{"id":"https://openalex.org/W4407056594","doi":"https://doi.org/10.1145/3700706.3700734","title":"Scalable Machine Learning Architectures for IPA-Driven Maintenance Task Allocation in Large-Scale Building Portfolios","display_name":"Scalable Machine Learning Architectures for IPA-Driven Maintenance Task Allocation in Large-Scale Building Portfolios","publication_year":2024,"publication_date":"2024-08-14","ids":{"openalex":"https://openalex.org/W4407056594","doi":"https://doi.org/10.1145/3700706.3700734"},"language":"en","primary_location":{"id":"doi:10.1145/3700706.3700734","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3700706.3700734","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 7th International Conference on Information Science and Systems","raw_type":"proceedings-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/A5102758611","display_name":"Zhimeng Huang","orcid":"https://orcid.org/0009-0000-2679-8565"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zhimeng Huang","raw_affiliation_strings":["School of Computing, Engineering and Built Environment, Edinburgh Napier University, Edinburgh, United Kingdom"],"raw_orcid":"https://orcid.org/0009-0000-2679-8565","affiliations":[{"raw_affiliation_string":"School of Computing, Engineering and Built Environment, Edinburgh Napier University, Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I251738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100374793","display_name":"Xiaodong Liu","orcid":"https://orcid.org/0000-0002-7612-9981"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Xiaodong Liu","raw_affiliation_strings":["School of Computing, Engineering and Built Environment, Edinburgh Napier University, Edinburgh, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-7612-9981","affiliations":[{"raw_affiliation_string":"School of Computing, Engineering and Built Environment, Edinburgh Napier University, Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I251738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055767056","display_name":"Imed Romdhani","orcid":"https://orcid.org/0000-0002-7648-6559"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Imed Romdhani","raw_affiliation_strings":["School of Computing, Engineering and Built Environment, Edinburgh Napier University, Edinburgh, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-7648-6559","affiliations":[{"raw_affiliation_string":"School of Computing, Engineering and Built Environment, Edinburgh Napier University, Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I251738"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057633046","display_name":"Chi\u2010Sheng Shih","orcid":"https://orcid.org/0000-0001-8936-8255"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chi-Sheng Shih","raw_affiliation_strings":["College of Electrical Engineering and Computer Science, National Taiwan University, Taipei, Taiwan"],"raw_orcid":"https://orcid.org/0000-0001-8936-8255","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering and Computer Science, National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26938139,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"170","last_page":"178"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11006","display_name":"BIM and Construction Integration","score":0.9916999936103821,"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"}},"topics":[{"id":"https://openalex.org/T11006","display_name":"BIM and Construction Integration","score":0.9916999936103821,"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9839000105857849,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T12256","display_name":"Facilities and Workplace Management","score":0.9603000283241272,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7953683137893677},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7937941551208496},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6606309413909912},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6199922561645508},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.5034248232841492},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3969501852989197},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.2032671868801117},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.12654897570610046},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09562134742736816}],"concepts":[{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7953683137893677},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7937941551208496},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6606309413909912},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6199922561645508},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.5034248232841492},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3969501852989197},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.2032671868801117},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.12654897570610046},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09562134742736816},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3700706.3700734","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3700706.3700734","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 7th International Conference on Information Science and Systems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.550000011920929,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W1598063951","https://openalex.org/W2045186954","https://openalex.org/W2171119802","https://openalex.org/W2588941434","https://openalex.org/W3034251609","https://openalex.org/W6814601865"],"related_works":["https://openalex.org/W2389214306","https://openalex.org/W2965083567","https://openalex.org/W4235240664","https://openalex.org/W1982914007","https://openalex.org/W2159583675","https://openalex.org/W1824242903","https://openalex.org/W1493858311","https://openalex.org/W2155470929","https://openalex.org/W2111125783","https://openalex.org/W2394465510"],"abstract_inverted_index":{"This":[0,23,248,347],"research":[1,110,249,316],"presents":[2],"a":[3,99,141,168,230,240,253,269,278,302,350,361],"groundbreaking":[4],"approach":[5,356],"to":[6,42,46,121,153,212,283,318,357],"Building":[7,18],"Maintenance":[8,19],"Management":[9,20],"(BMM)":[10],"by":[11,173,258,324],"introducing":[12],"an":[13,77,147,306],"Intelligent":[14],"Process":[15],"Automation":[16],"(IPA)-Driven":[17],"(IBMM)":[21],"model.":[22],"innovative":[24],"model":[25,137,166,193,233,322],"harnesses":[26],"the":[27,56,81,102,135,191,224,245,299,315,320,365],"synergies":[28],"between":[29],"Artificial":[30],"Intelligence":[31],"(AI),":[32],"Machine":[33],"Learning":[34],"(ML),":[35],"and":[36,48,69,86,123,158,179,185,204,208,215,227,277,298,334,339,354],"Internet":[37],"of":[38,64,84,108,116,134,143,229,301,367],"Things":[39],"(IoT)":[40],"technologies":[41,261],"transition":[43],"from":[44],"reactive":[45],"proactive":[47],"predictive":[49,196,332],"building":[50,90,130,162,358],"maintenance":[51,71,91,125,163,197,292,333,344],"strategies.":[52],"The":[53,106,132,165,221],"study":[54,242],"highlights":[55],"critical":[57],"gap":[58],"in":[59,112,128,146,161,171,239,256,364],"current":[60],"BMM":[61,172,257,285],"practices\u2014the":[62],"absence":[63],"intelligent":[65,183],"systems":[66],"for":[67,88,101,234,262,311,329,342],"anticipating":[68],"addressing":[70],"issues":[72],"before":[73],"they":[74],"escalate.":[75],"Through":[76],"extensive":[78],"literature":[79],"review,":[80],"transformative":[82],"potential":[83],"AI":[85,178,327],"IoT":[87,275,340],"enhancing":[89],"management":[92,366],"within":[93],"smart":[94,218,280],"cities":[95],"is":[96,138],"explored,":[97],"establishing":[98],"foundation":[100],"IBMM":[103,136,192,321],"model's":[104,246],"application.":[105],"core":[107],"this":[109],"lies":[111],"its":[113,151,189],"novel":[114,279],"application":[115],"scalable":[117],"machine":[118,231],"learning":[119,203,232],"architectures":[120],"automate":[122],"optimize":[124],"task":[126,186,236],"allocation":[127],"large-scale":[129],"portfolios.":[131],"practicality":[133],"demonstrated":[139],"via":[140],"proof":[142],"concept":[144],"(POC)":[145],"industrial":[148],"setting,":[149],"evidencing":[150],"capacity":[152],"improve":[154],"efficiency,":[155,295],"reduce":[156],"costs,":[157],"bolster":[159],"sustainability":[160],"operations.":[164],"epitomizes":[167],"paradigm":[169],"shift":[170],"integrating":[174,335],"IPA,":[175],"which":[176],"combines":[177],"ML,":[180],"facilitating":[181],"automated,":[182],"decision-making":[184],"allocation.":[187],"Among":[188],"advancements,":[190],"introduces":[194],"enhanced":[195,296],"through":[198,305],"real-time":[199,336],"data":[200,337],"analysis,":[201],"adaptive":[202],"optimization,":[205],"automated":[206],"decision-making,":[207],"human-machine":[209],"collaboration,":[210],"contributing":[211],"energy":[213],"efficiency":[214],"alignment":[216],"with":[217],"city":[219],"objectives.":[220],"paper":[222],"delineates":[223],"methodology,":[225],"design,":[226],"implementation":[228],"engineer":[235],"assignments,":[237],"culminating":[238],"case":[241],"that":[243,273],"validates":[244],"efficacy.":[247],"not":[250],"only":[251],"signifies":[252],"significant":[254],"advancement":[255],"leveraging":[259],"IPA":[260],"autonomous":[263],"process":[264],"refinement":[265],"but":[266],"also":[267],"proposes":[268],"unique":[270],"IPA-driven":[271],"procedure":[272],"incorporates":[274],"technology":[276],"device":[281],"fixer":[282],"guide":[284],"processes.":[286],"Anticipated":[287],"outcomes":[288],"include":[289],"more":[290,330,352],"accurate":[291],"scheduling,":[293],"cost":[294],"performance,":[297],"fostering":[300],"collaborative":[303],"community":[304],"open":[307],"online":[308],"documentation":[309],"platform":[310],"BMM.":[312],"Looking":[313],"forward,":[314],"aims":[317],"refine":[319],"further":[323],"exploring":[325],"advanced":[326],"algorithms":[328],"precise":[331],"analytics":[338],"networks":[341],"improved":[343],"strategy":[345],"responsiveness.":[346],"work":[348],"pioneers":[349],"smarter,":[351],"efficient,":[353],"sustainable":[355],"maintenance,":[359],"marking":[360],"new":[362],"era":[363],"urban":[368],"infrastructure.":[369]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
