{"id":"https://openalex.org/W4409430201","doi":"https://doi.org/10.1016/j.cscm.2025.e04664","title":"Machine learning assisted design of low-carbon aluminosilicate cementitious composites with diverse raw materials and target mechanical strength","display_name":"Machine learning assisted design of low-carbon aluminosilicate cementitious composites with diverse raw materials and target mechanical strength","publication_year":2025,"publication_date":"2025-04-14","ids":{"openalex":"https://openalex.org/W4409430201","doi":"https://doi.org/10.1016/j.cscm.2025.e04664"},"language":"en","primary_location":{"id":"doi:10.1016/j.cscm.2025.e04664","doi":"https://doi.org/10.1016/j.cscm.2025.e04664","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.cscm.2025.e04664","pdf_url":null,"source":{"id":"https://openalex.org/S2764881959","display_name":"Case Studies in Construction Materials","issn_l":"2214-5095","issn":["2214-5095"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","norway-1","poland-100"],"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":"Case Studies in Construction Materials","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.cscm.2025.e04664","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077960403","display_name":"Jinyang Jiang","orcid":"https://orcid.org/0000-0002-0134-9373","observed_orcids":["https://orcid.org/0000-0002-0134-9373"]},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinyang Jiang","raw_affiliation_strings":["School of Materials Science and Engineering, Southeast University, Nanjing 211189, China","State Key Laboratory of Engineering Materials for Major Infrastructure, Southeast University, Nanjing 211189, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering, Southeast University, Nanjing 211189, China","institution_ids":["https://openalex.org/I76569877"]},{"raw_affiliation_string":"State Key Laboratory of Engineering Materials for Major Infrastructure, Southeast University, Nanjing 211189, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100330610","display_name":"Yi Liu","orcid":"https://orcid.org/0000-0003-1187-2667","observed_orcids":["https://orcid.org/0000-0003-1187-2667"]},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Liu","raw_affiliation_strings":["School of Materials Science and Engineering, Southeast University, Nanjing 211189, China","State Key Laboratory of Engineering Materials for Major Infrastructure, Southeast University, Nanjing 211189, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering, Southeast University, Nanjing 211189, China","institution_ids":["https://openalex.org/I76569877"]},{"raw_affiliation_string":"State Key Laboratory of Engineering Materials for Major Infrastructure, Southeast University, Nanjing 211189, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076128384","display_name":"Junlin Lin","orcid":"https://orcid.org/0000-0002-4086-6605","observed_orcids":["https://orcid.org/0000-0002-4086-6605","https://orcid.org/0000-0002-9860-689X"]},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Junlin Lin","raw_affiliation_strings":["School of Materials Science and Engineering, Southeast University, Nanjing 211189, China","State Key Laboratory of Engineering Materials for Major Infrastructure, Southeast University, Nanjing 211189, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering, Southeast University, Nanjing 211189, China","institution_ids":["https://openalex.org/I76569877"]},{"raw_affiliation_string":"State Key Laboratory of Engineering Materials for Major Infrastructure, Southeast University, Nanjing 211189, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100719205","display_name":"Tao Yang","orcid":"https://orcid.org/0000-0002-0043-5501","observed_orcids":["https://orcid.org/0000-0002-0043-5501"]},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Yang","raw_affiliation_strings":["School of Materials Science and Engineering, Southeast University, Nanjing 211189, China","State Key Laboratory of Engineering Materials for Major Infrastructure, Southeast University, Nanjing 211189, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering, Southeast University, Nanjing 211189, China","institution_ids":["https://openalex.org/I76569877"]},{"raw_affiliation_string":"State Key Laboratory of Engineering Materials for Major Infrastructure, Southeast University, Nanjing 211189, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101662892","display_name":"Fengjuan Wang","orcid":"https://orcid.org/0000-0002-4656-9855","observed_orcids":["https://orcid.org/0000-0002-4656-9855"]},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengjuan Wang","raw_affiliation_strings":["School of Materials Science and Engineering, Southeast University, Nanjing 211189, China","State Key Laboratory of Engineering Materials for Major Infrastructure, Southeast University, Nanjing 211189, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering, Southeast University, Nanjing 211189, China","institution_ids":["https://openalex.org/I76569877"]},{"raw_affiliation_string":"State Key Laboratory of Engineering Materials for Major Infrastructure, Southeast University, Nanjing 211189, China","institution_ids":["https://openalex.org/I76569877"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5076128384"],"corresponding_institution_ids":["https://openalex.org/I76569877"],"apc_list":{"value":2660,"currency":"USD","value_usd":2660},"apc_paid":{"value":2660,"currency":"USD","value_usd":2660},"fwci":1.4941,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.78863504,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"22","issue":null,"first_page":"e04664","last_page":"e04664"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10033","display_name":"Concrete and Cement Materials Research","score":0.9336000084877014,"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"}},"topics":[{"id":"https://openalex.org/T10033","display_name":"Concrete and Cement Materials Research","score":0.9336000084877014,"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/T11948","display_name":"Machine Learning in Materials Science","score":0.05939999967813492,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10687","display_name":"Innovative concrete reinforcement materials","score":0.0038999998942017555,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/low-carbon-cement","display_name":"low-carbon cement","score":0.8349999785423279},{"id":"https://openalex.org/keywords/supplementary-cementitious-materials","display_name":"supplementary cementitious materials","score":0.9729999899864197},{"id":"https://openalex.org/keywords/strength-prediction-model","display_name":"strength prediction model","score":0.6460000276565552},{"id":"https://openalex.org/keywords/reverse-design","display_name":"reverse design","score":0.6380000114440918},{"id":"https://openalex.org/keywords/carbon-emission-reduction","display_name":"carbon emission reduction","score":0.8299999833106995},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.42100000381469727},{"id":"https://openalex.org/keywords/model-interpretability","display_name":"model interpretability","score":0.628000020980835}],"concepts":[{"id":"https://openalex.org/C85704489","wikidata":"https://www.wikidata.org/wiki/Q429979","display_name":"Aluminosilicate","level":3,"score":0.8207980394363403},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.7518805861473083},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.7192453742027283},{"id":"https://openalex.org/C2779666059","wikidata":"https://www.wikidata.org/wiki/Q45190","display_name":"Cementitious","level":3,"score":0.6584539413452148},{"id":"https://openalex.org/C206139338","wikidata":"https://www.wikidata.org/wiki/Q192355","display_name":"Raw material","level":2,"score":0.5886972546577454},{"id":"https://openalex.org/C140205800","wikidata":"https://www.wikidata.org/wiki/Q5860","display_name":"Carbon fibers","level":3,"score":0.5454857349395752},{"id":"https://openalex.org/C2988076202","wikidata":"https://www.wikidata.org/wiki/Q240553","display_name":"Mechanical strength","level":2,"score":0.4292013347148895},{"id":"https://openalex.org/C523993062","wikidata":"https://www.wikidata.org/wiki/Q45190","display_name":"Cement","level":2,"score":0.1808977723121643},{"id":"https://openalex.org/C104779481","wikidata":"https://www.wikidata.org/wiki/Q50707","display_name":"Composite number","level":2,"score":0.1021956205368042},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C161790260","wikidata":"https://www.wikidata.org/wiki/Q82264","display_name":"Catalysis","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.cscm.2025.e04664","doi":"https://doi.org/10.1016/j.cscm.2025.e04664","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.cscm.2025.e04664","pdf_url":null,"source":{"id":"https://openalex.org/S2764881959","display_name":"Case Studies in Construction Materials","issn_l":"2214-5095","issn":["2214-5095"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","norway-1","poland-100"],"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":"Case Studies in Construction Materials","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9c4a6c4278954187ad48f658e5c8ff45","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/9c4a6c4278954187ad48f658e5c8ff45","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,"listed_in":[],"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":"Case Studies in Construction Materials, Vol 22, Iss , Pp e04664- (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1016/j.cscm.2025.e04664","doi":"https://doi.org/10.1016/j.cscm.2025.e04664","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.cscm.2025.e04664","pdf_url":null,"source":{"id":"https://openalex.org/S2764881959","display_name":"Case Studies in Construction Materials","issn_l":"2214-5095","issn":["2214-5095"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","norway-1","poland-100"],"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":"Case Studies in Construction Materials","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production","score":0.807699978351593},{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.7207000255584717},{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.5351999998092651}],"sustainable_development_goals_aurora":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4000000059604645}],"study_designs":[],"awards":[{"id":"https://openalex.org/G4513456443","display_name":null,"funder_award_id":"52293431","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324856","display_name":"Southeast University","ror":"https://ror.org/04ct4d772"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W60493759","https://openalex.org/W1974144787","https://openalex.org/W2051177990","https://openalex.org/W2058566138","https://openalex.org/W2077499877","https://openalex.org/W2142408182","https://openalex.org/W2145951497","https://openalex.org/W2346008302","https://openalex.org/W2559456653","https://openalex.org/W2756345397","https://openalex.org/W2769719797","https://openalex.org/W2794137295","https://openalex.org/W2794767223","https://openalex.org/W2808094323","https://openalex.org/W2892478878","https://openalex.org/W2950070595","https://openalex.org/W2954583508","https://openalex.org/W2985577382","https://openalex.org/W3010175947","https://openalex.org/W3040504812","https://openalex.org/W3105640742","https://openalex.org/W3208329165","https://openalex.org/W3215109731","https://openalex.org/W3216299319","https://openalex.org/W4207022764","https://openalex.org/W4224659694","https://openalex.org/W4229074660","https://openalex.org/W4281568702","https://openalex.org/W4283077289","https://openalex.org/W4285213604","https://openalex.org/W4285240134","https://openalex.org/W4289731976","https://openalex.org/W4310071911","https://openalex.org/W4318719501","https://openalex.org/W4322748314","https://openalex.org/W4323311479","https://openalex.org/W4361007767","https://openalex.org/W4383103027","https://openalex.org/W4386965662","https://openalex.org/W4388011928","https://openalex.org/W4390728011","https://openalex.org/W4391002138","https://openalex.org/W4391504074","https://openalex.org/W4392404623","https://openalex.org/W4393852469","https://openalex.org/W4396213683","https://openalex.org/W4396901926","https://openalex.org/W4399450812","https://openalex.org/W4400380442","https://openalex.org/W4400677010","https://openalex.org/W4402475937","https://openalex.org/W4404416516","https://openalex.org/W4404437094","https://openalex.org/W4405131111","https://openalex.org/W4405320437","https://openalex.org/W4406614817","https://openalex.org/W4406832705","https://openalex.org/W6745385230","https://openalex.org/W6906050073"],"related_works":["https://openalex.org/W2480796790","https://openalex.org/W3180964937","https://openalex.org/W2970208868","https://openalex.org/W3196510631","https://openalex.org/W2951270315","https://openalex.org/W2907886252","https://openalex.org/W2946704736","https://openalex.org/W2368307259","https://openalex.org/W1982163414","https://openalex.org/W3181710797"],"abstract_inverted_index":{"The":[0,82,191],"synergistic":[1],"design":[2,44,61,204],"of":[3,45,75,98,101,109,153,159,167,180,243],"cementitious":[4,46,66,93,123,181],"composites":[5,47,67,96,124,160,182],"with":[6,114,125,183,251],"low":[7,244],"carbon":[8,130,245],"emission":[9,131],"and":[10,42,129,187,201,213,233,238,246],"high":[11,247],"performance":[12,50],"has":[13],"been":[14,25],"the":[15,19,40,64,70,99,107,137,147,151,157,178,257],"continuous":[16],"pursuit":[17],"in":[18,39,78,146],"field.":[20],"Despite":[21],"great":[22],"efforts":[23],"have":[24],"drawn":[26],"for":[27,63,89,177,231],"decades":[28],"on":[29,69,120,136,156],"exploring":[30],"various":[31,154],"low-carbon":[32],"raw":[33,139,252],"materials,":[34],"there":[35],"remain":[36],"significant":[37],"challenges":[38],"universal":[41],"precise":[43],"satisfying":[48],"desired":[49],"without":[51],"abundant":[52],"trial-and-error.":[53],"This":[54,171],"study":[55],"proposes":[56],"a":[57,195,202],"machine":[58,168],"learning":[59,169],"assisted":[60],"framework":[62,193],"aluminosilicate":[65],"based":[68,135],"data":[71],"extracted":[72],"from":[73,217,256],"hundreds":[74],"relevant":[76],"literatures":[77],"recent":[79],"five":[80],"years.":[81],"well-trained":[83],"strength":[84,127,158,248],"prediction":[85,196],"model":[86,197,236],"is":[87,112,249],"applicable":[88,220],"almost":[90],"all":[91],"supplementary":[92],"materials":[94,140,186,253],"incorporated":[95],"regardless":[97],"diversity":[100],"material":[102,111,211],"origin,":[103],"as":[104,106],"long":[105],"proportion":[108],"each":[110],"provided":[113],"its":[115],"key":[116],"chemical":[117],"constituents.":[118],"Based":[119],"this,":[121],"several":[122],"target":[126],"value":[128],"are":[132,142,161,228],"successfully":[133],"designed":[134],"available":[138],"which":[141],"even":[143,254],"not":[144],"included":[145],"training":[148,232],"dataset.":[149,258],"Furthermore,":[150],"influences":[152],"factors":[155],"systematically":[162],"analyzed":[163],"through":[164],"detailed":[165],"interpretation":[166],"model.":[170],"research":[172],"provides":[173],"an":[174],"effective":[175],"alternative":[176],"development":[179],"diverse":[184,218],"calcium/silicon/aluminum-rich":[185],"multi-objective":[188],"performances.":[189],"\u2022":[190,208,224,240],"proposed":[192],"combines":[194],"(R\u00b2":[198],">":[199],"0.99)":[200],"reverse":[203],"strategy":[205],"(<5%":[206],"error).":[207],"Model":[209],"emphasizes":[210],"essence":[212],"eliminates":[214],"compatibility":[215],"issue":[216],"material,":[219],"to":[221],"most":[222],"SCMs.":[223],"Diverse":[225],"composite":[226],"datasets":[227],"used":[229],"separately":[230],"testing,":[234],"boosting":[235],"generalization":[237],"robustness.":[239],"Synergistic":[241],"optimization":[242],"achieved":[250],"absent":[255]},"counts_by_year":[{"year":2026,"cited_by_count":4}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2025-10-10T00:00:00"}
