{"id":"https://openalex.org/W7160887754","doi":"https://doi.org/10.1016/j.aei.2026.104799","title":"HyperMB: A hypergraph representation and learning framework for modular building layout design decisions","display_name":"HyperMB: A hypergraph representation and learning framework for modular building layout design decisions","publication_year":2026,"publication_date":"2026-05-12","ids":{"openalex":"https://openalex.org/W7160887754","doi":"https://doi.org/10.1016/j.aei.2026.104799"},"language":"en","primary_location":{"id":"doi:10.1016/j.aei.2026.104799","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.aei.2026.104799","pdf_url":null,"source":{"id":"https://openalex.org/S112141509","display_name":"Advanced Engineering Informatics","issn_l":"1474-0346","issn":["1474-0346","1873-5320"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Engineering Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.aei.2026.104799","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5135974666","display_name":"Yuchen Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yuchen Gao","raw_affiliation_strings":["Department of Real Estate and Construction, Faculty of Architecture, The University of Hong Kong, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Real Estate and Construction, Faculty of Architecture, The University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110630509","display_name":"Weisheng Lu","orcid":"https://orcid.org/0000-0003-4674-0357"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Weisheng Lu","raw_affiliation_strings":["Department of Real Estate and Construction, Faculty of Architecture, The University of Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0003-4674-0357","affiliations":[{"raw_affiliation_string":"Department of Real Estate and Construction, Faculty of Architecture, The University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135998454","display_name":"Yi Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yi Zhang","raw_affiliation_strings":["Department of Real Estate and Construction, Faculty of Architecture, The University of Hong Kong, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Real Estate and Construction, Faculty of Architecture, The University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049207198","display_name":"Ziyu Peng","orcid":"https://orcid.org/0000-0002-2541-7537"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Ziyu Peng","raw_affiliation_strings":["Department of Real Estate and Construction, Faculty of Architecture, The University of Hong Kong, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Real Estate and Construction, Faculty of Architecture, The University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5110630509"],"corresponding_institution_ids":["https://openalex.org/I889458895"],"apc_list":{"value":3570,"currency":"USD","value_usd":3570},"apc_paid":{"value":3570,"currency":"USD","value_usd":3570},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.52725637,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"74","issue":null,"first_page":"104799","last_page":"104799"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11006","display_name":"BIM and Construction Integration","score":0.4771000146865845,"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":0.4771000146865845,"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/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.2777000069618225,"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/T11729","display_name":"Product Development and Customization","score":0.04800000041723251,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hypergraph","display_name":"Hypergraph","score":0.8116999864578247},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.6823999881744385},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.6360999941825867},{"id":"https://openalex.org/keywords/page-layout","display_name":"Page layout","score":0.5037999749183655},{"id":"https://openalex.org/keywords/knowledge-representation-and-reasoning","display_name":"Knowledge representation and reasoning","score":0.3181999921798706}],"concepts":[{"id":"https://openalex.org/C2781221856","wikidata":"https://www.wikidata.org/wiki/Q840247","display_name":"Hypergraph","level":2,"score":0.8116999864578247},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.6823999881744385},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.6360999941825867},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6327999830245972},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.5045999884605408},{"id":"https://openalex.org/C188985296","wikidata":"https://www.wikidata.org/wiki/Q868954","display_name":"Page layout","level":2,"score":0.5037999749183655},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3659000098705292},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.3569999933242798},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.3181999921798706},{"id":"https://openalex.org/C88482812","wikidata":"https://www.wikidata.org/wiki/Q6453666","display_name":"Modular programming","level":2,"score":0.29760000109672546},{"id":"https://openalex.org/C2765594","wikidata":"https://www.wikidata.org/wiki/Q2624187","display_name":"Integrated circuit layout","level":3,"score":0.28850001096725464},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.26429998874664307}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.aei.2026.104799","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.aei.2026.104799","pdf_url":null,"source":{"id":"https://openalex.org/S112141509","display_name":"Advanced Engineering Informatics","issn_l":"1474-0346","issn":["1474-0346","1873-5320"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Engineering Informatics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.aei.2026.104799","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.aei.2026.104799","pdf_url":null,"source":{"id":"https://openalex.org/S112141509","display_name":"Advanced Engineering Informatics","issn_l":"1474-0346","issn":["1474-0346","1873-5320"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Engineering Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.6286418437957764}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321019","display_name":"University Grants Committee","ror":"https://ror.org/00djwmt25"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1501856433","https://openalex.org/W1973632207","https://openalex.org/W1990279739","https://openalex.org/W2031703868","https://openalex.org/W2037016941","https://openalex.org/W2083786039","https://openalex.org/W2163922914","https://openalex.org/W2190608527","https://openalex.org/W2756072049","https://openalex.org/W2787887656","https://openalex.org/W2796738375","https://openalex.org/W2892880750","https://openalex.org/W2907492528","https://openalex.org/W2982696264","https://openalex.org/W3016655361","https://openalex.org/W3021945924","https://openalex.org/W3028131256","https://openalex.org/W3085990079","https://openalex.org/W3107547765","https://openalex.org/W3132313661","https://openalex.org/W3216163503","https://openalex.org/W4205901963","https://openalex.org/W4220797596","https://openalex.org/W4229033574","https://openalex.org/W4250325413","https://openalex.org/W4286611064","https://openalex.org/W4317535178","https://openalex.org/W4360999343","https://openalex.org/W4367399344","https://openalex.org/W4381613464","https://openalex.org/W4385862929","https://openalex.org/W4385889052","https://openalex.org/W4388242131","https://openalex.org/W4399572957","https://openalex.org/W4402923023","https://openalex.org/W4404025118","https://openalex.org/W7124470021"],"related_works":[],"abstract_inverted_index":{"A":[0,96],"well-designed":[1],"layout":[2,18,84],"is":[3,33,100],"a":[4,15,30,69,203],"prerequisite":[5],"to":[6],"any":[7],"successful":[8],"modular":[9,16,88,209],"building.":[10],"Beyond":[11],"just":[12],"room":[13],"arrangement,":[14],"building":[17,210],"(MBL)":[19],"requires":[20],"bundling":[21],"multiple":[22],"rooms":[23,105],"with":[24,172,188],"prefabricated":[25],"walls":[26,107],"into":[27],"transportable":[28],"modules,":[29],"process":[31],"that":[32,131],"highly":[34],"risky":[35],"and":[36,72,90,106,111,125,144,152,161,199],"costly":[37],"without":[38],"careful":[39],"consideration":[40],"from":[41,54,86],"the":[42,138],"outset.":[43],"Traditional":[44],"methods":[45],"of":[46],"developing":[47],"MBLs":[48],"rely":[49],"heavily":[50],"on":[51,137],"rules-of-thumb":[52],"inherited":[53],"cast-in-situ":[55],"construction,":[56],"but":[57],"such":[58],"practices":[59],"overlooked":[60],"emerging":[61],"data-driven":[62],"smart":[63],"methods.":[64],"This":[65],"study":[66],"presents":[67],"HyperMB,":[68],"hypergraph":[70,118,189],"representation":[71],"learning":[73,119],"framework":[74],"tailored":[75],"for":[76,196,205],"supporting":[77],"MBL":[78,197],"design":[79,159,198],"decisions.":[80],"It":[81,201],"first":[82],"collects":[83],"drawings":[85],"constructed":[87],"buildings":[89],"represents":[91],"them":[92],"as":[93,108,114],"typed":[94],"hypergraphs.":[95],"reproducible":[97],"floorplan-to-hypergraph":[98],"pipeline":[99],"then":[101,121],"established":[102],"by":[103],"treating":[104],"first-class":[109],"nodes":[110],"encoding":[112],"\u201cmodularity\u201d":[113],"higher-order":[115],"hyperedges.":[116],"The":[117],"model":[120],"aggregates":[122],"both":[123,142],"node-":[124],"hyperedge-level":[126],"features.":[127],"Empirical":[128],"results":[129],"show":[130],"it":[132,168],"outperforms":[133],"two":[134],"graph":[135],"baselines":[136],"same":[139],"tasks":[140],"in":[141,175,182,208],"within-dataset":[143],"cross-dataset":[145],"settings,":[146],"especially":[147],"at":[148],"capturing":[149],"complex":[150,183],"inter-":[151],"intra-module":[153],"dependencies.":[154],"HyperMB":[155,191],"can":[156],"discover":[157],"latent":[158],"patterns":[160],"high-risk":[162],"logistical":[163],"archetypes.":[164],"In":[165],"generative":[166],"experiments,":[167],"synthesizes":[169],"modularity":[170],"hyperedges":[171],"91%":[173],"validity":[174],"simple":[176],"layouts,":[177],"while":[178],"also":[179],"revealing":[180],"limitations":[181],"module":[184],"configurations.":[185],"By":[186],"coupling":[187],"learning,":[190],"provides":[192],"practical":[193],"decision":[194],"support":[195],"planning.":[200],"lays":[202],"foundation":[204],"future":[206],"automation":[207],"design.":[211]},"counts_by_year":[],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2026-05-13T00:00:00"}