{"id":"https://openalex.org/W2070978477","doi":"https://doi.org/10.1061/(asce)cp.1943-5487.0000262","title":"Simulation-Based Multiagent Approach for Scheduling Modular Construction","display_name":"Simulation-Based Multiagent Approach for Scheduling Modular Construction","publication_year":2012,"publication_date":"2012-09-30","ids":{"openalex":"https://openalex.org/W2070978477","doi":"https://doi.org/10.1061/(asce)cp.1943-5487.0000262","mag":"2070978477"},"language":"en","primary_location":{"id":"doi:10.1061/(asce)cp.1943-5487.0000262","is_oa":false,"landing_page_url":"https://doi.org/10.1061/(asce)cp.1943-5487.0000262","pdf_url":null,"source":{"id":"https://openalex.org/S176637136","display_name":"Journal of Computing in Civil Engineering","issn_l":"0887-3801","issn":["0887-3801","1943-5487"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Civil Engineering","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/A5061618700","display_name":"Hosein Taghaddos","orcid":"https://orcid.org/0000-0002-5117-7987"},"institutions":[{"id":"https://openalex.org/I4210150941","display_name":"PCL Construction (Canada)","ror":"https://ror.org/04vpw9y87","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210150941"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Hosein Taghaddos","raw_affiliation_strings":["Engineering Business Analyst, PCL Industrial Management Inc., Edmonton, AB, Canada T6E 3P4"],"affiliations":[{"raw_affiliation_string":"Engineering Business Analyst, PCL Industrial Management Inc., Edmonton, AB, Canada T6E 3P4","institution_ids":["https://openalex.org/I4210150941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028105214","display_name":"Ulrich Hermann","orcid":"https://orcid.org/0000-0003-1330-3169"},"institutions":[{"id":"https://openalex.org/I4210150941","display_name":"PCL Construction (Canada)","ror":"https://ror.org/04vpw9y87","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210150941"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ulrich Hermann","raw_affiliation_strings":["Manager of Construction Engineering, PCL Industrial Management Inc., Edmonton, AB, Canada T6E 3P4"],"affiliations":[{"raw_affiliation_string":"Manager of Construction Engineering, PCL Industrial Management Inc., Edmonton, AB, Canada T6E 3P4","institution_ids":["https://openalex.org/I4210150941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018366779","display_name":"Simaan AbouRizk","orcid":"https://orcid.org/0000-0002-4788-9121"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Simaan AbouRizk","raw_affiliation_strings":["Professor, Dept. of Civil and Environmental Engineering, Univ. of Alberta, Alberta, Canada T6G 2W2 (corresponding author)"],"affiliations":[{"raw_affiliation_string":"Professor, Dept. of Civil and Environmental Engineering, Univ. of Alberta, Alberta, Canada T6G 2W2 (corresponding author)","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101415685","display_name":"Yasser Mohamed","orcid":"https://orcid.org/0000-0001-9170-9557"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Yasser Mohamed","raw_affiliation_strings":["Assistant Professor, Dept. of Civil and Environmental Engineering, Univ. of Alberta, Alberta, Canada T6G 2W2"],"affiliations":[{"raw_affiliation_string":"Assistant Professor, Dept. of Civil and Environmental Engineering, Univ. of Alberta, Alberta, Canada T6G 2W2","institution_ids":["https://openalex.org/I154425047"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5061618700"],"corresponding_institution_ids":["https://openalex.org/I4210150941"],"apc_list":null,"apc_paid":null,"fwci":4.8557,"has_fulltext":false,"cited_by_count":110,"citation_normalized_percentile":{"value":0.94520275,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"28","issue":"2","first_page":"263","last_page":"274"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"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/T11182","display_name":"Auction Theory and Applications","score":0.9950000047683716,"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":0.994700014591217,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.755838930606842},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6865442991256714},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.5322226285934448},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5078440308570862},{"id":"https://openalex.org/keywords/yard","display_name":"Yard","score":0.4561885595321655},{"id":"https://openalex.org/keywords/project-planning","display_name":"Project planning","score":0.4486076831817627},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.4064001739025116},{"id":"https://openalex.org/keywords/project-management","display_name":"Project management","score":0.37594810128211975},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.37159082293510437},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.35660749673843384},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.34076130390167236},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.11816582083702087},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10188749432563782}],"concepts":[{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.755838930606842},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6865442991256714},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.5322226285934448},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5078440308570862},{"id":"https://openalex.org/C94026978","wikidata":"https://www.wikidata.org/wiki/Q482798","display_name":"Yard","level":2,"score":0.4561885595321655},{"id":"https://openalex.org/C58565012","wikidata":"https://www.wikidata.org/wiki/Q2112558","display_name":"Project planning","level":3,"score":0.4486076831817627},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.4064001739025116},{"id":"https://openalex.org/C15952604","wikidata":"https://www.wikidata.org/wiki/Q179012","display_name":"Project management","level":2,"score":0.37594810128211975},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.37159082293510437},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.35660749673843384},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.34076130390167236},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.11816582083702087},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10188749432563782},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1061/(asce)cp.1943-5487.0000262","is_oa":false,"landing_page_url":"https://doi.org/10.1061/(asce)cp.1943-5487.0000262","pdf_url":null,"source":{"id":"https://openalex.org/S176637136","display_name":"Journal of Computing in Civil Engineering","issn_l":"0887-3801","issn":["0887-3801","1943-5487"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Civil Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.4399999976158142,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":79,"referenced_works":["https://openalex.org/W43327923","https://openalex.org/W130725681","https://openalex.org/W207182081","https://openalex.org/W1491378950","https://openalex.org/W1521758236","https://openalex.org/W1528676759","https://openalex.org/W1542712259","https://openalex.org/W1553940606","https://openalex.org/W1584818299","https://openalex.org/W1595720807","https://openalex.org/W1671650112","https://openalex.org/W1721257846","https://openalex.org/W1964219488","https://openalex.org/W1969133593","https://openalex.org/W1970017061","https://openalex.org/W1973899770","https://openalex.org/W1973914291","https://openalex.org/W1976928920","https://openalex.org/W1977950491","https://openalex.org/W1990255796","https://openalex.org/W1991119104","https://openalex.org/W1994028116","https://openalex.org/W1997556681","https://openalex.org/W2000692858","https://openalex.org/W2003045073","https://openalex.org/W2003088567","https://openalex.org/W2006573621","https://openalex.org/W2009070933","https://openalex.org/W2016449220","https://openalex.org/W2019115253","https://openalex.org/W2026819387","https://openalex.org/W2041887239","https://openalex.org/W2044227939","https://openalex.org/W2045305864","https://openalex.org/W2049522545","https://openalex.org/W2051307770","https://openalex.org/W2051481124","https://openalex.org/W2064050433","https://openalex.org/W2070975460","https://openalex.org/W2075997344","https://openalex.org/W2077512637","https://openalex.org/W2077563974","https://openalex.org/W2079691278","https://openalex.org/W2081591618","https://openalex.org/W2082670337","https://openalex.org/W2095003556","https://openalex.org/W2099866923","https://openalex.org/W2102242875","https://openalex.org/W2111346917","https://openalex.org/W2112440119","https://openalex.org/W2117371776","https://openalex.org/W2120055893","https://openalex.org/W2125381463","https://openalex.org/W2131801993","https://openalex.org/W2134551252","https://openalex.org/W2139074306","https://openalex.org/W2139549237","https://openalex.org/W2144429263","https://openalex.org/W2150001269","https://openalex.org/W2158206287","https://openalex.org/W2162960259","https://openalex.org/W2183686643","https://openalex.org/W2185177033","https://openalex.org/W2274098886","https://openalex.org/W2276978842","https://openalex.org/W2285123623","https://openalex.org/W2317103610","https://openalex.org/W2324220570","https://openalex.org/W2432048290","https://openalex.org/W2519166529","https://openalex.org/W2527068525","https://openalex.org/W2530847519","https://openalex.org/W2889701909","https://openalex.org/W3121172388","https://openalex.org/W4252284432","https://openalex.org/W4285719527","https://openalex.org/W6631174725","https://openalex.org/W6726615081","https://openalex.org/W6727786445"],"related_works":["https://openalex.org/W2384960289","https://openalex.org/W2365404242","https://openalex.org/W584153158","https://openalex.org/W560263232","https://openalex.org/W3197769154","https://openalex.org/W1539475442","https://openalex.org/W2371642419","https://openalex.org/W2479685191","https://openalex.org/W2168944207","https://openalex.org/W3043517340"],"abstract_inverted_index":{"Modular":[0],"construction":[1,183],"is":[2,21,96,175],"a":[3,22,36,59,105,147],"common":[4],"practice":[5],"for":[6,113,127,137,220],"building":[7],"industrial":[8,55],"plants,":[9],"particularly":[10],"in":[11,69,117,168,210],"the":[12,39,47,70,74,79,124,151,155,180,214,217,222],"oil":[13],"sands":[14],"region":[15],"of":[16,51,53,66,78,130,139,178,216],"Alberta,":[17],"Canada.":[18],"Each":[19],"module":[20,40,223],"project":[23,166,170],"with":[24,185],"its":[25],"own":[26],"activities":[27],"and":[28,43,76,136,157,165,193,204],"constraints.":[29,141],"These":[30],"modules":[31,52],"are":[32],"prefabricated":[33],"offsite,":[34],"at":[35],"location":[37],"called":[38,108],"assembly":[41,224],"yard,":[42],"then":[44],"shipped":[45],"to":[46,162],"site.":[48],"Effective":[49],"scheduling":[50,90,116,179,194],"an":[54],"plant":[56],"involves":[57],"developing":[58],"realistic":[60],"schedule":[61],"that":[62],"makes":[63],"best":[64],"use":[65],"limited":[67,186],"resources":[68,131,195],"yard":[71],"while":[72],"satisfying":[73],"constraints":[75],"uncertainties":[77],"entire":[80],"project.":[81],"Scheduling":[82],"such":[83],"large-scale,":[84],"multiunit":[85],"projects":[86,184],"using":[87],"commercial":[88],"CPM-based":[89],"applications":[91],"(e.g.,":[92,132,196],"Primavera,":[93],"Microsoft":[94],"Project)":[95],"not":[97],"effective.":[98],"In":[99],"previous":[100],"work,":[101],"we":[102],"have":[103],"introduced":[104],"hybrid":[106],"framework,":[107],"simulation-based":[109],"auction":[110],"protocol":[111],"(SBAP),":[112],"effective":[114,128,190],"resource":[115,191],"large-scale":[118],"projects.":[119],"The":[120,172,206],"present":[121],"study":[122,209],"employs":[123],"SBAP":[125],"framework":[126],"allocation":[129],"space,":[133,197],"skilled":[134],"crew)":[135,198],"satisfaction":[138],"various":[140,159,202],"This":[142],"system":[143,174,219],"pulls":[144],"data":[145,187],"from":[146],"comprehensive":[148],"database,":[149],"runs":[150],"simulation":[152],"model":[153],"behind":[154],"scenes,":[156],"generates":[158],"graphical":[160],"reports":[161],"aid":[163],"superintendents":[164],"managers":[167],"pertinent":[169],"decisions.":[171],"developed":[173,218],"also":[176],"capable":[177],"fast-track":[181],"modular":[182],"available,":[188],"doing":[189],"leveling,":[192],"effectively":[199],"based":[200],"on":[201],"shifts":[203],"calendars.":[205],"described":[207],"case":[208],"this":[211],"paper":[212],"demonstrates":[213],"capabilities":[215],"planning":[221],"yards.":[225]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":15},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":7},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":8},{"year":2015,"cited_by_count":6},{"year":2014,"cited_by_count":1}],"updated_date":"2026-04-04T08:04:53.788161","created_date":"2025-10-10T00:00:00"}