{"id":"https://openalex.org/W4415895903","doi":"https://doi.org/10.1080/00207543.2025.2583475","title":"A machine learning-based genetic programming algorithm for the stochastic resource-constrained project scheduling problem with 3D workspaces and carbon emissions","display_name":"A machine learning-based genetic programming algorithm for the stochastic resource-constrained project scheduling problem with 3D workspaces and carbon emissions","publication_year":2025,"publication_date":"2025-11-04","ids":{"openalex":"https://openalex.org/W4415895903","doi":"https://doi.org/10.1080/00207543.2025.2583475"},"language":"en","primary_location":{"id":"doi:10.1080/00207543.2025.2583475","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207543.2025.2583475","pdf_url":null,"source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100458862","display_name":"Hao Liu","orcid":"https://orcid.org/0000-0003-0266-9472"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Liu","raw_affiliation_strings":["Northwestern Polytechnical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern Polytechnical University","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100435148","display_name":"Jingwen Zhang","orcid":"https://orcid.org/0000-0003-4519-5502"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jingwen Zhang","raw_affiliation_strings":["Northwestern Polytechnical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern Polytechnical University","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022083734","display_name":"Erik Demeulemeester","orcid":"https://orcid.org/0000-0001-7799-6510"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Erik Demeulemeester","raw_affiliation_strings":["KU Leuven"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KU Leuven","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100456834","display_name":"Zhi Chen","orcid":"https://orcid.org/0000-0002-9307-4871"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi Chen","raw_affiliation_strings":["Northwestern Polytechnical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern Polytechnical University","institution_ids":["https://openalex.org/I17145004"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100435148"],"corresponding_institution_ids":["https://openalex.org/I17145004"],"apc_list":null,"apc_paid":null,"fwci":2.6388,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.91508387,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"64","issue":"8","first_page":"2829","last_page":"2853"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12177","display_name":"Resource-Constrained Project Scheduling","score":0.9628000259399414,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12177","display_name":"Resource-Constrained Project Scheduling","score":0.9628000259399414,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11006","display_name":"BIM and Construction Integration","score":0.011300000362098217,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10395","display_name":"Construction Project Management and Performance","score":0.005499999970197678,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/workspace","display_name":"Workspace","score":0.6462000012397766},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5999000072479248},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5525000095367432},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.508400022983551},{"id":"https://openalex.org/keywords/stochastic-programming","display_name":"Stochastic programming","score":0.460999995470047},{"id":"https://openalex.org/keywords/greenhouse-gas","display_name":"Greenhouse gas","score":0.42910000681877136},{"id":"https://openalex.org/keywords/linear-programming","display_name":"Linear programming","score":0.32989999651908875}],"concepts":[{"id":"https://openalex.org/C58581272","wikidata":"https://www.wikidata.org/wiki/Q12741163","display_name":"Workspace","level":3,"score":0.6462000012397766},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5999000072479248},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5525000095367432},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5425999760627747},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5138000249862671},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.508400022983551},{"id":"https://openalex.org/C137631369","wikidata":"https://www.wikidata.org/wiki/Q7617831","display_name":"Stochastic programming","level":2,"score":0.460999995470047},{"id":"https://openalex.org/C47737302","wikidata":"https://www.wikidata.org/wiki/Q167336","display_name":"Greenhouse gas","level":2,"score":0.42910000681877136},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3357999920845032},{"id":"https://openalex.org/C41045048","wikidata":"https://www.wikidata.org/wiki/Q202843","display_name":"Linear programming","level":2,"score":0.32989999651908875},{"id":"https://openalex.org/C140205800","wikidata":"https://www.wikidata.org/wiki/Q5860","display_name":"Carbon fibers","level":3,"score":0.3149000108242035},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3019999861717224},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.29919999837875366},{"id":"https://openalex.org/C37404715","wikidata":"https://www.wikidata.org/wiki/Q380679","display_name":"Dynamic programming","level":2,"score":0.2971000075340271},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.2791000008583069},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.2718000113964081},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.266400009393692}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/00207543.2025.2583475","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207543.2025.2583475","pdf_url":null,"source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3531933515","display_name":"\u65f6-\u7a7a\u51b2\u7a81\u4e0b\u5927\u578b\u590d\u6742\u5de5\u7a0b\u9879\u76ee\u9c81\u68d2\u8c03\u5ea6\u4f18\u5316\u7814\u7a76","funder_award_id":"71971173","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G480678495","display_name":null,"funder_award_id":"2025JC-YBMS-800","funder_id":"https://openalex.org/F4320336567","funder_display_name":"Natural Science Basic Research Program of Shaanxi Province"},{"id":"https://openalex.org/G4829029751","display_name":null,"funder_award_id":"72201209","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6305220675","display_name":null,"funder_award_id":"SOMBC202506","funder_id":"https://openalex.org/F4320321392","funder_display_name":"Northwestern Polytechnical University"},{"id":"https://openalex.org/G7607572704","display_name":null,"funder_award_id":"CX2024018","funder_id":"https://openalex.org/F4320321392","funder_display_name":"Northwestern Polytechnical University"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321392","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86"},{"id":"https://openalex.org/F4320336567","display_name":"Natural Science Basic Research Program of Shaanxi Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W1920942232","https://openalex.org/W1964858805","https://openalex.org/W1973131489","https://openalex.org/W1982951994","https://openalex.org/W1986685337","https://openalex.org/W1992254205","https://openalex.org/W2006347382","https://openalex.org/W2010899473","https://openalex.org/W2026116120","https://openalex.org/W2029292549","https://openalex.org/W2042486704","https://openalex.org/W2056924876","https://openalex.org/W2092104277","https://openalex.org/W2113831660","https://openalex.org/W2115351446","https://openalex.org/W2124880663","https://openalex.org/W2250067735","https://openalex.org/W2397833067","https://openalex.org/W2520656625","https://openalex.org/W2567376065","https://openalex.org/W2618749399","https://openalex.org/W2623350893","https://openalex.org/W2736601468","https://openalex.org/W2783455430","https://openalex.org/W2784102171","https://openalex.org/W2793021064","https://openalex.org/W2801342800","https://openalex.org/W2905182280","https://openalex.org/W2908676584","https://openalex.org/W3082377584","https://openalex.org/W3125454972","https://openalex.org/W3155044927","https://openalex.org/W3155462767","https://openalex.org/W3156520932","https://openalex.org/W3176190074","https://openalex.org/W4221040214","https://openalex.org/W4281663175","https://openalex.org/W4281748202","https://openalex.org/W4308112395","https://openalex.org/W4386541365","https://openalex.org/W4386701526","https://openalex.org/W4387369459","https://openalex.org/W4392882495","https://openalex.org/W4400698466","https://openalex.org/W4400843023","https://openalex.org/W4401209254","https://openalex.org/W4403707380","https://openalex.org/W4406011898","https://openalex.org/W4406882859","https://openalex.org/W4407764523","https://openalex.org/W4408791230","https://openalex.org/W4409839241","https://openalex.org/W4412769416"],"related_works":[],"abstract_inverted_index":{"Executing":[0],"activities":[1],"at":[2],"different":[3],"speeds":[4],"results":[5,146],"in":[6,30,184,215],"varying":[7],"workspace":[8,14,76,213],"requirements":[9],"and":[10,33,42,60,75,81,95,130,133,150,166,178,187,197,211,219],"carbon":[11,61,83,198,207],"emissions.":[12,43],"Appropriate":[13],"allocation":[15],"is":[16,204,229,242,257],"crucial":[17],"for":[18,92],"improving":[19],"the":[20,93,151,168,192,261,265],"performance":[21],"of":[22,147,161,170,194,264],"projects":[23],"with":[24,57],"limited":[25],"construction":[26],"sites.":[27],"Furthermore,":[28],"uncertainties":[29,183],"activity":[31,188,217],"workloads":[32,189,218],"weather":[34,185,220],"conditions":[35,186,221],"can":[36,190],"significantly":[37],"impact":[38],"both":[39,175,216],"project":[40,54,195,209],"costs":[41],"To":[44],"address":[45],"these":[46],"challenges,":[47],"we":[48],"propose":[49],"a":[50,82,97,116,134],"novel":[51],"stochastic":[52,201],"resource-constrained":[53],"scheduling":[55,210],"problem":[56],"3D":[58,212],"workspaces":[59],"emissions":[62],"(SRCPSP-3DWCE),":[63],"which":[64],"involves":[65],"integrated":[66],"decisions":[67],"on":[68],"each":[69],"activity\u2019s":[70],"start":[71],"time,":[72],"execution":[73],"speed":[74],"location,":[77],"under":[78],"spatial":[79],"constraints":[80],"cap-and-trade":[84],"mechanism.":[85],"We":[86],"formulate":[87],"an":[88],"integer":[89],"programming":[90,101,227],"model":[91,125,241],"SRCPSP-3DWCE":[94],"develop":[96],"machine":[98,113,224],"learning-based":[99,225],"genetic":[100,226],"(MLBGP)":[102],"algorithm":[103,139,228],"to":[104,126,140,231,244,249,259],"evolve":[105,232],"effective":[106],"priority":[107,164,234],"rules.":[108],"The":[109,145],"MLBGP":[110,157],"integrates":[111],"two":[112,171],"learning":[114,172,255],"techniques:":[115],"hybrid":[117,236],"graph":[118,237],"convolutional":[119,238],"network":[120],"\u2013":[121],"multilayer":[122],"perceptron":[123,240],"(GCN-MLP)":[124],"predict":[127,245],"individual":[128,246],"fitness":[129,247],"accelerate":[131],"evolution,":[132],"proximal":[135],"policy":[136],"optimisation":[137],"(PPO)":[138],"adaptively":[141],"adjust":[142],"key":[143],"parameters.":[144],"numerical":[148],"experiments":[149],"real-world":[152],"case":[153],"study":[154],"show":[155],"that":[156,167],"outperforms":[158],"99":[159],"combinations":[160],"manually":[162],"designed":[163,243],"rules,":[165],"integration":[169],"techniques":[173],"improves":[174],"solution":[176],"quality":[177],"computational":[179],"efficiency.":[180],"Moreover,":[181],"considering":[182],"reduce":[191,250],"misestimation":[193],"makespan":[196],"emissions.HighlightsA":[199],"new":[200],"RCPSP":[202],"variant":[203],"proposed,":[205],"integrating":[206],"trading,":[208],"allocation.Uncertainties":[214],"are":[222],"considered.A":[223],"developed":[230],"better":[233],"rules.A":[235],"network-multilayer":[239],"values":[248],"computation":[251],"time.A":[252],"deep":[253],"reinforcement":[254],"method":[256],"employed":[258],"guide":[260],"search":[262],"direction":[263],"algorithm.":[266]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-06-15T08:34:33.830935","created_date":"2025-11-05T00:00:00"}
