{"id":"https://openalex.org/W4410561615","doi":"https://doi.org/10.1155/acis/9961816","title":"Optimizing Concrete Mix Designs With Synthetic Data Generation and Machine Learning Prediction Models","display_name":"Optimizing Concrete Mix Designs With Synthetic Data Generation and Machine Learning Prediction Models","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4410561615","doi":"https://doi.org/10.1155/acis/9961816"},"language":"en","primary_location":{"id":"doi:10.1155/acis/9961816","is_oa":true,"landing_page_url":"https://doi.org/10.1155/acis/9961816","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/acis/9961816","source":{"id":"https://openalex.org/S30680879","display_name":"Applied Computational Intelligence and Soft Computing","issn_l":"1687-9724","issn":["1687-9724","1687-9732"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Computational Intelligence and Soft Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/acis/9961816","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041962112","display_name":"Mohanad A. Deif","orcid":"https://orcid.org/0000-0002-4388-1480"},"institutions":[{"id":"https://openalex.org/I154632036","display_name":"Misr University for Science and Technology","ror":"https://ror.org/05debfq75","country_code":"EG","type":"education","lineage":["https://openalex.org/I154632036"]},{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE","EG"],"is_corresponding":true,"raw_author_name":"Mohanad A. Deif","raw_affiliation_strings":["Department of Computer Science ,  College of Information Technology ,  Misr University for Science and Technology (MUST) , P.O. Box 77,  Giza ,  Egypt","Research Institute of Sciences and Engineering ,  University of Sharjah ,  Sharjah ,  UAE , sharjah.ac.ae"],"raw_orcid":"https://orcid.org/0000-0002-4388-1480","affiliations":[{"raw_affiliation_string":"Department of Computer Science ,  College of Information Technology ,  Misr University for Science and Technology (MUST) , P.O. Box 77,  Giza ,  Egypt","institution_ids":["https://openalex.org/I154632036"]},{"raw_affiliation_string":"Research Institute of Sciences and Engineering ,  University of Sharjah ,  Sharjah ,  UAE , sharjah.ac.ae","institution_ids":["https://openalex.org/I29891158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049069083","display_name":"Hani Attar","orcid":"https://orcid.org/0000-0001-8028-7918"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]},{"id":"https://openalex.org/I4210165529","display_name":"University of Business and Technology","ror":"https://ror.org/05tcr1n44","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210165529"]}],"countries":["JO","SA"],"is_corresponding":false,"raw_author_name":"Hani Attar","raw_affiliation_strings":["Faculty of Engineering ,  Jordan College of Engineering ,  Zarqa University ,  Zarqa ,  Jordan , jadara.edu.jo","University of Business and Technology ,  Jeddah ,  21448 ,  Saudi Arabia , ubt.edu.sa"],"raw_orcid":"https://orcid.org/0000-0001-8028-7918","affiliations":[{"raw_affiliation_string":"Faculty of Engineering ,  Jordan College of Engineering ,  Zarqa University ,  Zarqa ,  Jordan , jadara.edu.jo","institution_ids":["https://openalex.org/I153687341"]},{"raw_affiliation_string":"University of Business and Technology ,  Jeddah ,  21448 ,  Saudi Arabia , ubt.edu.sa","institution_ids":["https://openalex.org/I4210165529"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047591735","display_name":"Waleed Alomoush","orcid":"https://orcid.org/0000-0002-2937-4327"},"institutions":[{"id":"https://openalex.org/I2799888298","display_name":"Skyline University College","ror":"https://ror.org/05r7nbf33","country_code":"AE","type":"education","lineage":["https://openalex.org/I2799888298"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Waleed Alomoush","raw_affiliation_strings":["School of Computing ,  Skyline University College , P.O. Box 1797,  Sharjah ,  UAE , skylineuniversity.ac.ae"],"raw_orcid":"https://orcid.org/0000-0002-2937-4327","affiliations":[{"raw_affiliation_string":"School of Computing ,  Skyline University College , P.O. Box 1797,  Sharjah ,  UAE , skylineuniversity.ac.ae","institution_ids":["https://openalex.org/I2799888298"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016321079","display_name":"Mohamed Hafez","orcid":"https://orcid.org/0000-0001-6537-4247"},"institutions":[{"id":"https://openalex.org/I12649496","display_name":"INTI International University","ror":"https://ror.org/03fj82m46","country_code":"MY","type":"education","lineage":["https://openalex.org/I12649496"]},{"id":"https://openalex.org/I181635417","display_name":"Shinawatra University","ror":"https://ror.org/02sr8jt85","country_code":"TH","type":"education","lineage":["https://openalex.org/I181635417"]},{"id":"https://openalex.org/I40798026","display_name":"Nilai University","ror":"https://ror.org/037zqsm37","country_code":"MY","type":"education","lineage":["https://openalex.org/I40798026"]}],"countries":["MY","TH"],"is_corresponding":false,"raw_author_name":"Mohamed A. Hafez","raw_affiliation_strings":["Department of Civil Engineering ,  Faculty of Engineering ,  FEQS ,  INTI-IU, Universi ,  Nilai ,  Malaysia","Faculty of Management ,  Shinawatra University ,  Pathum , Thani,  Thailand , siu.ac.th"],"raw_orcid":"https://orcid.org/0000-0001-6537-4247","affiliations":[{"raw_affiliation_string":"Department of Civil Engineering ,  Faculty of Engineering ,  FEQS ,  INTI-IU, Universi ,  Nilai ,  Malaysia","institution_ids":["https://openalex.org/I12649496","https://openalex.org/I40798026"]},{"raw_affiliation_string":"Faculty of Management ,  Shinawatra University ,  Pathum , Thani,  Thailand , siu.ac.th","institution_ids":["https://openalex.org/I181635417"]}]}],"institutions":[],"countries_distinct_count":6,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5041962112"],"corresponding_institution_ids":["https://openalex.org/I154632036","https://openalex.org/I29891158"],"apc_list":{"value":900,"currency":"USD","value_usd":900},"apc_paid":{"value":900,"currency":"USD","value_usd":900},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0992043,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2025","issue":"1","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":0.9988999962806702,"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":0.9988999962806702,"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":0.9975000023841858,"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/T12190","display_name":"Innovations in Concrete and Construction Materials","score":0.9915000200271606,"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/computer-science","display_name":"Computer science","score":0.8504993319511414},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5327090620994568},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5116901397705078}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8504993319511414},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5327090620994568},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5116901397705078}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/acis/9961816","is_oa":true,"landing_page_url":"https://doi.org/10.1155/acis/9961816","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/acis/9961816","source":{"id":"https://openalex.org/S30680879","display_name":"Applied Computational Intelligence and Soft Computing","issn_l":"1687-9724","issn":["1687-9724","1687-9732"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Computational Intelligence and Soft Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:2c1a8745e7a94e5280d7c9d46327f267","is_oa":true,"landing_page_url":"https://doaj.org/article/2c1a8745e7a94e5280d7c9d46327f267","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Applied Computational Intelligence and Soft Computing, Vol 2025 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/acis/9961816","is_oa":true,"landing_page_url":"https://doi.org/10.1155/acis/9961816","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/acis/9961816","source":{"id":"https://openalex.org/S30680879","display_name":"Applied Computational Intelligence and Soft Computing","issn_l":"1687-9724","issn":["1687-9724","1687-9732"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Computational Intelligence and Soft Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6426624848","display_name":null,"funder_award_id":"INTI-FEQS-01-06-20023","funder_id":"https://openalex.org/F4320328131","funder_display_name":"INTI International University and Colleges"}],"funders":[{"id":"https://openalex.org/F4320328131","display_name":"INTI International University and Colleges","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410561615.pdf","grobid_xml":"https://content.openalex.org/works/W4410561615.grobid-xml"},"referenced_works_count":59,"referenced_works":["https://openalex.org/W1989119078","https://openalex.org/W1999629848","https://openalex.org/W2007655366","https://openalex.org/W2295598076","https://openalex.org/W2522747841","https://openalex.org/W2606436201","https://openalex.org/W2794137295","https://openalex.org/W2801822775","https://openalex.org/W2911964244","https://openalex.org/W2976353133","https://openalex.org/W3043698154","https://openalex.org/W3090938765","https://openalex.org/W3127901926","https://openalex.org/W3175352502","https://openalex.org/W3209434414","https://openalex.org/W4200409353","https://openalex.org/W4256271404","https://openalex.org/W4308444453","https://openalex.org/W4308485011","https://openalex.org/W4309937228","https://openalex.org/W4313555233","https://openalex.org/W4382446755","https://openalex.org/W4382938540","https://openalex.org/W4385999830","https://openalex.org/W4386285873","https://openalex.org/W4386573967","https://openalex.org/W4386621315","https://openalex.org/W4387721623","https://openalex.org/W4388067808","https://openalex.org/W4388765296","https://openalex.org/W4389312274","https://openalex.org/W4389522763","https://openalex.org/W4390431286","https://openalex.org/W4391074501","https://openalex.org/W4391514104","https://openalex.org/W4391896027","https://openalex.org/W4391934303","https://openalex.org/W4392711072","https://openalex.org/W4392816270","https://openalex.org/W4392942776","https://openalex.org/W4393034548","https://openalex.org/W4393196039","https://openalex.org/W4394858391","https://openalex.org/W4396675731","https://openalex.org/W4397289396","https://openalex.org/W4398198472","https://openalex.org/W4398223882","https://openalex.org/W4398235612","https://openalex.org/W4399205443","https://openalex.org/W4399362542","https://openalex.org/W4399950741","https://openalex.org/W4400234709","https://openalex.org/W4400772015","https://openalex.org/W4401331684","https://openalex.org/W4401626234","https://openalex.org/W4401628315","https://openalex.org/W4402076895","https://openalex.org/W4404031978","https://openalex.org/W6906674468"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"The":[0,82,171],"focus":[1],"of":[2,9,15,19,41,100,111,123,136,173,195],"this":[3,58,174],"paper":[4,59],"is":[5],"on":[6,25,166],"the":[7,13,16,90,134,137,156,164,193],"use":[8],"machine":[10,75,184],"learning":[11,185],"for":[12,55,89,103,115,155],"prediction":[14],"strength":[17,94,105,117],"outcomes":[18],"basalt":[20],"fiber\u2010reinforced":[21],"concrete":[22,152],"(BFRC),":[23],"based":[24],"its":[26,160],"mechanical":[27],"properties.":[28],"These":[29],"target":[30],"properties":[31],"are":[32],"compressive,":[33],"flexural,":[34],"and":[35,46,77,113,162,198],"tensile":[36,116],"strengths,":[37],"estimated":[38],"with":[39,95,106,118],"knowledge":[40],"10":[42],"variables,":[43],"including":[44],"cement":[45],"aggregate":[47],"content,":[48],"among":[49,85],"other":[50],"fiber":[51],"characteristics.":[52],"Models":[53],"explored":[54],"regression":[56],"in":[57],"include":[60],"linear":[61],"regression,":[62],"K\u2010nearest":[63],"neighbors":[64],"(KNN),":[65],"random":[66],"forest":[67],"(RF),":[68],"XGBoost":[69,102],"(Extreme":[70],"Gradient":[71],"Boosting),":[72],"support":[73],"vector":[74],"(SVM),":[76],"artificial":[78],"neural":[79],"networks":[80],"(ANN).":[81],"highest":[83],"performance":[84],"these":[86],"was":[87,127],"observed":[88],"KNN":[91],"at":[92],"flexural":[93],"a":[96,107,119],"R":[97,108,120],"2":[98,109,121],"score":[99,110,122],"0.8737,":[101],"compressive":[104],"0.8963,":[112],"RF":[114],"0.9420.":[124],"Bayesian":[125],"optimization":[126],"employed":[128],"to":[129,132,148,158,177,187],"tune":[130],"hyperparameters":[131],"enhance":[133],"accuracy":[135],"model.":[138],"This":[139],"study":[140,175],"also":[141],"applied":[142],"Synthetic":[143],"Minority":[144],"Oversampling":[145],"Technique":[146],"(SMOTE)":[147],"generate":[149],"1000":[150],"synthetic":[151],"mix":[153],"designs":[154],"data":[157],"increase":[159],"diversity":[161],"allow":[163],"investigation":[165],"optimal":[167],"performances":[168],"regarding":[169],"strength.":[170],"findings":[172],"contribute":[176],"advancing":[178],"sustainable":[179],"manufacturing":[180],"practices":[181],"by":[182],"leveraging":[183],"techniques":[186],"optimize":[188],"material":[189],"properties,":[190],"thereby":[191],"supporting":[192],"development":[194],"resilient":[196],"infrastructure":[197],"enhancing":[199],"industrial":[200],"innovation.":[201]},"counts_by_year":[],"updated_date":"2026-06-14T06:11:07.267592","created_date":"2025-10-10T00:00:00"}