{"id":"https://openalex.org/W4402541096","doi":"https://doi.org/10.1061/jccee5.cpeng-6064","title":"Prediction of the Sulfate Attack Resistance of Concrete Based on Machine-Learning Algorithms","display_name":"Prediction of the Sulfate Attack Resistance of Concrete Based on Machine-Learning Algorithms","publication_year":2024,"publication_date":"2024-09-14","ids":{"openalex":"https://openalex.org/W4402541096","doi":"https://doi.org/10.1061/jccee5.cpeng-6064"},"language":"en","primary_location":{"id":"doi:10.1061/jccee5.cpeng-6064","is_oa":false,"landing_page_url":"https://doi.org/10.1061/jccee5.cpeng-6064","pdf_url":null,"source":{"id":"https://openalex.org/S176637136","display_name":"Journal of Computing in Civil Engineering","issn_l":"0887-3801","issn":["0887-3801","1943-5487"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Civil Engineering","raw_type":"journal-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/A5108058477","display_name":"Yue Li","orcid":"https://orcid.org/0000-0001-5808-6095"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Li","raw_affiliation_strings":["Professor, College of Architecture and Civil Engineering, Beijing Univ. of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Professor, College of Architecture and Civil Engineering, Beijing Univ. of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, PR China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071580154","display_name":"Junjie Shi","orcid":"https://orcid.org/0009-0001-3188-1029"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junjie Shi","raw_affiliation_strings":["Master\u2019s Student, College of Architecture and Civil Engineering, Beijing Univ. of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, PR China (corresponding author). ORCID: "],"raw_orcid":"https://orcid.org/0009-0001-3188-1029","affiliations":[{"raw_affiliation_string":"Master\u2019s Student, College of Architecture and Civil Engineering, Beijing Univ. of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, PR China (corresponding author). ORCID: ","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101962583","display_name":"Jiale Shen","orcid":"https://orcid.org/0009-0005-7427-6995"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiale Shen","raw_affiliation_strings":["Ph.D. Student, College of Architecture and Civil Engineering, Beijing Univ. of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ph.D. Student, College of Architecture and Civil Engineering, Beijing Univ. of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, PR China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104263760","display_name":"Kaikai Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaikai Jin","raw_affiliation_strings":["Master\u2019s Student, College of Architecture and Civil Engineering, Beijing Univ. of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Master\u2019s Student, College of Architecture and Civil Engineering, Beijing Univ. of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, PR China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101181216","display_name":"Mengtian Fan","orcid":null},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengtian Fan","raw_affiliation_strings":["Master\u2019s Student, College of Architecture and Civil Engineering, Beijing Univ. of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Master\u2019s Student, College of Architecture and Civil Engineering, Beijing Univ. of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, PR China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077491379","display_name":"Xiaolong Liu","orcid":"https://orcid.org/0000-0003-4027-0235"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaolong Liu","raw_affiliation_strings":["Master\u2019s Student, College of Architecture and Civil Engineering, Beijing Univ. of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Master\u2019s Student, College of Architecture and Civil Engineering, Beijing Univ. of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, PR China","institution_ids":["https://openalex.org/I37796252"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9197,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.72009183,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"38","issue":"6","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10033","display_name":"Concrete and Cement Materials Research","score":0.97079998254776,"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":0.97079998254776,"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9642000198364258,"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/T11847","display_name":"Recycled Aggregate Concrete Performance","score":0.9559999704360962,"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":0.4711783230304718},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.46261483430862427},{"id":"https://openalex.org/keywords/resistance","display_name":"Resistance (ecology)","score":0.43924790620803833},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4144331216812134},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.39369162917137146},{"id":"https://openalex.org/keywords/forensic-engineering","display_name":"Forensic engineering","score":0.3689764142036438},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35658448934555054},{"id":"https://openalex.org/keywords/civil-engineering","display_name":"Civil engineering","score":0.3350444436073303}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4711783230304718},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.46261483430862427},{"id":"https://openalex.org/C57473165","wikidata":"https://www.wikidata.org/wiki/Q7315604","display_name":"Resistance (ecology)","level":2,"score":0.43924790620803833},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4144331216812134},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.39369162917137146},{"id":"https://openalex.org/C77595967","wikidata":"https://www.wikidata.org/wiki/Q3151013","display_name":"Forensic engineering","level":1,"score":0.3689764142036438},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35658448934555054},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.3350444436073303},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1061/jccee5.cpeng-6064","is_oa":false,"landing_page_url":"https://doi.org/10.1061/jccee5.cpeng-6064","pdf_url":null,"source":{"id":"https://openalex.org/S176637136","display_name":"Journal of Computing in Civil Engineering","issn_l":"0887-3801","issn":["0887-3801","1943-5487"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Civil Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4399999976158142,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1733903446","https://openalex.org/W1873830667","https://openalex.org/W2040179532","https://openalex.org/W2053251620","https://openalex.org/W2064033453","https://openalex.org/W2091833116","https://openalex.org/W2143016758","https://openalex.org/W2407582600","https://openalex.org/W2491044147","https://openalex.org/W2562344493","https://openalex.org/W2604621847","https://openalex.org/W2805417658","https://openalex.org/W2807042118","https://openalex.org/W2896174789","https://openalex.org/W2901303939","https://openalex.org/W2912854473","https://openalex.org/W2971020541","https://openalex.org/W2999919024","https://openalex.org/W3012481198","https://openalex.org/W3046794234","https://openalex.org/W3085435608","https://openalex.org/W3160674936","https://openalex.org/W3172468747","https://openalex.org/W3185130215","https://openalex.org/W3187025767","https://openalex.org/W3204034666","https://openalex.org/W4200164956","https://openalex.org/W4206020538","https://openalex.org/W4220838972","https://openalex.org/W4224882397","https://openalex.org/W4226120898","https://openalex.org/W4234488969","https://openalex.org/W4294884146","https://openalex.org/W4296312124","https://openalex.org/W4308297853","https://openalex.org/W4309568724","https://openalex.org/W4387859430"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2053286651","https://openalex.org/W2181743346","https://openalex.org/W2187401768","https://openalex.org/W2181413294","https://openalex.org/W2989452537","https://openalex.org/W2052122378","https://openalex.org/W2544423928","https://openalex.org/W2062023542"],"abstract_inverted_index":{"The":[0,132],"thorough":[1],"investigation":[2],"into":[3],"the":[4,29,73,78,82,86,92,114,128,136,147,160,163,177,185,190,195,204],"evolution":[5],"of":[6,33,37,72,95,138,165,187],"concrete":[7,38],"performance":[8],"under":[9],"sulfate":[10,34],"attack":[11,35],"environments":[12],"holds":[13],"significant":[14,210],"importance":[15,106],"for":[16,28,113],"engineering":[17],"applications":[18],"in":[19],"specific":[20],"conditions.":[21],"In":[22],"this":[23],"paper,":[24],"a":[25,120],"prediction":[26,94],"model":[27,79],"two":[30,115,129],"evaluation":[31],"indexes":[32],"resistance":[36,44],"(SARC),":[39],"namely":[40],"compressive":[41],"strength":[42],"corrosion":[43],"coefficient":[45],"and":[46,65,90,107,119,142,154,172,193],"mass":[47],"loss":[48],"rate,":[49],"is":[50],"established":[51],"based":[52,80,126],"on":[53,81,127],"four":[54],"machine-learning":[55],"algorithms:":[56],"Support":[57],"Vector":[58],"Regression,":[59,62],"Random":[60],"Forest":[61],"Gradient":[63,67],"Boosting,":[64],"Extreme":[66],"Boosting":[68],"(XGB).":[69],"A":[70],"comparison":[71],"various":[74],"performances":[75],"showed":[76],"that":[77,135],"XGB":[83,116],"algorithm":[84],"had":[85],"strongest":[87],"generalization":[88],"ability":[89],"offered":[91],"best":[93],"SARC":[96],"(K":[97],"test":[98,102],"set":[99,103],"R2=0.963,":[100],"MLR":[101],"R2=0.903).":[104],"Feature":[105],"partial":[108],"correlation":[109],"analyses":[110],"were":[111],"performed":[112],"models":[117],"separately,":[118],"graphical":[121],"user":[122],"interface":[123],"was":[124],"designed":[125],"predictive":[130],"models.":[131],"results":[133],"reveal":[134],"number":[137,164],"cycles,":[139,166],"water-binder":[140,169,191],"ratio,":[141,170,192],"cement":[143],"content":[144,157,198],"significantly":[145],"influence":[146],"SARC.":[148,161,178],"Moderately":[149],"increasing":[150,184,194],"cement,":[151,188],"fly":[152,196],"ash,":[153],"coarse":[155],"aggregate":[156],"can":[158,199],"enhance":[159],"Increasing":[162],"drying":[167],"time,":[168],"sand,":[171],"solution":[173],"concentration":[174],"will":[175],"reduce":[176],"Therefore,":[179],"measures":[180],"such":[181],"as":[182],"moderately":[183],"amount":[186],"reducing":[189],"ash":[197],"be":[200],"increased":[201],"to":[202],"improve":[203],"SARC,":[205],"but":[206],"overuse":[207],"has":[208],"no":[209],"effect.":[211]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
