{"id":"https://openalex.org/W7208822217","doi":"https://doi.org/10.1016/j.coco.2026.102932","title":"Predicting the compressive strength of supplementary cementitious materials with nano seeds using machine learning","display_name":"Predicting the compressive strength of supplementary cementitious materials with nano seeds using machine learning","publication_year":2026,"publication_date":"2026-09-05","ids":{"openalex":"https://openalex.org/W7208822217","doi":"https://doi.org/10.1016/j.coco.2026.102932"},"language":"en","primary_location":{"id":"doi:10.1016/j.coco.2026.102932","doi":"https://doi.org/10.1016/j.coco.2026.102932","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.coco.2026.102932","pdf_url":null,"source":{"id":"https://openalex.org/S2898189939","display_name":"Composites Communications","issn_l":"2452-2139","issn":["2452-2139"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","norway-1","poland-70","russia-white-list-1"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Composites Communications","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5121744500","display_name":"Yanxi Li","orcid":null,"observed_orcids":[]},"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":"Yanxi Li","raw_affiliation_strings":["College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121706338","display_name":"Xiao Dong Liu","orcid":"https://orcid.org/0000-0002-8660-9487","observed_orcids":["https://orcid.org/0000-0002-8660-9487"]},"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":true,"raw_author_name":"Xiao Liu","raw_affiliation_strings":["College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037176514","display_name":"Yanzhen Xiao","orcid":null,"observed_orcids":[]},"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":"Yanzhen Xiao","raw_affiliation_strings":["College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121740587","display_name":"Yizhou Zhu","orcid":null,"observed_orcids":[]},"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":"Yizhou Zhu","raw_affiliation_strings":["College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033748200","display_name":"Minghui Jiang","orcid":null,"observed_orcids":[]},"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":"Minghui Jiang","raw_affiliation_strings":["College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120966145","display_name":"Lei Lu","orcid":null,"observed_orcids":[]},"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":"Lei Lu","raw_affiliation_strings":["College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100342841","display_name":"Xinxin Li","orcid":"https://orcid.org/0000-0001-6760-0957","observed_orcids":["https://orcid.org/0000-0001-6760-0957"]},"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":"Xinxin Li","raw_affiliation_strings":["College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010159819","display_name":"Jianan Shi Mingli Guan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210094772","display_name":"Henan University of Engineering","ror":"https://ror.org/007wym039","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210094772"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianan Guan","raw_affiliation_strings":["College of Civil Engineering, Henan University of Engineering, Zhengzhou 451191, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Civil Engineering, Henan University of Engineering, Zhengzhou 451191, China","institution_ids":["https://openalex.org/I4210094772"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5150080393","display_name":"Jing Wang","orcid":null,"observed_orcids":[]},"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":"Jing Wang","raw_affiliation_strings":["College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102961866","display_name":"Qian Xu","orcid":"https://orcid.org/0009-0002-0261-8958","observed_orcids":["https://orcid.org/0009-0002-0261-8958"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qian Xu","raw_affiliation_strings":["China Testing & Certification International Group Co., Ltd, Beijing 100024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Testing & Certification International Group Co., Ltd, Beijing 100024, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112496509","display_name":"Chunlei Xia","orcid":"https://orcid.org/0000-0002-7879-917X","observed_orcids":["https://orcid.org/0000-0002-7879-917X"]},"institutions":[{"id":"https://openalex.org/I4210144889","display_name":"Beijing Municipal Engineering Design and Research Institute (China)","ror":"https://ror.org/03x92hw77","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210144889"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunlei Xia","raw_affiliation_strings":["Beijing Municipal Engineering Research Institute, Beijing 100037, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Municipal Engineering Research Institute, Beijing 100037, China","institution_ids":["https://openalex.org/I4210144889"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121748404","display_name":"Ziming Wang","orcid":null,"observed_orcids":[]},"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":"Ziming Wang","raw_affiliation_strings":["College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121733671","display_name":"Suping Cui","orcid":"https://orcid.org/0000-0002-9685-1154","observed_orcids":["https://orcid.org/0000-0002-9685-1154"]},"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":"Suping Cui","raw_affiliation_strings":["College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Materials Science and Engineering, State Key Laboratory of Materials Low-Carbon Recycling, Beijing University of Technology, Beijing 100124, China","institution_ids":["https://openalex.org/I37796252"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5121706338"],"corresponding_institution_ids":["https://openalex.org/I37796252"],"apc_list":{"value":4070,"currency":"USD","value_usd":4070},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"67","issue":null,"first_page":"102932","last_page":"102932"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10033","display_name":"Concrete and Cement Materials Research","score":0.9833999872207642,"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":0.9833999872207642,"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/T10687","display_name":"Innovative concrete reinforcement materials","score":0.005799999926239252,"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":0.002099999925121665,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/supplementary-cementitious-materials","display_name":"supplementary cementitious materials","score":0.9929999709129333},{"id":"https://openalex.org/keywords/early-compressive-strength","display_name":"early compressive strength","score":0.9520000219345093},{"id":"https://openalex.org/keywords/strength-prediction","display_name":"strength prediction","score":0.9520000219345093},{"id":"https://openalex.org/keywords/catboost","display_name":"CatBoost","score":0.8899999856948853},{"id":"https://openalex.org/keywords/shap-analysis","display_name":"SHAP analysis","score":0.9340000152587891},{"id":"https://openalex.org/keywords/fly-ash","display_name":"fly ash","score":0.6890000104904175},{"id":"https://openalex.org/keywords/slag","display_name":"slag","score":0.7850000262260437},{"id":"https://openalex.org/keywords/metakaolin","display_name":"metakaolin","score":0.9980000257492065},{"id":"https://openalex.org/keywords/solid-waste-utilization","display_name":"solid waste utilization","score":0.7229999899864197},{"id":"https://openalex.org/keywords/water-cement-ratio","display_name":"water-cement ratio","score":0.8270000219345093}],"concepts":[{"id":"https://openalex.org/C30407753","wikidata":"https://www.wikidata.org/wiki/Q186191","display_name":"Compressive strength","level":2,"score":0.847100019454956},{"id":"https://openalex.org/C126292034","wikidata":"https://www.wikidata.org/wiki/Q4291516","display_name":"Metakaolin","level":3,"score":0.8213000297546387},{"id":"https://openalex.org/C2779666059","wikidata":"https://www.wikidata.org/wiki/Q45190","display_name":"Cementitious","level":3,"score":0.7265999913215637},{"id":"https://openalex.org/C87343466","wikidata":"https://www.wikidata.org/wiki/Q236139","display_name":"Fly ash","level":2,"score":0.6492999792098999},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.5649999976158142},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5286999940872192},{"id":"https://openalex.org/C2780357685","wikidata":"https://www.wikidata.org/wiki/Q154357","display_name":"Nano-","level":2,"score":0.5054000020027161},{"id":"https://openalex.org/C128990827","wikidata":"https://www.wikidata.org/wiki/Q192830","display_name":"Coefficient of determination","level":2,"score":0.4447000026702881},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.43220001459121704},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.39629998803138733},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34599998593330383},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.33880001306533813},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.29440000653266907},{"id":"https://openalex.org/C2780092901","wikidata":"https://www.wikidata.org/wiki/Q3433612","display_name":"Correlation coefficient","level":2,"score":0.2919999957084656},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.28700000047683716},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2831000089645386},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.27140000462532043},{"id":"https://openalex.org/C2988076202","wikidata":"https://www.wikidata.org/wiki/Q240553","display_name":"Mechanical strength","level":2,"score":0.2660999894142151},{"id":"https://openalex.org/C159048435","wikidata":"https://www.wikidata.org/wiki/Q17105783","display_name":"Slag (welding)","level":2,"score":0.26589998602867126},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.2653999924659729}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.coco.2026.102932","doi":"https://doi.org/10.1016/j.coco.2026.102932","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.coco.2026.102932","pdf_url":null,"source":{"id":"https://openalex.org/S2898189939","display_name":"Composites Communications","issn_l":"2452-2139","issn":["2452-2139"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","norway-1","poland-70","russia-white-list-1"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Composites Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5378999710083008,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G4685784376","display_name":null,"funder_award_id":"52372020","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W1678356000","https://openalex.org/W1965827965","https://openalex.org/W1994422386","https://openalex.org/W2048271631","https://openalex.org/W2066515955","https://openalex.org/W2171308009","https://openalex.org/W2221387818","https://openalex.org/W2255129174","https://openalex.org/W2581214360","https://openalex.org/W2594862616","https://openalex.org/W2756159729","https://openalex.org/W2790675377","https://openalex.org/W2801388691","https://openalex.org/W2912435365","https://openalex.org/W2917355953","https://openalex.org/W2925700532","https://openalex.org/W2964938350","https://openalex.org/W2976353133","https://openalex.org/W2977280727","https://openalex.org/W2987201163","https://openalex.org/W2991848481","https://openalex.org/W2996512931","https://openalex.org/W3009211770","https://openalex.org/W3010741090","https://openalex.org/W3114424442","https://openalex.org/W3116979233","https://openalex.org/W3122111495","https://openalex.org/W3135399522","https://openalex.org/W3135734308","https://openalex.org/W3201867792","https://openalex.org/W3204631755","https://openalex.org/W4220720107","https://openalex.org/W4221031004","https://openalex.org/W4281859794","https://openalex.org/W4306754169","https://openalex.org/W4306897144","https://openalex.org/W4312207714","https://openalex.org/W4313241593","https://openalex.org/W4378223050","https://openalex.org/W4378554632","https://openalex.org/W4380319945","https://openalex.org/W4383163864","https://openalex.org/W4385899957","https://openalex.org/W4390097171","https://openalex.org/W4390699326","https://openalex.org/W4394590090","https://openalex.org/W4394789305","https://openalex.org/W4398138279","https://openalex.org/W4399702177","https://openalex.org/W4401587243","https://openalex.org/W4403010354","https://openalex.org/W4404572756","https://openalex.org/W4405212297","https://openalex.org/W4406240470","https://openalex.org/W4406859420","https://openalex.org/W4407850292","https://openalex.org/W4409533296","https://openalex.org/W4410557945","https://openalex.org/W4410618042","https://openalex.org/W4411541075","https://openalex.org/W4412158185"],"related_works":["https://openalex.org/W4387410843","https://openalex.org/W4289711664","https://openalex.org/W7140294335","https://openalex.org/W4221030567","https://openalex.org/W7164898136","https://openalex.org/W7108368952","https://openalex.org/W7169585138","https://openalex.org/W4413910771","https://openalex.org/W4402667980","https://openalex.org/W7204273022"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2026-09-06T00:00:00"}