{"id":"https://openalex.org/W4404045232","doi":"https://doi.org/10.21203/rs.3.rs-5281199/v1","title":"Utilizing cloud-based BIM platforms for sustainable decision making in educational architecture design","display_name":"Utilizing cloud-based BIM platforms for sustainable decision making in educational architecture design","publication_year":2024,"publication_date":"2024-11-04","ids":{"openalex":"https://openalex.org/W4404045232","doi":"https://doi.org/10.21203/rs.3.rs-5281199/v1"},"language":"en","primary_location":{"id":"doi:10.21203/rs.3.rs-5281199/v1","doi":"https://doi.org/10.21203/rs.3.rs-5281199/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-5281199/v1","pdf_url":null,"source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.21203/rs.3.rs-5281199/v1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114517899","display_name":"Zahraa Mustafa Abbas","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I56409017","display_name":"Nahrain University","ror":"https://ror.org/05v2p9075","country_code":"IQ","type":"education","lineage":["https://openalex.org/I56409017"]}],"countries":["IQ"],"is_corresponding":true,"raw_author_name":"Zahraa Mustafa Abbas","raw_affiliation_strings":["Nahrain University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nahrain University","institution_ids":["https://openalex.org/I56409017"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038063457","display_name":"Nawfal Josef Rizco","orcid":"https://orcid.org/0000-0003-1990-490X","observed_orcids":["https://orcid.org/0000-0003-1990-490X"]},"institutions":[{"id":"https://openalex.org/I56409017","display_name":"Nahrain University","ror":"https://ror.org/05v2p9075","country_code":"IQ","type":"education","lineage":["https://openalex.org/I56409017"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Nawfal Joseph Rizko","raw_affiliation_strings":["Nahrain University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nahrain University","institution_ids":["https://openalex.org/I56409017"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5114517899"],"corresponding_institution_ids":["https://openalex.org/I56409017"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11006","display_name":"BIM and Construction Integration","score":0.9746000170707703,"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":0.9746000170707703,"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/T11988","display_name":"Sustainable Building Design and Assessment","score":0.007400000002235174,"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/T10121","display_name":"Building Energy and Comfort Optimization","score":0.005200000014156103,"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/building-information-modeling","display_name":"building information modeling","score":0.9679999947547913},{"id":"https://openalex.org/keywords/sustainable-decision-making","display_name":"sustainable decision-making","score":0.8519999980926514},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"principal component analysis","score":0.7670000195503235},{"id":"https://openalex.org/keywords/lightgbm","display_name":"LightGBM","score":0.5590000152587891},{"id":"https://openalex.org/keywords/model-predictive-control","display_name":"model predictive control","score":0.8799999952316284},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.9589999914169312},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"genetic algorithm","score":0.8270000219345093},{"id":"https://openalex.org/keywords/hybrid-neural-network","display_name":"hybrid neural network","score":0.5609999895095825}],"concepts":[{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.7253150939941406},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6958067417144775},{"id":"https://openalex.org/C66862320","wikidata":"https://www.wikidata.org/wiki/Q842017","display_name":"Building information modeling","level":3,"score":0.5723239183425903},{"id":"https://openalex.org/C121217528","wikidata":"https://www.wikidata.org/wiki/Q523256","display_name":"Sustainable design","level":3,"score":0.5008509159088135},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4918975830078125},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.4400199055671692},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.4103168845176697},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3948536515235901},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.3690934181213379},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.35496023297309875},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3361222743988037},{"id":"https://openalex.org/C107053488","wikidata":"https://www.wikidata.org/wiki/Q2674423","display_name":"Construction engineering","level":1,"score":0.3217123746871948},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2417452335357666},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.15685498714447021},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.13539093732833862},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.12085363268852234},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.056709855794906616},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21203/rs.3.rs-5281199/v1","doi":"https://doi.org/10.21203/rs.3.rs-5281199/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-5281199/v1","pdf_url":null,"source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.21203/rs.3.rs-5281199/v1","doi":"https://doi.org/10.21203/rs.3.rs-5281199/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-5281199/v1","pdf_url":null,"source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"},"sustainable_development_goals":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.8278999924659729},{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.5351999998092651}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2927707162","https://openalex.org/W2959452654","https://openalex.org/W2985572923","https://openalex.org/W3116259935","https://openalex.org/W3120084225","https://openalex.org/W3123541389","https://openalex.org/W3139814468","https://openalex.org/W3155167951","https://openalex.org/W3168492710","https://openalex.org/W3181189360","https://openalex.org/W3206243197","https://openalex.org/W3214027046","https://openalex.org/W4200211902","https://openalex.org/W4210428829","https://openalex.org/W4214720270","https://openalex.org/W4224979778","https://openalex.org/W4226343271","https://openalex.org/W4283267123","https://openalex.org/W4284890397","https://openalex.org/W4287010183","https://openalex.org/W4291825004","https://openalex.org/W4292429903","https://openalex.org/W4317508169","https://openalex.org/W4324342800","https://openalex.org/W4376611359","https://openalex.org/W4381033672","https://openalex.org/W4382137473","https://openalex.org/W4384300665","https://openalex.org/W4385577851","https://openalex.org/W4387772648"],"related_works":["https://openalex.org/W4410797460","https://openalex.org/W2935857304","https://openalex.org/W7220555813","https://openalex.org/W7221582642","https://openalex.org/W2743372953","https://openalex.org/W2738891307","https://openalex.org/W2585770727","https://openalex.org/W4391284490","https://openalex.org/W2113622893","https://openalex.org/W3123634518"],"abstract_inverted_index":{"Abstract":[0],"With":[1],"the":[2,27,56,59,64,113,125,135,142,151,172,234,238,246],"search":[3],"for":[4,70,83,198],"a":[5,15,160,202],"sustainable":[6,71],"construction":[7],"process,":[8],"building":[9],"information":[10],"modeling":[11],"(BIM)":[12],"emerged":[13],"as":[14],"powerful":[16],"agent.":[17],"BIM":[18,43,68,85,109],"is":[19,129,138,176,193,215,243],"an":[20],"innovative":[21],"technology":[22,86],"and":[23,38,50,98,116,123,166],"technique":[24,204],"that":[25,158,226],"evolved":[26],"perspective":[28],"of":[29,66,101,144,240],"buildings":[30,103],"like":[31],"how":[32],"they":[33],"are":[34,41,81],"planned,":[35],"imagined,":[36],"managed,":[37],"created.":[39],"Designers":[40],"using":[42,107],"expertise":[44],"to":[45,54,62,134,149],"improve":[46],"quality,":[47],"save":[48],"costs,":[49],"even":[51],"create":[52,222],"solutions":[53],"tackle":[55],"above-mentioned":[57],"issues":[58],"study":[60],"aims":[61],"propose":[63],"utilization":[65],"cloud-based":[67,84,108],"platforms":[69],"decision":[72],"making":[73],"in":[74,195,233],"educational":[75,102],"architectural":[76,92],"design.":[77],"The":[78],"following":[79,247],"methods":[80],"used":[82,194,216],"Data":[87],"Collection.":[88],"In":[89],"this":[90,196,241],"method,":[91],"designs,":[93],"structural":[94],"characteristics,":[95],"material":[96],"specifications,":[97],"energy":[99,164],"use":[100,143],"will":[104],"be":[105,119],"generated":[106],"systems.":[110],"After":[111],"collecting":[112],"data,":[114],"accuracy,":[115],"consistency":[117],"should":[118],"ensured":[120],"by":[121,178],"cleaning":[122],"standardizing":[124],"collected":[126],"data":[127],"which":[128,153,175],"called":[130],"pre-processing.":[131],"Moving":[132],"on":[133,155,163],"next":[136],"step":[137],"reducing":[139],"dimensionality":[140,169],"with":[141],"\u201cPrincipal":[145],"Component":[146],"Analysis":[147],"(PCA)\u201d,":[148],"overcome":[150],"issue":[152],"focuses":[154],"important":[156],"factors":[157],"have":[159],"major":[161],"influence":[162],"usage":[165],"sustainability.":[167],"Following":[168],"reduction":[170],"comes":[171],"Regression":[173],"analysis":[174],"done":[177],"Light":[179],"Gradient":[180],"Boosting":[181],"Machine":[182,207],"-":[183,186,208,211],"Neural":[184,209],"Network":[185,210],"Model":[187],"Predictive":[188],"Control":[189],"(LightGBM-NN":[190],"based":[191],"MPC)":[192],"case":[197],"Analyzing.":[199],"For":[200],"Classification,":[201],"hybrid":[203],"Support":[205],"Vector":[206],"Genetic":[212],"Algorithm":[213],"(SVM-NN-GA)":[214],"here.":[217],"At":[218],"last,":[219],"ultimately,":[220],"we":[221],"Sustainable":[223],"decision-making":[224],"frameworks":[225],"include":[227],"classification":[228],"outcomes":[229],"while":[230],"considering":[231],"sustainability":[232],"long":[235],"term.":[236],"Finally,":[237],"performance":[239,248],"work":[242],"measured":[244],"through":[245],"metrics,":[249],"Accuracy,":[250],"Precision,":[251],"Recall,":[252],"F-1":[253],"Score,":[254],"Root":[255],"Mean":[256],"Square":[257],"Error.":[258]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2024-11-05T00:00:00"}
