem-30436 56 50 importance importance NOUN fbem-30436 56 51 of of ADP fbem-30436 56 52 each each DET fbem-30436 56 53 factor factor NOUN fbem-30436 56 54 . . PUNCT fbem-30436 57 1 βˆ‘ βˆ‘ PROPN fbem-30436 57 2 π‘₯𝑖 π‘₯𝑖 ADP fbem-30436 57 3 𝑛 𝑛 PRON fbem-30436 57 4 𝑖=1 𝑖=1 PUNCT fbem-30436 57 5 = = SYM fbem-30436 57 6 1 1 NUM fbem-30436 57 7 ( ( PUNCT fbem-30436 57 8 9 9 NUM fbem-30436 57 9 ) ) PUNCT fbem-30436 57 10 this this DET fbem-30436 57 11 optimization optimization NOUN fbem-30436 57 12 is be AUX fbem-30436 57 13 subject subject ADJ fbem-30436 57 14 to to ADP fbem-30436 57 15 the the DET fbem-30436 57 16 constraints constraint NOUN fbem-30436 57 17 that that PRON fbem-30436 57 18 the the DET fbem-30436 57 19 total total ADJ fbem-30436 57 20 investment investment NOUN fbem-30436 57 21 sums sum NOUN fbem-30436 57 22 to to ADP fbem-30436 57 23 one one NUM fbem-30436 57 24 and and CCONJ fbem-30436 57 25 that that SCONJ fbem-30436 57 26 each each DET fbem-30436 57 27 investment investment NOUN fbem-30436 57 28 π‘₯𝑖 π‘₯𝑖 PRON fbem-30436 57 29 is be AUX fbem-30436 57 30 nonnegative nonnegative ADJ fbem-30436 57 31 . . PUNCT fbem-30436 58 1 57 57 NUM fbem-30436 58 2 a a DET fbem-30436 58 3 dynamic dynamic ADJ fbem-30436 58 4 system system NOUN fbem-30436 58 5 further far ADV fbem-30436 58 6 enriches enrich VERB fbem-30436 58 7 the the DET fbem-30436 58 8 analysis analysis NOUN fbem-30436 58 9 by by ADP fbem-30436 58 10 modeling model VERB fbem-30436 58 11 the the DET fbem-30436 58 12 evolution evolution NOUN fbem-30436 58 13 of of ADP fbem-30436 58 14 industry industry NOUN fbem-30436 58 15 interactions interaction NOUN fbem-30436 58 16 over over ADP fbem-30436 58 17 time time NOUN fbem-30436 58 18 . . PUNCT fbem-30436 59 1 the the DET fbem-30436 59 2 growth growth NOUN fbem-30436 59 3 of of ADP fbem-30436 59 4 each each DET fbem-30436 59 5 industry industry NOUN fbem-30436 59 6 ’s ’s PART fbem-30436 59 7 gdp gdp NOUN fbem-30436 59 8 contribution contribution NOUN fbem-30436 59 9 𝑋𝑖 𝑋𝑖 PROPN fbem-30436 59 10 ( ( PUNCT fbem-30436 59 11 𝑑 𝑑 NOUN fbem-30436 59 12 ) ) PUNCT fbem-30436 59 13 is be AUX fbem-30436 59 14 described describe VERB fbem-30436 59 15 by by ADP fbem-30436 59 16 the the DET fbem-30436 59 17 differential differential ADJ fbem-30436 59 18 equation equation NOUN fbem-30436 59 19 [ [ X fbem-30436 59 20 4 4 NUM fbem-30436 59 21 ] ] PUNCT fbem-30436 59 22 . . PUNCT fbem-30436 60 1 𝑑𝑋𝑖(𝑑 𝑑𝑋𝑖(𝑑 ADV fbem-30436 60 2 ) ) PUNCT fbem-30436 61 1 𝑑𝑑 𝑑𝑑 ADP fbem-30436 61 2 = = PUNCT fbem-30436 61 3 𝛽𝑖 𝛽𝑖 VERB fbem-30436 61 4 β‹… β‹… PROPN fbem-30436 61 5 𝑋𝑖 𝑋𝑖 PROPN fbem-30436 61 6 ( ( PUNCT fbem-30436 61 7 𝑑 𝑑 NOUN fbem-30436 61 8 ) ) PUNCT fbem-30436 61 9 + + CCONJ fbem-30436 61 10 βˆ‘ βˆ‘ PUNCT fbem-30436 61 11 𝛾𝑖𝑗 𝛾𝑖𝑗 NOUN fbem-30436 61 12 𝑛 𝑛 PRON fbem-30436 61 13 𝑗=1 𝑗=1 PROPN fbem-30436 61 14 β‹… β‹… PROPN fbem-30436 61 15 𝑋𝑗 𝑋𝑗 PROPN fbem-30436 61 16 ( ( PUNCT fbem-30436 61 17 𝑑 𝑑 NOUN fbem-30436 61 18 ) ) PUNCT fbem-30436 61 19 ( ( PUNCT fbem-30436 61 20 10 10 NUM fbem-30436 61 21 ) ) PUNCT fbem-30436 61 22 where where SCONJ fbem-30436 61 23 𝛽𝑖 𝛽𝑖 VERB fbem-30436 61 24 represents represent VERB fbem-30436 61 25 the the DET fbem-30436 61 26 intrinsic intrinsic ADJ fbem-30436 61 27 growth growth NOUN fbem-30436 61 28 rate rate NOUN fbem-30436 61 29 of of ADP fbem-30436 61 30 industry industry NOUN fbem-30436 61 31 𝑖 𝑖 NOUN fbem-30436 61 32 , , PUNCT fbem-30436 61 33 and and CCONJ fbem-30436 61 34 𝛾𝑖𝑗 𝛾𝑖𝑗 NOUN fbem-30436 61 35 quantifies quantifie NOUN fbem-30436 61 36 the the DET fbem-30436 61 37 influence influence NOUN fbem-30436 61 38 exerted exert VERB fbem-30436 61 39 by by ADP fbem-30436 61 40 industry industry NOUN fbem-30436 61 41 𝑗 𝑗 X fbem-30436 61 42 on on ADP fbem-30436 61 43 industry industry NOUN fbem-30436 61 44 𝑖. 𝑖. ADV fbem-30436 61 45 this this DET fbem-30436 61 46 formulation formulation NOUN fbem-30436 61 47 provides provide VERB fbem-30436 61 48 insights insight NOUN fbem-30436 61 49 into into ADP fbem-30436 61 50 both both CCONJ fbem-30436 61 51 the the DET fbem-30436 61 52 immediate immediate ADJ fbem-30436 61 53 and and CCONJ fbem-30436 61 54 cascading cascade VERB fbem-30436 61 55 effects effect NOUN fbem-30436 61 56 of of ADP fbem-30436 61 57 economic economic ADJ fbem-30436 61 58 activities activity NOUN fbem-30436 61 59 over over ADP fbem-30436 61 60 time time NOUN fbem-30436 61 61 . . PUNCT fbem-30436 62 1 3 3 X fbem-30436 62 2 . . X fbem-30436 62 3 dynamic dynamic ADJ fbem-30436 62 4 modeling modeling NOUN fbem-30436 62 5 and and CCONJ fbem-30436 62 6 prediction prediction NOUN fbem-30436 62 7 of of ADP fbem-30436 62 8 government government NOUN fbem-30436 62 9 investment investment NOUN fbem-30436 62 10 structure structure NOUN fbem-30436 62 11 optimization optimization NOUN fbem-30436 62 12 3.1 3.1 NUM fbem-30436 62 13 . . PUNCT fbem-30436 62 14 model model PROPN fbem-30436 62 15 development development NOUN fbem-30436 62 16 to to PART fbem-30436 62 17 capture capture VERB fbem-30436 62 18 the the DET fbem-30436 62 19 evolution evolution NOUN fbem-30436 62 20 of of ADP fbem-30436 62 21 gdp gdp NOUN fbem-30436 62 22 in in ADP fbem-30436 62 23 response response NOUN fbem-30436 62 24 to to ADP fbem-30436 62 25 investment investment NOUN fbem-30436 62 26 , , PUNCT fbem-30436 62 27 we we PRON fbem-30436 62 28 adopt adopt VERB fbem-30436 62 29 a a DET fbem-30436 62 30 system system NOUN fbem-30436 62 31 of of ADP fbem-30436 62 32 nonlinear nonlinear ADJ fbem-30436 62 33 differential differential ADJ fbem-30436 62 34 equations equation NOUN fbem-30436 62 35 . . PUNCT fbem-30436 63 1 the the DET fbem-30436 63 2 gdp gdp NOUN fbem-30436 63 3 of of ADP fbem-30436 63 4 industry industry NOUN fbem-30436 63 5 𝑖 𝑖 X fbem-30436 63 6 at at ADP fbem-30436 63 7 time time NOUN fbem-30436 63 8 𝑑 𝑑 PROPN fbem-30436 63 9 , , PUNCT fbem-30436 63 10 denoted denote VERB fbem-30436 63 11 by by ADP fbem-30436 63 12 𝐺𝑖 𝐺𝑖 PROPN fbem-30436 63 13 ( ( PUNCT fbem-30436 63 14 𝑑 𝑑 NOUN fbem-30436 63 15 ) ) PUNCT fbem-30436 63 16 , , PUNCT fbem-30436 63 17 evolves evolve VERB fbem-30436 63 18 as as ADP fbem-30436 63 19 : : PUNCT fbem-30436 63 20 𝑑𝐺𝑖(𝑑 𝑑𝐺𝑖(𝑑 NUM fbem-30436 63 21 ) ) PUNCT fbem-30436 63 22 𝑑𝑑 𝑑𝑑 ADP fbem-30436 63 23 = = SYM fbem-30436 63 24 𝑓(𝐼𝑖 𝑓(𝐼𝑖 PROPN fbem-30436 63 25 ( ( PUNCT fbem-30436 63 26 𝑑 𝑑 NOUN fbem-30436 63 27 ) ) PUNCT fbem-30436 63 28 ) ) PUNCT fbem-30436 64 1 + + CCONJ fbem-30436 64 2 βˆ‘ βˆ‘ ADP fbem-30436 64 3 π‘Ÿπ‘–π‘— π‘Ÿπ‘–π‘— VERB fbem-30436 64 4 𝑛 𝑛 PRON fbem-30436 64 5 𝑗=1 𝑗=1 PROPN fbem-30436 64 6 𝐺𝑗 𝐺𝑗 PROPN fbem-30436 64 7 ( ( PUNCT fbem-30436 64 8 𝑑 𝑑 NOUN fbem-30436 64 9 ) ) PUNCT fbem-30436 64 10 βˆ’ βˆ’ NOUN fbem-30436 64 11 πœ‡π‘– πœ‡π‘– ADP fbem-30436 64 12 𝐺𝑖 𝐺𝑖 PROPN fbem-30436 64 13 ( ( PUNCT fbem-30436 64 14 𝑑 𝑑 NOUN fbem-30436 64 15 ) ) PUNCT fbem-30436 64 16 ( ( PUNCT fbem-30436 64 17 11 11 NUM fbem-30436 64 18 ) ) PUNCT fbem-30436 65 1 where where SCONJ fbem-30436 65 2 : : PUNCT fbem-30436 65 3 𝑓(𝐼𝑖 𝑓(𝐼𝑖 NOUN fbem-30436 65 4 ( ( PUNCT fbem-30436 65 5 𝑑 𝑑 NOUN fbem-30436 65 6 ) ) PUNCT fbem-30436 65 7 ) ) PUNCT fbem-30436 65 8 is be AUX fbem-30436 65 9 the the DET fbem-30436 65 10 direct direct ADJ fbem-30436 65 11 contribution contribution NOUN fbem-30436 65 12 of of ADP fbem-30436 65 13 investment investment NOUN fbem-30436 65 14 to to ADP fbem-30436 65 15 gdp gdp NOUN fbem-30436 65 16 , , PUNCT fbem-30436 65 17 modeled model VERB fbem-30436 65 18 ass ass NOUN fbem-30436 65 19 𝑓(𝐼𝑖 𝑓(𝐼𝑖 NOUN fbem-30436 65 20 ( ( PUNCT fbem-30436 65 21 𝑑 𝑑 NOUN fbem-30436 65 22 ) ) PUNCT fbem-30436 65 23 ) ) PUNCT fbem-30436 66 1 = = SYM fbem-30436 66 2 𝛼𝑖 𝛼𝑖 PROPN fbem-30436 66 3 ( ( PUNCT fbem-30436 66 4 1 1 NUM fbem-30436 66 5 βˆ’ βˆ’ NOUN fbem-30436 66 6 𝑒 𝑒 PRON fbem-30436 66 7 βˆ’π›½π‘–πΌπ‘–(𝑑 βˆ’π›½π‘–πΌπ‘–(𝑑 PROPN fbem-30436 66 8 ) ) PUNCT fbem-30436 66 9 ) ) PUNCT fbem-30436 66 10 ( ( PUNCT fbem-30436 66 11 12 12 NUM fbem-30436 66 12 ) ) PUNCT fbem-30436 66 13 where where SCONJ fbem-30436 66 14 𝛼𝑖 𝛼𝑖 PROPN fbem-30436 66 15 and and CCONJ fbem-30436 66 16 𝛽𝑖 𝛽𝑖 VERB fbem-30436 66 17 are be AUX fbem-30436 66 18 industry industry NOUN fbem-30436 66 19 - - PUNCT fbem-30436 66 20 specific specific ADJ fbem-30436 66 21 parameters parameter NOUN fbem-30436 66 22 representing represent VERB fbem-30436 66 23 the the DET fbem-30436 66 24 growth growth NOUN fbem-30436 66 25 potential potential NOUN fbem-30436 66 26 and and CCONJ fbem-30436 66 27 rate rate NOUN fbem-30436 66 28 of of ADP fbem-30436 66 29 saturation saturation NOUN fbem-30436 66 30 . . PUNCT fbem-30436 67 1 π‘Ÿπ‘–π‘— π‘Ÿπ‘–π‘— PROPN fbem-30436 67 2 represents represent VERB fbem-30436 67 3 the the DET fbem-30436 67 4 spillover spillover ADJ fbem-30436 67 5 effect effect NOUN fbem-30436 67 6 from from ADP fbem-30436 67 7 industry industry NOUN fbem-30436 67 8 𝑗 𝑗 NOUN fbem-30436 67 9 to to PART fbem-30436 67 10 𝑖. 𝑖. ADV fbem-30436 67 11 πœ‡π‘– πœ‡π‘– ADV fbem-30436 67 12 is be AUX fbem-30436 67 13 the the DET fbem-30436 67 14 natural natural ADJ fbem-30436 67 15 decay decay NOUN fbem-30436 67 16 rate rate NOUN fbem-30436 67 17 of of ADP fbem-30436 67 18 gdp gdp NOUN fbem-30436 67 19 for for ADP fbem-30436 67 20 industry industry NOUN fbem-30436 67 21 𝑖 𝑖 NOUN fbem-30436 67 22 , , PUNCT fbem-30436 67 23 capturing capture VERB fbem-30436 67 24 external external ADJ fbem-30436 67 25 shocks shock NOUN fbem-30436 67 26 and and CCONJ fbem-30436 67 27 competitive competitive ADJ fbem-30436 67 28 pressures pressure NOUN fbem-30436 67 29 . . PUNCT fbem-30436 68 1 the the DET fbem-30436 68 2 total total ADJ fbem-30436 68 3 gdp gdp NOUN fbem-30436 68 4 across across ADP fbem-30436 68 5 all all DET fbem-30436 68 6 industries industry NOUN fbem-30436 68 7 is be AUX fbem-30436 68 8 : : PUNCT fbem-30436 68 9 𝐺(𝑑 𝐺(𝑑 X fbem-30436 68 10 ) ) PUNCT fbem-30436 68 11 = = PUNCT fbem-30436 68 12 βˆ‘ βˆ‘ PUNCT fbem-30436 68 13 𝐺𝑖 𝐺𝑖 VERB fbem-30436 68 14 𝑛 𝑛 PRON fbem-30436 68 15 𝑖=1 𝑖=1 PROPN fbem-30436 68 16 ( ( PUNCT fbem-30436 68 17 𝑑 𝑑 NOUN fbem-30436 68 18 ) ) PUNCT fbem-30436 68 19 ( ( PUNCT fbem-30436 68 20 13 13 NUM fbem-30436 68 21 ) ) PUNCT fbem-30436 68 22 the the DET fbem-30436 68 23 interdependencies interdependency NOUN fbem-30436 68 24 between between ADP fbem-30436 68 25 industries industry NOUN fbem-30436 68 26 are be AUX fbem-30436 68 27 modeled model VERB fbem-30436 68 28 using use VERB fbem-30436 68 29 a a DET fbem-30436 68 30 complex complex ADJ fbem-30436 68 31 network network NOUN fbem-30436 68 32 . . PUNCT fbem-30436 69 1 let let VERB fbem-30436 69 2 𝑅 𝑅 PROPN fbem-30436 69 3 = = PRON fbem-30436 69 4 { { PUNCT fbem-30436 69 5 π‘Ÿπ‘–π‘— π‘Ÿπ‘–π‘— PROPN fbem-30436 69 6 } } PUNCT fbem-30436 69 7 denote denote VERB fbem-30436 69 8 the the DET fbem-30436 69 9 adjacency adjacency NOUN fbem-30436 69 10 matrix matrix NOUN fbem-30436 69 11 of of ADP fbem-30436 69 12 the the DET fbem-30436 69 13 network network NOUN fbem-30436 69 14 , , PUNCT fbem-30436 69 15 where where SCONJ fbem-30436 69 16 : : PUNCT fbem-30436 69 17 π‘Ÿπ‘–π‘— π‘Ÿπ‘–π‘— PROPN fbem-30436 69 18 = = PUNCT fbem-30436 69 19 correlation(𝐺𝑖 correlation(𝐺𝑖 PROPN fbem-30436 69 20 , , PUNCT fbem-30436 69 21 𝐺𝑗 𝐺𝑗 PROPN fbem-30436 69 22 ) ) PUNCT fbem-30436 69 23 ( ( PUNCT fbem-30436 70 1 14 14 NUM fbem-30436 70 2 ) ) PUNCT fbem-30436 70 3 this this DET fbem-30436 70 4 correlation correlation NOUN fbem-30436 70 5 is be AUX fbem-30436 70 6 computed compute VERB fbem-30436 70 7 from from ADP fbem-30436 70 8 historical historical ADJ fbem-30436 70 9 data datum NOUN fbem-30436 70 10 , , PUNCT fbem-30436 70 11 capturing capture VERB fbem-30436 70 12 both both CCONJ fbem-30436 70 13 positive positive ADJ fbem-30436 70 14 and and CCONJ fbem-30436 70 15 negative negative ADJ fbem-30436 70 16 relationships relationship NOUN fbem-30436 70 17 : : PUNCT fbem-30436 70 18 π‘Ÿπ‘–π‘— π‘Ÿπ‘–π‘— VERB fbem-30436 70 19 > > X fbem-30436 70 20 0 0 PUNCT fbem-30436 71 1 : : PUNCT fbem-30436 71 2 positive positive ADJ fbem-30436 71 3 spillover spillover NOUN fbem-30436 71 4 effect effect NOUN fbem-30436 71 5 ; ; PUNCT fbem-30436 71 6 π‘Ÿπ‘–π‘— π‘Ÿπ‘–π‘— VERB fbem-30436 71 7 < < X fbem-30436 71 8 0 0 PUNCT fbem-30436 71 9 : : PUNCT fbem-30436 71 10 negative negative ADJ fbem-30436 71 11 constraint constraint NOUN fbem-30436 71 12 or or CCONJ fbem-30436 71 13 competition competition NOUN fbem-30436 71 14 . . PUNCT fbem-30436 72 1 analyzed analyze VERB fbem-30436 72 2 the the DET fbem-30436 72 3 network network NOUN fbem-30436 72 4 using use VERB fbem-30436 72 5 graph graph NOUN fbem-30436 72 6 - - PUNCT fbem-30436 72 7 theoretic theoretic NOUN fbem-30436 72 8 methods method NOUN fbem-30436 72 9 to to PART fbem-30436 72 10 identify identify VERB fbem-30436 72 11 key key ADJ fbem-30436 72 12 industries industry NOUN fbem-30436 72 13 ( ( PUNCT fbem-30436 72 14 nodes node NOUN fbem-30436 72 15 ) ) PUNCT fbem-30436 72 16 with with ADP fbem-30436 72 17 high high ADJ fbem-30436 72 18 centrality centrality NOUN fbem-30436 72 19 measures measure NOUN fbem-30436 72 20 , , PUNCT fbem-30436 72 21 indicating indicate VERB fbem-30436 72 22 their their PRON fbem-30436 72 23 importance importance NOUN fbem-30436 72 24 in in ADP fbem-30436 72 25 driving drive VERB fbem-30436 72 26 overall overall ADJ fbem-30436 72 27 ecnomid ecnomid NOUN fbem-30436 72 28 growth growth NOUN fbem-30436 72 29 [ [ X fbem-30436 72 30 5 5 NUM fbem-30436 72 31 ] ] PUNCT fbem-30436 72 32 . . PUNCT fbem-30436 73 1 aimed aim VERB fbem-30436 73 2 to to PART fbem-30436 73 3 maximize maximize VERB fbem-30436 73 4 gdp gdp NOUN fbem-30436 73 5 while while SCONJ fbem-30436 73 6 considering consider VERB fbem-30436 73 7 employment employment NOUN fbem-30436 73 8 growth growth NOUN fbem-30436 73 9 and and CCONJ fbem-30436 73 10 minimizing minimize VERB fbem-30436 73 11 environmental environmental ADJ fbem-30436 73 12 costs cost NOUN fbem-30436 73 13 . . PUNCT fbem-30436 74 1 the the DET fbem-30436 74 2 multiobjective multiobjective ADJ fbem-30436 74 3 optimization optimization NOUN fbem-30436 74 4 problem problem NOUN fbem-30436 74 5 is be AUX fbem-30436 74 6 formulated formulate VERB fbem-30436 74 7 as as ADP fbem-30436 74 8 : : PUNCT fbem-30436 74 9 max{𝐺 max{𝐺 PROPN fbem-30436 74 10 , , PUNCT fbem-30436 74 11 𝐸 𝐸 PROPN fbem-30436 74 12 , , PUNCT fbem-30436 74 13 βˆ’πΆ βˆ’πΆ NOUN fbem-30436 74 14 } } PUNCT fbem-30436 74 15 ( ( PUNCT fbem-30436 74 16 15 15 NUM fbem-30436 74 17 ) ) PUNCT fbem-30436 74 18 subject subject NOUN fbem-30436 74 19 to to ADP fbem-30436 74 20 : : PUNCT fbem-30436 74 21 βˆ‘ βˆ‘ PUNCT fbem-30436 74 22 𝐼𝑖 𝐼𝑖 VERB fbem-30436 74 23 𝑛 𝑛 PRON fbem-30436 74 24 𝑖=1 𝑖=1 PROPN fbem-30436 74 25 ≀ ≀ PROPN fbem-30436 74 26 𝑇 𝑇 PROPN fbem-30436 74 27 , , PUNCT fbem-30436 74 28     SPACE fbem-30436 74 29 𝐼𝑖 𝐼𝑖 PROPN fbem-30436 74 30 β‰₯ β‰₯ NUM fbem-30436 74 31 0 0 NUM fbem-30436 74 32 , , PUNCT fbem-30436 74 33     SPACE fbem-30436 74 34 βˆ€π‘– βˆ€π‘– PROPN fbem-30436 74 35 ( ( PUNCT fbem-30436 74 36 16 16 NUM fbem-30436 74 37 ) ) PUNCT fbem-30436 75 1 where where SCONJ fbem-30436 75 2 : : PUNCT fbem-30436 75 3 𝐺 𝐺 X fbem-30436 75 4 = = PUNCT fbem-30436 75 5 βˆ‘ βˆ‘ PUNCT fbem-30436 75 6 𝐺𝑖 𝐺𝑖 VERB fbem-30436 75 7 𝑛 𝑛 PRON fbem-30436 75 8 𝑖=1 𝑖=1 PROPN fbem-30436 75 9 is be AUX fbem-30436 75 10 the the DET fbem-30436 75 11 total total ADJ fbem-30436 75 12 gdp gdp NOUN fbem-30436 75 13 . . PUNCT fbem-30436 76 1 𝐸 𝐸 PROPN fbem-30436 76 2 = = PUNCT fbem-30436 76 3 βˆ‘ βˆ‘ PUNCT fbem-30436 76 4 𝐸𝑖 𝐸𝑖 PROPN fbem-30436 76 5 𝑛 𝑛 PRON fbem-30436 76 6 𝑖=1 𝑖=1 PROPN fbem-30436 76 7 ( ( PUNCT fbem-30436 76 8 𝐼𝑖 𝐼𝑖 PROPN fbem-30436 76 9 ) ) PUNCT fbem-30436 76 10 is be AUX fbem-30436 76 11 the the DET fbem-30436 76 12 total total ADJ fbem-30436 76 13 employment employment NOUN fbem-30436 76 14 effect effect NOUN fbem-30436 76 15 , , PUNCT fbem-30436 76 16 modeled model VERB fbem-30436 76 17 as as ADP fbem-30436 76 18 : : PUNCT fbem-30436 76 19 𝐸𝑖 𝐸𝑖 PROPN fbem-30436 76 20 ( ( PUNCT fbem-30436 76 21 𝐼𝑖 𝐼𝑖 PROPN fbem-30436 76 22 ) ) PUNCT fbem-30436 77 1 = = NOUN fbem-30436 77 2 πœ™π‘– πœ™π‘– ADP fbem-30436 77 3 ln(𝐼𝑖 ln(𝐼𝑖 NOUN fbem-30436 77 4 + + CCONJ fbem-30436 77 5 𝛿𝑖 𝛿𝑖 NOUN fbem-30436 77 6 ) ) PUNCT fbem-30436 77 7 ( ( PUNCT fbem-30436 77 8 17 17 NUM fbem-30436 77 9 ) ) PUNCT fbem-30436 77 10 where where SCONJ fbem-30436 77 11 πœ™π‘– πœ™π‘– NOUN fbem-30436 77 12 and and CCONJ fbem-30436 77 13 𝛿𝑖 𝛿𝑖 PROPN fbem-30436 77 14 are be AUX fbem-30436 77 15 industry industry NOUN fbem-30436 77 16 - - PUNCT fbem-30436 77 17 specific specific ADJ fbem-30436 77 18 employment employment NOUN fbem-30436 77 19 parameters parameter NOUN fbem-30436 77 20 . . PUNCT fbem-30436 78 1 𝐢 𝐢 PROPN fbem-30436 78 2 = = PUNCT fbem-30436 78 3 βˆ‘ βˆ‘ PUNCT fbem-30436 78 4 𝐢𝑖 𝐢𝑖 PROPN fbem-30436 78 5 𝑛 𝑛 PRON fbem-30436 78 6 𝑖=1 𝑖=1 PROPN fbem-30436 79 1 ( ( PUNCT fbem-30436 79 2 𝐼𝑖 𝐼𝑖 PROPN fbem-30436 79 3 ) ) PUNCT fbem-30436 79 4 is be AUX fbem-30436 79 5 the the DET fbem-30436 79 6 total total ADJ fbem-30436 79 7 environmental environmental ADJ fbem-30436 79 8 cost cost NOUN fbem-30436 79 9 , , PUNCT fbem-30436 79 10 modeled model VERB fbem-30436 79 11 as as ADP fbem-30436 79 12 : : PUNCT fbem-30436 79 13 𝐢𝑖 𝐢𝑖 PROPN fbem-30436 79 14 ( ( PUNCT fbem-30436 79 15 𝐼𝑖 𝐼𝑖 PROPN fbem-30436 79 16 ) ) PUNCT fbem-30436 80 1 = = PUNCT fbem-30436 81 1 πœ“π‘– πœ“π‘– ADP fbem-30436 81 2 𝐼𝑖 𝐼𝑖 PROPN fbem-30436 81 3 2 2 NUM fbem-30436 81 4 ( ( PUNCT fbem-30436 81 5 18 18 NUM fbem-30436 81 6 ) ) PUNCT fbem-30436 81 7 where where SCONJ fbem-30436 81 8 πœ“π‘– πœ“π‘– PRON fbem-30436 81 9 represents represent VERB fbem-30436 81 10 the the DET fbem-30436 81 11 environmental environmental ADJ fbem-30436 81 12 sensitivity sensitivity NOUN fbem-30436 81 13 of of ADP fbem-30436 81 14 industry industry NOUN fbem-30436 81 15 𝑖. 𝑖. ADV fbem-30436 81 16 to to PART fbem-30436 81 17 improve improve VERB fbem-30436 81 18 the the DET fbem-30436 81 19 accuracy accuracy NOUN fbem-30436 81 20 of of ADP fbem-30436 81 21 predictions prediction NOUN fbem-30436 81 22 , , PUNCT fbem-30436 81 23 use use VERB fbem-30436 81 24 machine machine NOUN fbem-30436 81 25 learning learning NOUN fbem-30436 81 26 models model NOUN fbem-30436 81 27 such such ADJ fbem-30436 81 28 as as ADP fbem-30436 81 29 long long ADJ fbem-30436 81 30 short short ADJ fbem-30436 81 31 - - PUNCT fbem-30436 81 32 term term NOUN fbem-30436 81 33 memory memory NOUN fbem-30436 81 34 ( ( PUNCT fbem-30436 81 35 lstm lstm NOUN fbem-30436 81 36 ) ) PUNCT fbem-30436 81 37 networks network NOUN fbem-30436 81 38 . . PUNCT fbem-30436 82 1 the the DET fbem-30436 82 2 lstm lstm PROPN fbem-30436 82 3 model model NOUN fbem-30436 82 4 predicts predict VERB fbem-30436 82 5 future future ADJ fbem-30436 82 6 gdp gdp NOUN fbem-30436 82 7 for for ADP fbem-30436 82 8 each each DET fbem-30436 82 9 industry industry NOUN fbem-30436 82 10 based base VERB fbem-30436 82 11 on on ADP fbem-30436 82 12 historical historical ADJ fbem-30436 82 13 data datum NOUN fbem-30436 82 14 : : PUNCT fbem-30436 82 15 οΏ½ οΏ½ PROPN fbem-30436 82 16 Μ‚ Μ‚ NOUN fbem-30436 82 17 οΏ½ οΏ½ NOUN fbem-30436 82 18 𝑖 𝑖 PART fbem-30436 82 19 ( ( PUNCT fbem-30436 82 20 𝑑 𝑑 X fbem-30436 82 21 + + NOUN fbem-30436 82 22 1 1 NUM fbem-30436 82 23 ) ) PUNCT fbem-30436 82 24 = = SYM fbem-30436 82 25 lstm(𝐼𝑖 lstm(𝐼𝑖 PROPN fbem-30436 82 26 ( ( PUNCT fbem-30436 82 27 𝑑 𝑑 NOUN fbem-30436 82 28 ) ) PUNCT fbem-30436 82 29 , , PUNCT fbem-30436 82 30 𝐺𝑖 𝐺𝑖 PROPN fbem-30436 82 31 ( ( PUNCT fbem-30436 82 32 𝑑 𝑑 NOUN fbem-30436 82 33 ) ) PUNCT fbem-30436 82 34 , , PUNCT fbem-30436 82 35 𝑅 𝑅 PROPN fbem-30436 82 36 ) ) PUNCT fbem-30436 82 37 ( ( PUNCT fbem-30436 82 38 19 19 NUM fbem-30436 82 39 ) ) PUNCT fbem-30436 82 40 where where SCONJ fbem-30436 82 41 the the DET fbem-30436 82 42 inputs input NOUN fbem-30436 82 43 include include VERB fbem-30436 82 44 : : PUNCT fbem-30436 82 45 current current ADJ fbem-30436 82 46 investment investment NOUN fbem-30436 82 47 ( ( PUNCT fbem-30436 82 48 𝐼𝑖 𝐼𝑖 PROPN fbem-30436 82 49 ( ( PUNCT fbem-30436 82 50 𝑑 𝑑 NOUN fbem-30436 82 51 ) ) PUNCT fbem-30436 82 52 ) ) PUNCT fbem-30436 82 53 , , PUNCT fbem-30436 82 54 current current ADJ fbem-30436 82 55 gdp gdp NOUN fbem-30436 82 56 ( ( PUNCT fbem-30436 82 57 𝐺𝑖 𝐺𝑖 PROPN fbem-30436 82 58 ( ( PUNCT fbem-30436 82 59 𝑑 𝑑 NOUN fbem-30436 82 60 ) ) PUNCT fbem-30436 82 61 ) ) PUNCT fbem-30436 82 62 , , PUNCT fbem-30436 82 63 industry industry NOUN fbem-30436 82 64 network network NOUN fbem-30436 82 65 matrix matrix NOUN fbem-30436 82 66 ( ( PUNCT fbem-30436 82 67 r r NOUN fbem-30436 82 68 ) ) PUNCT fbem-30436 82 69 . . PUNCT fbem-30436 83 1 the the DET fbem-30436 83 2 predicted predict VERB fbem-30436 83 3 gdp gdp NOUN fbem-30436 83 4 values value NOUN fbem-30436 83 5 ( ( PUNCT fbem-30436 83 6 οΏ½ οΏ½ NOUN fbem-30436 83 7 Μ‚ Μ‚ NOUN fbem-30436 83 8 οΏ½ οΏ½ NOUN fbem-30436 83 9 𝑖(𝑑 𝑖(𝑑 NOUN fbem-30436 83 10 + + PROPN fbem-30436 83 11 1 1 NUM fbem-30436 83 12 ) ) PUNCT fbem-30436 83 13 ) ) PUNCT fbem-30436 83 14 are be AUX fbem-30436 83 15 integrated integrate VERB fbem-30436 83 16 into into ADP fbem-30436 83 17 the the DET fbem-30436 83 18 dynamic dynamic ADJ fbem-30436 83 19 model model NOUN fbem-30436 83 20 to to PART fbem-30436 83 21 refine refine VERB fbem-30436 83 22 the the DET fbem-30436 83 23 optimization optimization NOUN fbem-30436 83 24 process process NOUN fbem-30436 83 25 [ [ X fbem-30436 83 26 6 6 NUM fbem-30436 83 27 ] ] PUNCT fbem-30436 83 28 . . PUNCT fbem-30436 84 1 3.2 3.2 NUM fbem-30436 84 2 . . PUNCT fbem-30436 84 3 dynamic dynamic ADJ fbem-30436 84 4 investment investment NOUN fbem-30436 84 5 allocation allocation NOUN fbem-30436 84 6 via via ADP fbem-30436 84 7 slime slime NOUN fbem-30436 84 8 mold mold NOUN fbem-30436 84 9 algorithm algorithm NOUN fbem-30436 84 10 the the DET fbem-30436 84 11 sma sma NOUN fbem-30436 84 12 ( ( PUNCT fbem-30436 84 13 slime slime NOUN fbem-30436 84 14 mold mold NOUN fbem-30436 84 15 algorithm algorithm NOUN fbem-30436 84 16 ) ) PUNCT fbem-30436 84 17 can can AUX fbem-30436 84 18 enhance enhance VERB fbem-30436 84 19 the the DET fbem-30436 84 20 ability ability NOUN fbem-30436 84 21 to to PART fbem-30436 84 22 avoid avoid VERB fbem-30436 84 23 getting getting AUX fbem-30436 84 24 trapped trap VERB fbem-30436 84 25 in in ADP fbem-30436 84 26 local local ADJ fbem-30436 84 27 optima optima NOUN fbem-30436 84 28 because because SCONJ fbem-30436 84 29 it it PRON fbem-30436 84 30 simulates simulate VERB fbem-30436 84 31 the the DET fbem-30436 84 32 behavior behavior NOUN fbem-30436 84 33 of of ADP fbem-30436 84 34 slime slime NOUN fbem-30436 84 35 molds mold NOUN fbem-30436 84 36 , , PUNCT fbem-30436 84 37 which which PRON fbem-30436 84 38 continue continue VERB fbem-30436 84 39 to to PART fbem-30436 84 40 explore explore VERB fbem-30436 84 41 other other ADJ fbem-30436 84 42 potential potential ADJ fbem-30436 84 43 solutions solution NOUN fbem-30436 84 44 even even ADV fbem-30436 84 45 after after ADP fbem-30436 84 46 finding find VERB fbem-30436 84 47 a a DET fbem-30436 84 48 good good ADJ fbem-30436 84 49 solution solution NOUN fbem-30436 84 50 . . PUNCT fbem-30436 85 1 the the DET fbem-30436 85 2 specific specific ADJ fbem-30436 85 3 steps step NOUN fbem-30436 85 4 of of ADP fbem-30436 85 5 the the DET fbem-30436 85 6 algorithm algorithm NOUN fbem-30436 85 7 are be AUX fbem-30436 85 8 shown show VERB fbem-30436 85 9 in in ADP fbem-30436 85 10 the the DET fbem-30436 85 11 figure figure NOUN fbem-30436 85 12 2 2 NUM fbem-30436 86 1 [ [ X fbem-30436 86 2 7 7 NUM fbem-30436 86 3 ] ] PUNCT fbem-30436 86 4 . . PUNCT fbem-30436 87 1 58 58 NUM fbem-30436 87 2 figure figure NOUN fbem-30436 87 3 2 2 NUM fbem-30436 87 4 . . X fbem-30436 87 5 flowchart flowchart NOUN fbem-30436 87 6 of of ADP fbem-30436 87 7 the the DET fbem-30436 87 8 slime slime NOUN fbem-30436 87 9 mold mold NOUN fbem-30436 87 10 algorithm algorithm NOUN fbem-30436 87 11 the the DET fbem-30436 87 12 parameter parameter NOUN fbem-30436 87 13 settings setting NOUN fbem-30436 87 14 for for ADP fbem-30436 87 15 the the DET fbem-30436 87 16 slime slime NOUN fbem-30436 87 17 mold mold NOUN fbem-30436 87 18 algorithm algorithm NOUN fbem-30436 87 19 are be AUX fbem-30436 87 20 shown show VERB fbem-30436 87 21 in in ADP fbem-30436 87 22 table table NOUN fbem-30436 87 23 2 2 NUM fbem-30436 87 24 : : PUNCT fbem-30436 87 25 table table NOUN fbem-30436 87 26 2 2 NUM fbem-30436 87 27 . . PUNCT fbem-30436 87 28 slime slime NOUN fbem-30436 87 29 mold mold NOUN fbem-30436 87 30 algorithm algorithm NOUN fbem-30436 87 31 parameters parameter NOUN fbem-30436 87 32 parameter parameter NOUN fbem-30436 87 33 name name NOUN fbem-30436 87 34 value value NOUN fbem-30436 87 35 population population NOUN fbem-30436 87 36 size size NOUN fbem-30436 87 37 30 30 NUM fbem-30436 87 38 maximum maximum ADJ fbem-30436 87 39 number number NOUN fbem-30436 87 40 of of ADP fbem-30436 87 41 iterations iteration NOUN fbem-30436 87 42 500 500 NUM fbem-30436 87 43 sensitivity sensitivity NOUN fbem-30436 87 44 initial initial ADJ fbem-30436 87 45 value value NOUN fbem-30436 87 46 1 1 NUM fbem-30436 87 47 vibration vibration NOUN fbem-30436 87 48 parameter parameter NOUN fbem-30436 87 49 initial initial ADJ fbem-30436 87 50 value value NOUN fbem-30436 87 51 0.5 0.5 NUM fbem-30436 87 52 random random ADJ fbem-30436 87 53 disturbance disturbance NOUN fbem-30436 87 54 parameter parameter NOUN fbem-30436 87 55 0.5 0.5 NUM fbem-30436 87 56 positive positive ADJ fbem-30436 87 57 feedback feedback NOUN fbem-30436 87 58 adjustment adjustment NOUN fbem-30436 87 59 weight weight NOUN fbem-30436 87 60 initial initial ADJ fbem-30436 87 61 value value NOUN fbem-30436 87 62 0.7 0.7 NUM fbem-30436 87 63 4 4 NUM fbem-30436 87 64 . . PUNCT fbem-30436 87 65 result result VERB fbem-30436 87 66 4.1 4.1 NUM fbem-30436 87 67 . . PUNCT fbem-30436 88 1 the the DET fbem-30436 88 2 establishment establishment NOUN fbem-30436 88 3 of of ADP fbem-30436 88 4 simulation simulation NOUN fbem-30436 88 5 model model NOUN fbem-30436 88 6 figure figure NOUN fbem-30436 88 7 3 3 NUM fbem-30436 88 8 provides provide VERB fbem-30436 88 9 a a DET fbem-30436 88 10 comprehensive comprehensive ADJ fbem-30436 88 11 visualization visualization NOUN fbem-30436 88 12 of of ADP fbem-30436 88 13 industry industry NOUN fbem-30436 88 14 metrics metric NOUN fbem-30436 88 15 and and CCONJ fbem-30436 88 16 relationships relationship NOUN fbem-30436 88 17 . . PUNCT fbem-30436 89 1 the the DET fbem-30436 89 2 radar radar NOUN fbem-30436 89 3 chart chart NOUN fbem-30436 89 4 highlights highlight VERB fbem-30436 89 5 the the DET fbem-30436 89 6 relative relative ADJ fbem-30436 89 7 strengths strength NOUN fbem-30436 89 8 of of ADP fbem-30436 89 9 each each DET fbem-30436 89 10 industry industry NOUN fbem-30436 89 11 across across ADP fbem-30436 89 12 gdp gdp NOUN fbem-30436 89 13 contribution contribution NOUN fbem-30436 89 14 , , PUNCT fbem-30436 89 15 employment employment NOUN fbem-30436 89 16 impact impact NOUN fbem-30436 89 17 , , PUNCT fbem-30436 89 18 and and CCONJ fbem-30436 89 19 sustainability sustainability NOUN fbem-30436 89 20 scores score NOUN fbem-30436 89 21 , , PUNCT fbem-30436 89 22 with with ADP fbem-30436 89 23 finance finance NOUN fbem-30436 89 24 and and CCONJ fbem-30436 89 25 technology technology NOUN fbem-30436 89 26 excelling excel VERB fbem-30436 89 27 across across ADP fbem-30436 89 28 metrics metric NOUN fbem-30436 89 29 . . PUNCT fbem-30436 90 1 the the DET fbem-30436 90 2 chord chord PROPN fbem-30436 90 3 diagram diagram NOUN fbem-30436 90 4 reveals reveal VERB fbem-30436 90 5 strong strong ADJ fbem-30436 90 6 inter inter ADJ fbem-30436 90 7 - - ADJ fbem-30436 90 8 industry industry ADJ fbem-30436 90 9 dependencies dependency NOUN fbem-30436 90 10 , , PUNCT fbem-30436 90 11 particularly particularly ADV fbem-30436 90 12 between between ADP fbem-30436 90 13 manufacturing manufacturing NOUN fbem-30436 90 14 and and CCONJ fbem-30436 90 15 energy energy NOUN fbem-30436 90 16 . . PUNCT fbem-30436 91 1 together together ADV fbem-30436 91 2 , , PUNCT fbem-30436 91 3 these these DET fbem-30436 91 4 visualizations visualization NOUN fbem-30436 91 5 offer offer VERB fbem-30436 91 6 insights insight NOUN fbem-30436 91 7 into into ADP fbem-30436 91 8 sectoral sectoral ADJ fbem-30436 91 9 performance performance NOUN fbem-30436 91 10 and and CCONJ fbem-30436 91 11 relationships relationship NOUN fbem-30436 91 12 to to PART fbem-30436 91 13 guide guide VERB fbem-30436 91 14 strategic strategic ADJ fbem-30436 91 15 investments investment NOUN fbem-30436 91 16 . . PUNCT fbem-30436 92 1 figure figure NOUN fbem-30436 92 2 3 3 NUM fbem-30436 92 3 . . PUNCT fbem-30436 93 1 visualizing visualize VERB fbem-30436 93 2 industry industry NOUN fbem-30436 93 3 metrics metric NOUN fbem-30436 93 4 and and CCONJ fbem-30436 93 5 relationships relationship NOUN fbem-30436 93 6 4.2 4.2 NUM fbem-30436 93 7 . . PUNCT fbem-30436 94 1 analysis analysis NOUN fbem-30436 94 2 of of ADP fbem-30436 94 3 experimental experimental ADJ fbem-30436 94 4 results result NOUN fbem-30436 94 5 when when SCONJ fbem-30436 94 6 applying apply VERB fbem-30436 94 7 the the DET fbem-30436 94 8 sma sma NOUN fbem-30436 94 9 to to ADP fbem-30436 94 10 the the DET fbem-30436 94 11 problem problem NOUN fbem-30436 94 12 , , PUNCT fbem-30436 94 13 observe observe VERB fbem-30436 94 14 the the DET fbem-30436 94 15 performance performance NOUN fbem-30436 94 16 changes change NOUN fbem-30436 94 17 of of ADP fbem-30436 94 18 the the DET fbem-30436 94 19 sma sma NOUN fbem-30436 94 20 over over ADP fbem-30436 94 21 multiple multiple ADJ fbem-30436 94 22 iterations iteration NOUN fbem-30436 94 23 and and CCONJ fbem-30436 94 24 visualize visualize VERB fbem-30436 94 25 the the DET fbem-30436 94 26 results result NOUN fbem-30436 94 27 . . PUNCT fbem-30436 95 1 the the DET fbem-30436 95 2 results result NOUN fbem-30436 95 3 are be AUX fbem-30436 95 4 shown show VERB fbem-30436 95 5 in in ADP fbem-30436 95 6 the the DET fbem-30436 95 7 figure figure NOUN fbem-30436 95 8 4 4 NUM fbem-30436 95 9 : : SYM fbem-30436 95 10 59 59 NUM fbem-30436 95 11 figure figure NOUN fbem-30436 95 12 4 4 NUM fbem-30436 95 13 . . PUNCT fbem-30436 95 14 sma sma NOUN fbem-30436 95 15 iteration iteration NOUN fbem-30436 95 16 process process NOUN fbem-30436 95 17 as as SCONJ fbem-30436 95 18 can can AUX fbem-30436 95 19 be be AUX fbem-30436 95 20 seen see VERB fbem-30436 95 21 from from ADP fbem-30436 95 22 the the DET fbem-30436 95 23 figure figure NOUN fbem-30436 95 24 , , PUNCT fbem-30436 95 25 the the DET fbem-30436 95 26 model model NOUN fbem-30436 95 27 performs perform VERB fbem-30436 95 28 well well ADV fbem-30436 95 29 . . PUNCT fbem-30436 96 1 applying apply VERB fbem-30436 96 2 the the DET fbem-30436 96 3 model model NOUN fbem-30436 96 4 to to PART fbem-30436 96 5 solve solve VERB fbem-30436 96 6 the the DET fbem-30436 96 7 problem problem NOUN fbem-30436 96 8 yields yield NOUN fbem-30436 96 9 : : PUNCT fbem-30436 96 10 figure figure NOUN fbem-30436 96 11 5 5 NUM fbem-30436 96 12 . . PUNCT fbem-30436 96 13 visualization visualization NOUN fbem-30436 96 14 of of ADP fbem-30436 96 15 investment investment NOUN fbem-30436 96 16 and and CCONJ fbem-30436 96 17 gdp gdp NOUN fbem-30436 96 18 dynamics dynamic NOUN fbem-30436 96 19 figure figure VERB fbem-30436 96 20 5 5 NUM fbem-30436 96 21 provides provide VERB fbem-30436 96 22 a a DET fbem-30436 96 23 comprehensive comprehensive ADJ fbem-30436 96 24 and and CCONJ fbem-30436 96 25 innovative innovative ADJ fbem-30436 96 26 visualization visualization NOUN fbem-30436 96 27 of of ADP fbem-30436 96 28 the the DET fbem-30436 96 29 relationship relationship NOUN fbem-30436 96 30 between between ADP fbem-30436 96 31 investment investment NOUN fbem-30436 96 32 allocation allocation NOUN fbem-30436 96 33 and and CCONJ fbem-30436 96 34 gdp gdp NOUN fbem-30436 96 35 dynamics dynamic NOUN fbem-30436 96 36 across across ADP fbem-30436 96 37 different different ADJ fbem-30436 96 38 industries industry NOUN fbem-30436 96 39 . . PUNCT fbem-30436 97 1 it it PRON fbem-30436 97 2 includes include VERB fbem-30436 97 3 the the DET fbem-30436 97 4 following follow VERB fbem-30436 97 5 components component NOUN fbem-30436 97 6 . . PUNCT fbem-30436 98 1 this this DET fbem-30436 98 2 plot plot NOUN fbem-30436 98 3 illustrates illustrate VERB fbem-30436 98 4 the the DET fbem-30436 98 5 temporal temporal ADJ fbem-30436 98 6 evolution evolution NOUN fbem-30436 98 7 of of ADP fbem-30436 98 8 gdp gdp NOUN fbem-30436 98 9 across across ADP fbem-30436 98 10 various various ADJ fbem-30436 98 11 industries industry NOUN fbem-30436 98 12 , , PUNCT fbem-30436 98 13 highlighting highlight VERB fbem-30436 98 14 the the DET fbem-30436 98 15 differences difference NOUN fbem-30436 98 16 in in ADP fbem-30436 98 17 growth growth NOUN fbem-30436 98 18 trajectories trajectory NOUN fbem-30436 98 19 because because SCONJ fbem-30436 98 20 of of ADP fbem-30436 98 21 optimal optimal ADJ fbem-30436 98 22 investment investment NOUN fbem-30436 98 23 allocation allocation NOUN fbem-30436 98 24 . . PUNCT fbem-30436 99 1 the the DET fbem-30436 99 2 figure figure NOUN fbem-30436 99 3 captures capture VERB fbem-30436 99 4 the the DET fbem-30436 99 5 dynamic dynamic ADJ fbem-30436 99 6 interaction interaction NOUN fbem-30436 99 7 between between ADP fbem-30436 99 8 investment investment NOUN fbem-30436 99 9 and and CCONJ fbem-30436 99 10 industrial industrial ADJ fbem-30436 99 11 growth growth NOUN fbem-30436 99 12 , , PUNCT fbem-30436 99 13 providing provide VERB fbem-30436 99 14 insights insight NOUN fbem-30436 99 15 into into ADP fbem-30436 99 16 the the DET fbem-30436 99 17 changing change VERB fbem-30436 99 18 contributions contribution NOUN fbem-30436 99 19 of of ADP fbem-30436 99 20 each each DET fbem-30436 99 21 sector sector NOUN fbem-30436 99 22 over over ADP fbem-30436 99 23 time time NOUN fbem-30436 99 24 . . PUNCT fbem-30436 100 1 this this DET fbem-30436 100 2 polar polar ADJ fbem-30436 100 3 chart chart NOUN fbem-30436 100 4 shows show VERB fbem-30436 100 5 the the DET fbem-30436 100 6 final final ADJ fbem-30436 100 7 gdp gdp NOUN fbem-30436 100 8 contribution contribution NOUN fbem-30436 100 9 of of ADP fbem-30436 100 10 each each DET fbem-30436 100 11 industry industry NOUN fbem-30436 100 12 as as ADP fbem-30436 100 13 a a DET fbem-30436 100 14 percentage percentage NOUN fbem-30436 100 15 of of ADP fbem-30436 100 16 the the DET fbem-30436 100 17 total total ADJ fbem-30436 100 18 gdp gdp NOUN fbem-30436 100 19 . . PUNCT fbem-30436 101 1 it it PRON fbem-30436 101 2 facilitates facilitate VERB fbem-30436 101 3 a a DET fbem-30436 101 4 clear clear ADJ fbem-30436 101 5 comparison comparison NOUN fbem-30436 101 6 of of ADP fbem-30436 101 7 the the DET fbem-30436 101 8 relative relative ADJ fbem-30436 101 9 impact impact NOUN fbem-30436 101 10 of of ADP fbem-30436 101 11 different different ADJ fbem-30436 101 12 industries industry NOUN fbem-30436 101 13 on on ADP fbem-30436 101 14 overall overall ADJ fbem-30436 101 15 economic economic ADJ fbem-30436 101 16 output output NOUN fbem-30436 101 17 , , PUNCT fbem-30436 101 18 helping help VERB fbem-30436 101 19 to to PART fbem-30436 101 20 identify identify VERB fbem-30436 101 21 key key ADJ fbem-30436 101 22 sectors sector NOUN fbem-30436 101 23 that that PRON fbem-30436 101 24 drive drive VERB fbem-30436 101 25 economic economic ADJ fbem-30436 101 26 growth growth NOUN fbem-30436 101 27 . . PUNCT fbem-30436 102 1 together together ADV fbem-30436 102 2 , , PUNCT fbem-30436 102 3 these these DET fbem-30436 102 4 visualizations visualization NOUN fbem-30436 102 5 offer offer VERB fbem-30436 102 6 a a DET fbem-30436 102 7 detailed detailed ADJ fbem-30436 102 8 understanding understanding NOUN fbem-30436 102 9 of of ADP fbem-30436 102 10 the the DET fbem-30436 102 11 interdependencies interdependency NOUN fbem-30436 102 12 between between ADP fbem-30436 102 13 sectors sector NOUN fbem-30436 102 14 and and CCONJ fbem-30436 102 15 the the DET fbem-30436 102 16 effects effect NOUN fbem-30436 102 17 of of ADP fbem-30436 102 18 investment investment NOUN fbem-30436 102 19 on on ADP fbem-30436 102 20 industrial industrial ADJ fbem-30436 102 21 growth growth NOUN fbem-30436 102 22 , , PUNCT fbem-30436 102 23 serving serve VERB fbem-30436 102 24 as as ADP fbem-30436 102 25 a a DET fbem-30436 102 26 critical critical ADJ fbem-30436 102 27 tool tool NOUN fbem-30436 102 28 for for ADP fbem-30436 102 29 identifying identify VERB fbem-30436 102 30 sectoral sectoral ADJ fbem-30436 102 31 priorities priority NOUN fbem-30436 102 32 and and CCONJ fbem-30436 102 33 informing inform VERB fbem-30436 102 34 policy policy NOUN fbem-30436 102 35 decisions decision NOUN fbem-30436 102 36 aimed aim VERB fbem-30436 102 37 at at ADP fbem-30436 102 38 optimizing optimize VERB fbem-30436 102 39 economic economic ADJ fbem-30436 102 40 development development NOUN fbem-30436 102 41 . . PUNCT fbem-30436 103 1 5 5 X fbem-30436 103 2 . . X fbem-30436 103 3 conclusion conclusion NOUN fbem-30436 103 4 this this DET fbem-30436 103 5 study study NOUN fbem-30436 103 6 develops develop VERB fbem-30436 103 7 a a DET fbem-30436 103 8 novel novel ADJ fbem-30436 103 9 model model NOUN fbem-30436 103 10 combining combine VERB fbem-30436 103 11 dynamic dynamic ADJ fbem-30436 103 12 systems system NOUN fbem-30436 103 13 , , PUNCT fbem-30436 103 14 complex complex ADJ fbem-30436 103 15 network network NOUN fbem-30436 103 16 theory theory NOUN fbem-30436 103 17 , , PUNCT fbem-30436 103 18 and and CCONJ fbem-30436 103 19 multi multi ADJ fbem-30436 103 20 - - ADJ fbem-30436 103 21 objective objective ADJ fbem-30436 103 22 optimization optimization NOUN fbem-30436 103 23 techniques technique NOUN fbem-30436 103 24 to to PART fbem-30436 103 25 optimize optimize VERB fbem-30436 103 26 industrial industrial ADJ fbem-30436 103 27 structures structure NOUN fbem-30436 103 28 . . PUNCT fbem-30436 104 1 the the DET fbem-30436 104 2 key key ADJ fbem-30436 104 3 findings finding NOUN fbem-30436 104 4 of of ADP fbem-30436 104 5 the the DET fbem-30436 104 6 research research NOUN fbem-30436 104 7 demonstrate demonstrate VERB fbem-30436 104 8 that that SCONJ fbem-30436 104 9 optimal optimal ADJ fbem-30436 104 10 investment investment NOUN fbem-30436 104 11 allocation allocation NOUN fbem-30436 104 12 can can AUX fbem-30436 104 13 significantly significantly ADV fbem-30436 104 14 enhance enhance VERB fbem-30436 104 15 gdp gdp PROPN fbem-30436 104 16 , , PUNCT fbem-30436 104 17 employment employment NOUN fbem-30436 104 18 , , PUNCT fbem-30436 104 19 and and CCONJ fbem-30436 104 20 environmental environmental ADJ fbem-30436 104 21 sustainability sustainability NOUN fbem-30436 104 22 . . PUNCT fbem-30436 105 1 by by ADP fbem-30436 105 2 capturing capture VERB fbem-30436 105 3 the the DET fbem-30436 105 4 interdependencies interdependency NOUN fbem-30436 105 5 between between ADP fbem-30436 105 6 industries industry NOUN fbem-30436 105 7 , , PUNCT fbem-30436 105 8 the the DET fbem-30436 105 9 study study NOUN fbem-30436 105 10 identifies identify VERB fbem-30436 105 11 critical critical ADJ fbem-30436 105 12 sectors sector NOUN fbem-30436 105 13 such such ADJ fbem-30436 105 14 as as ADP fbem-30436 105 15 finance finance NOUN fbem-30436 105 16 , , PUNCT fbem-30436 105 17 technology technology NOUN fbem-30436 105 18 , , PUNCT fbem-30436 105 19 and and CCONJ fbem-30436 105 20 manufacturing manufacturing NOUN fbem-30436 105 21 that that PRON fbem-30436 105 22 drive drive VERB fbem-30436 105 23 economic economic ADJ fbem-30436 105 24 growth growth NOUN fbem-30436 105 25 . . PUNCT fbem-30436 106 1 the the DET fbem-30436 106 2 model model NOUN fbem-30436 106 3 shows show VERB fbem-30436 106 4 that that SCONJ fbem-30436 106 5 targeted target VERB fbem-30436 106 6 investments investment NOUN fbem-30436 106 7 in in ADP fbem-30436 106 8 these these DET fbem-30436 106 9 industries industry NOUN fbem-30436 106 10 can can AUX fbem-30436 106 11 lead lead VERB fbem-30436 106 12 to to ADP fbem-30436 106 13 a a DET fbem-30436 106 14 15 15 NUM fbem-30436 106 15 % % NOUN fbem-30436 106 16 increase increase NOUN fbem-30436 106 17 in in ADP fbem-30436 106 18 gdp gdp NOUN fbem-30436 106 19 , , PUNCT fbem-30436 106 20 a a DET fbem-30436 106 21 12 12 NUM fbem-30436 106 22 % % NOUN fbem-30436 106 23 improvement improvement NOUN fbem-30436 106 24 in in ADP fbem-30436 106 25 employment employment NOUN fbem-30436 106 26 , , PUNCT fbem-30436 106 27 and and CCONJ fbem-30436 106 28 an an DET fbem-30436 106 29 8 8 NUM fbem-30436 106 30 % % NOUN fbem-30436 106 31 reduction reduction NOUN fbem-30436 106 32 in in ADP fbem-30436 106 33 environmental environmental ADJ fbem-30436 106 34 costs cost NOUN fbem-30436 106 35 , , PUNCT fbem-30436 106 36 offering offer VERB fbem-30436 106 37 a a DET fbem-30436 106 38 comprehensive comprehensive ADJ fbem-30436 106 39 approach approach NOUN fbem-30436 106 40 to to ADP fbem-30436 106 41 optimizing optimize VERB fbem-30436 106 42 industrial industrial ADJ fbem-30436 106 43 structures structure NOUN fbem-30436 106 44 for for ADP fbem-30436 106 45 sustainable sustainable ADJ fbem-30436 106 46 economic economic ADJ fbem-30436 106 47 development development NOUN fbem-30436 106 48 . . PUNCT fbem-30436 107 1 the the DET fbem-30436 107 2 results result NOUN fbem-30436 107 3 provide provide VERB fbem-30436 107 4 valuable valuable ADJ fbem-30436 107 5 insights insight NOUN fbem-30436 107 6 for for ADP fbem-30436 107 7 policymakers policymaker NOUN fbem-30436 107 8 and and CCONJ fbem-30436 107 9 business business NOUN fbem-30436 107 10 leaders leader NOUN fbem-30436 107 11 in in ADP fbem-30436 107 12 making make VERB fbem-30436 107 13 data data NOUN fbem-30436 107 14 - - PUNCT fbem-30436 107 15 driven drive VERB fbem-30436 107 16 decisions decision NOUN fbem-30436 107 17 on on ADP fbem-30436 107 18 investment investment NOUN fbem-30436 107 19 allocation allocation NOUN fbem-30436 107 20 . . PUNCT fbem-30436 108 1 60 60 NUM fbem-30436 108 2 however however ADV fbem-30436 108 3 , , PUNCT fbem-30436 108 4 the the DET fbem-30436 108 5 model model NOUN fbem-30436 108 6 has have VERB fbem-30436 108 7 certain certain ADJ fbem-30436 108 8 limitations limitation NOUN fbem-30436 108 9 . . PUNCT fbem-30436 109 1 future future ADJ fbem-30436 109 2 research research NOUN fbem-30436 109 3 should should AUX fbem-30436 109 4 focus focus VERB fbem-30436 109 5 on on ADP fbem-30436 109 6 improving improve VERB fbem-30436 109 7 the the DET fbem-30436 109 8 model model NOUN fbem-30436 109 9 's 's PART fbem-30436 109 10 adaptability adaptability NOUN fbem-30436 109 11 by by ADP fbem-30436 109 12 incorporating incorporate VERB fbem-30436 109 13 more more ADV fbem-30436 109 14 granular granular ADJ fbem-30436 109 15 and and CCONJ fbem-30436 109 16 real real ADJ fbem-30436 109 17 - - PUNCT fbem-30436 109 18 time time NOUN fbem-30436 109 19 data datum NOUN fbem-30436 109 20 , , PUNCT fbem-30436 109 21 exploring explore VERB fbem-30436 109 22 the the DET fbem-30436 109 23 impact impact NOUN fbem-30436 109 24 of of ADP fbem-30436 109 25 external external ADJ fbem-30436 109 26 shocks shock NOUN fbem-30436 109 27 , , PUNCT fbem-30436 109 28 and and CCONJ fbem-30436 109 29 validating validate VERB fbem-30436 109 30 the the DET fbem-30436 109 31 model model NOUN fbem-30436 109 32 's 's PART fbem-30436 109 33 applicability applicability NOUN fbem-30436 109 34 across across ADP fbem-30436 109 35 different different ADJ fbem-30436 109 36 regions region NOUN fbem-30436 109 37 or or CCONJ fbem-30436 109 38 sectors sector NOUN fbem-30436 109 39 . . PUNCT fbem-30436 110 1 by by ADP fbem-30436 110 2 addressing address VERB fbem-30436 110 3 these these DET fbem-30436 110 4 limitations limitation NOUN fbem-30436 110 5 , , PUNCT fbem-30436 110 6 future future ADJ fbem-30436 110 7 studies study NOUN fbem-30436 110 8 can can AUX fbem-30436 110 9 enhance enhance VERB fbem-30436 110 10 the the DET fbem-30436 110 11 robustness robustness NOUN fbem-30436 110 12 and and CCONJ fbem-30436 110 13 flexibility flexibility NOUN fbem-30436 110 14 of of ADP fbem-30436 110 15 this this DET fbem-30436 110 16 framework framework NOUN fbem-30436 110 17 for for ADP fbem-30436 110 18 more more ADV fbem-30436 110 19 accurate accurate ADJ fbem-30436 110 20 industrial industrial ADJ fbem-30436 110 21 structure structure NOUN fbem-30436 110 22 optimization optimization NOUN fbem-30436 110 23 . . PUNCT fbem-30436 111 1 references reference NOUN fbem-30436 111 2 [ [ X fbem-30436 111 3 1 1 NUM fbem-30436 111 4 ] ] X fbem-30436 111 5 cairns cairns PROPN fbem-30436 111 6 r r NOUN fbem-30436 111 7 , , PUNCT fbem-30436 111 8 martinet martinet NOUN fbem-30436 111 9 v. v. ADP fbem-30436 111 10 growth growth NOUN fbem-30436 111 11 and and CCONJ fbem-30436 111 12 long long ADV fbem-30436 111 13 - - PUNCT fbem-30436 111 14 run run VERB fbem-30436 111 15 sustainability sustainability NOUN fbem-30436 112 1 [ [ X fbem-30436 112 2 j j X fbem-30436 112 3 ] ] X fbem-30436 112 4 . . PUNCT fbem-30436 112 5 environment environment NOUN fbem-30436 112 6 and and CCONJ fbem-30436 112 7 development development NOUN fbem-30436 112 8 economics economic NOUN fbem-30436 112 9 , , PUNCT fbem-30436 112 10 2021 2021 NUM fbem-30436 112 11 , , PUNCT fbem-30436 112 12 26 26 NUM fbem-30436 112 13 : : SYM fbem-30436 112 14 381 381 NUM fbem-30436 112 15 - - SYM fbem-30436 112 16 402 402 NUM fbem-30436 112 17 . . PUNCT fbem-30436 113 1 [ [ X fbem-30436 113 2 2 2 NUM fbem-30436 113 3 ] ] X fbem-30436 113 4 orlov orlov PROPN fbem-30436 113 5 s s PROPN fbem-30436 113 6 , , PUNCT fbem-30436 113 7 rovenskaya rovenskaya PROPN fbem-30436 113 8 e. e. PROPN fbem-30436 113 9 optimal optimal ADJ fbem-30436 113 10 transition transition NOUN fbem-30436 113 11 to to ADP fbem-30436 113 12 greener green ADJ fbem-30436 113 13 production production NOUN fbem-30436 113 14 in in ADP fbem-30436 113 15 a a DET fbem-30436 113 16 pro pro ADJ fbem-30436 113 17 - - ADJ fbem-30436 113 18 environmental environmental ADJ fbem-30436 113 19 society society NOUN fbem-30436 114 1 [ [ X fbem-30436 114 2 j j X fbem-30436 114 3 ] ] X fbem-30436 114 4 . . PUNCT fbem-30436 115 1 journal journal PROPN fbem-30436 115 2 of of ADP fbem-30436 115 3 mathematical mathematical ADJ fbem-30436 115 4 economics economic NOUN fbem-30436 115 5 , , PUNCT fbem-30436 115 6 2021 2021 NUM fbem-30436 115 7 . . PUNCT fbem-30436 116 1 [ [ X fbem-30436 116 2 3 3 NUM fbem-30436 116 3 ] ] X fbem-30436 116 4 cerasoli cerasoli X fbem-30436 116 5 s s PART fbem-30436 116 6 , , PUNCT fbem-30436 116 7 porporato porporato NOUN fbem-30436 116 8 a. a. NOUN fbem-30436 116 9 optimal optimal ADJ fbem-30436 116 10 resource resource NOUN fbem-30436 116 11 allocation allocation NOUN fbem-30436 116 12 for for ADP fbem-30436 116 13 carbon carbon NOUN fbem-30436 116 14 mitigation mitigation NOUN fbem-30436 116 15 [ [ X fbem-30436 116 16 j j X fbem-30436 116 17 ] ] X fbem-30436 116 18 . . PUNCT fbem-30436 117 1 sustainability sustainability NOUN fbem-30436 117 2 , , PUNCT fbem-30436 117 3 2023 2023 NUM fbem-30436 117 4 . . PUNCT fbem-30436 118 1 [ [ X fbem-30436 118 2 4 4 X fbem-30436 118 3 ] ] X fbem-30436 118 4 popov popov PROPN fbem-30436 118 5 a. a. PROPN fbem-30436 118 6 economic economic PROPN fbem-30436 118 7 security security NOUN fbem-30436 118 8 in in ADP fbem-30436 118 9 the the DET fbem-30436 118 10 management management NOUN fbem-30436 118 11 system system NOUN fbem-30436 118 12 of of ADP fbem-30436 118 13 environmental environmental ADJ fbem-30436 118 14 sustainability sustainability NOUN fbem-30436 118 15 of of ADP fbem-30436 118 16 investment investment NOUN fbem-30436 118 17 processes process NOUN fbem-30436 118 18 [ [ X fbem-30436 118 19 j j X fbem-30436 118 20 ] ] X fbem-30436 118 21 . . PUNCT fbem-30436 119 1 e3s e3s PROPN fbem-30436 119 2 web web NOUN fbem-30436 119 3 of of ADP fbem-30436 119 4 conferences conference NOUN fbem-30436 119 5 , , PUNCT fbem-30436 119 6 2021 2021 NUM fbem-30436 119 7 . . PUNCT fbem-30436 120 1 [ [ X fbem-30436 120 2 5 5 NUM fbem-30436 120 3 ] ] PUNCT fbem-30436 120 4 faria faria PROPN fbem-30436 120 5 j j PROPN fbem-30436 120 6 , , PUNCT fbem-30436 120 7 mixon mixon PROPN fbem-30436 120 8 f. f. PROPN fbem-30436 120 9 labor labor PROPN fbem-30436 120 10 markets market NOUN fbem-30436 120 11 and and CCONJ fbem-30436 120 12 sustainability sustainability NOUN fbem-30436 120 13 : : PUNCT fbem-30436 120 14 shortrun shortrun NOUN fbem-30436 120 15 dynamics dynamic NOUN fbem-30436 120 16 and and CCONJ fbem-30436 120 17 long long ADV fbem-30436 120 18 - - PUNCT fbem-30436 120 19 run run VERB fbem-30436 120 20 equilibrium equilibrium NOUN fbem-30436 121 1 [ [ X fbem-30436 121 2 j j X fbem-30436 121 3 ] ] X fbem-30436 121 4 . . PUNCT fbem-30436 122 1 sustainability sustainability NOUN fbem-30436 122 2 , , PUNCT fbem-30436 122 3 2022 2022 NUM fbem-30436 122 4 . . PUNCT fbem-30436 123 1 [ [ X fbem-30436 123 2 6 6 NUM fbem-30436 123 3 ] ] X fbem-30436 123 4 khan khan PROPN fbem-30436 123 5 k k PROPN fbem-30436 123 6 , , PUNCT fbem-30436 123 7 naqvi naqvi PROPN fbem-30436 123 8 s s PART fbem-30436 123 9 w w NOUN fbem-30436 123 10 a a PRON fbem-30436 123 11 , , PUNCT fbem-30436 123 12 ghafoor ghafoor PROPN fbem-30436 123 13 m m NOUN fbem-30436 123 14 m m PROPN fbem-30436 123 15 , , PUNCT fbem-30436 123 16 et et PROPN fbem-30436 123 17 al al PROPN fbem-30436 123 18 . . PROPN fbem-30436 123 19 sustainable sustainable ADJ fbem-30436 123 20 portfolio portfolio NOUN fbem-30436 123 21 optimization optimization NOUN fbem-30436 123 22 with with ADP fbem-30436 123 23 higher high ADJ fbem-30436 123 24 - - PUNCT fbem-30436 123 25 order order NOUN fbem-30436 123 26 moments moment NOUN fbem-30436 123 27 of of ADP fbem-30436 123 28 risk risk NOUN fbem-30436 124 1 [ [ X fbem-30436 124 2 j j X fbem-30436 124 3 ] ] X fbem-30436 124 4 . . PUNCT fbem-30436 125 1 sustainability sustainability NOUN fbem-30436 125 2 , , PUNCT fbem-30436 125 3 2020 2020 NUM fbem-30436 125 4 . . PUNCT fbem-30436 126 1 [ [ X fbem-30436 126 2 7 7 X fbem-30436 126 3 ] ] X fbem-30436 126 4 zhu zhu PROPN fbem-30436 126 5 z. z. PROPN fbem-30436 126 6 an an DET fbem-30436 126 7 improved improved ADJ fbem-30436 126 8 solution solution NOUN fbem-30436 126 9 to to ADP fbem-30436 126 10 generation generation NOUN fbem-30436 126 11 scheduling scheduling NOUN fbem-30436 126 12 problem problem NOUN fbem-30436 126 13 using use VERB fbem-30436 126 14 slime slime NOUN fbem-30436 126 15 mold mold NOUN fbem-30436 126 16 algorithm algorithm NOUN fbem-30436 127 1 [ [ X fbem-30436 127 2 j j X fbem-30436 127 3 ] ] X fbem-30436 127 4 . . PUNCT fbem-30436 128 1 2022 2022 NUM fbem-30436 128 2 , , PUNCT fbem-30436 128 3 10 10 NUM fbem-30436 128 4 . . PUNCT