{"id":"https://openalex.org/W4410199152","doi":"https://doi.org/10.1016/j.mtcomm.2025.112747","title":"A hierarchical HGBT-based machine learning framework for predicting the power conversion efficiency of perovskite solar cells","display_name":"A hierarchical HGBT-based machine learning framework for predicting the power conversion efficiency of perovskite solar cells","publication_year":2025,"publication_date":"2025-05-08","ids":{"openalex":"https://openalex.org/W4410199152","doi":"https://doi.org/10.1016/j.mtcomm.2025.112747"},"language":"en","primary_location":{"id":"doi:10.1016/j.mtcomm.2025.112747","doi":"https://doi.org/10.1016/j.mtcomm.2025.112747","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.mtcomm.2025.112747","pdf_url":null,"source":{"id":"https://openalex.org/S2765035490","display_name":"Materials Today Communications","issn_l":"2352-4928","issn":["2352-4928"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-70","russia-white-list-2"],"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":"Materials Today Communications","raw_type":"journal-article"},"volume":null,"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/A5117479021","display_name":"Jiayi Ping","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I23632641","display_name":"Shanghai University of Electric Power","ror":"https://ror.org/02w4tny03","country_code":"CN","type":"education","lineage":["https://openalex.org/I23632641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayi Ping","raw_affiliation_strings":["College of Mathematics and Physics, Shanghai University of Electric Power, Shanghai 200090, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mathematics and Physics, Shanghai University of Electric Power, Shanghai 200090, China","institution_ids":["https://openalex.org/I23632641"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Pei Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I23632641","display_name":"Shanghai University of Electric Power","ror":"https://ror.org/02w4tny03","country_code":"CN","type":"education","lineage":["https://openalex.org/I23632641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pei Wang","raw_affiliation_strings":["College of Mathematics and Physics, Shanghai University of Electric Power, Shanghai 200090, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mathematics and Physics, Shanghai University of Electric Power, Shanghai 200090, China","institution_ids":["https://openalex.org/I23632641"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Bowen Liu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I23632641","display_name":"Shanghai University of Electric Power","ror":"https://ror.org/02w4tny03","country_code":"CN","type":"education","lineage":["https://openalex.org/I23632641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bowen Liu","raw_affiliation_strings":["College of Mathematics and Physics, Shanghai University of Electric Power, Shanghai 200090, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mathematics and Physics, Shanghai University of Electric Power, Shanghai 200090, China","institution_ids":["https://openalex.org/I23632641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074638080","display_name":"Hairui Zhou","orcid":"https://orcid.org/0000-0001-8818-7508","observed_orcids":["https://orcid.org/0000-0001-8818-7508"]},"institutions":[{"id":"https://openalex.org/I23632641","display_name":"Shanghai University of Electric Power","ror":"https://ror.org/02w4tny03","country_code":"CN","type":"education","lineage":["https://openalex.org/I23632641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hairui Zhou","raw_affiliation_strings":["College of Mathematics and Physics, Shanghai University of Electric Power, Shanghai 200090, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mathematics and Physics, Shanghai University of Electric Power, Shanghai 200090, China","institution_ids":["https://openalex.org/I23632641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101424550","display_name":"Yuanhua Li","orcid":"https://orcid.org/0000-0002-1546-2940","observed_orcids":["https://orcid.org/0000-0002-1546-2940"]},"institutions":[{"id":"https://openalex.org/I23632641","display_name":"Shanghai University of Electric Power","ror":"https://ror.org/02w4tny03","country_code":"CN","type":"education","lineage":["https://openalex.org/I23632641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuanhua Li","raw_affiliation_strings":["College of Mathematics and Physics, Shanghai University of Electric Power, Shanghai 200090, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mathematics and Physics, Shanghai University of Electric Power, Shanghai 200090, China","institution_ids":["https://openalex.org/I23632641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047815001","display_name":"Jia Horng Lin","orcid":"https://orcid.org/0000-0002-0668-6475","observed_orcids":["https://orcid.org/0000-0002-0668-6475"]},"institutions":[{"id":"https://openalex.org/I23632641","display_name":"Shanghai University of Electric Power","ror":"https://ror.org/02w4tny03","country_code":"CN","type":"education","lineage":["https://openalex.org/I23632641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jia Lin","raw_affiliation_strings":["College of Mathematics and Physics, Shanghai University of Electric Power, Shanghai 200090, China"],"raw_orcid":"https://orcid.org/0000-0002-0668-6475","affiliations":[{"raw_affiliation_string":"College of Mathematics and Physics, Shanghai University of Electric Power, Shanghai 200090, China","institution_ids":["https://openalex.org/I23632641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5047815001","https://openalex.org/A5101424550"],"corresponding_institution_ids":["https://openalex.org/I23632641"],"apc_list":{"value":2830,"currency":"USD","value_usd":2830},"apc_paid":null,"fwci":0.6013,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.56005904,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"46","issue":null,"first_page":"112747","last_page":"112747"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9053000211715698,"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"}},"topics":[{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9053000211715698,"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/T10247","display_name":"Perovskite Materials and Applications","score":0.09120000153779984,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T12535","display_name":"Machine Learning and Data Classification","score":0.00019999999494757503,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/perovskite-solar-cells","display_name":"perovskite solar cells","score":1.0},{"id":"https://openalex.org/keywords/power-conversion-efficiency-prediction","display_name":"power conversion efficiency prediction","score":0.9929999709129333},{"id":"https://openalex.org/keywords/k-means-clustering","display_name":"K-means clustering","score":0.8700000047683716},{"id":"https://openalex.org/keywords/explainable-machine-learning","display_name":"explainable machine learning","score":0.8830000162124634},{"id":"https://openalex.org/keywords/materials-screening","display_name":"materials screening","score":0.8180000185966492},{"id":"https://openalex.org/keywords/device-optimization","display_name":"device optimization","score":0.578000009059906},{"id":"https://openalex.org/keywords/feature-heterogeneity","display_name":"feature heterogeneity","score":0.7879999876022339}],"concepts":[{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.8867628574371338},{"id":"https://openalex.org/C155011858","wikidata":"https://www.wikidata.org/wiki/Q3036449","display_name":"Perovskite (structure)","level":2,"score":0.6784080862998962},{"id":"https://openalex.org/C206991015","wikidata":"https://www.wikidata.org/wiki/Q192704","display_name":"Energy conversion efficiency","level":2,"score":0.6291675567626953},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.4563780725002289},{"id":"https://openalex.org/C49040817","wikidata":"https://www.wikidata.org/wiki/Q193091","display_name":"Optoelectronics","level":1,"score":0.2336237132549286},{"id":"https://openalex.org/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.21452778577804565},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.09109234809875488},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.mtcomm.2025.112747","doi":"https://doi.org/10.1016/j.mtcomm.2025.112747","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.mtcomm.2025.112747","pdf_url":null,"source":{"id":"https://openalex.org/S2765035490","display_name":"Materials Today Communications","issn_l":"2352-4928","issn":["2352-4928"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-70","russia-white-list-2"],"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":"Materials Today Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.9853000044822693,"id":"https://metadata.un.org/sdg/7"},{"display_name":"Industry, innovation and infrastructure","score":0.5378999710083008,"id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G2758674866","display_name":null,"funder_award_id":"62475145","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4204973843","display_name":null,"funder_award_id":"22SG51","funder_id":"https://openalex.org/F4320336620","funder_display_name":"Shanghai Shuguang Program"},{"id":"https://openalex.org/G6337012273","display_name":null,"funder_award_id":"24SG53","funder_id":"https://openalex.org/F4320336620","funder_display_name":"Shanghai Shuguang Program"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321881","display_name":"Shanghai Municipal Education Commission","ror":"https://ror.org/05tewj457"},{"id":"https://openalex.org/F4320336620","display_name":"Shanghai Shuguang Program","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1998343415","https://openalex.org/W2033191340","https://openalex.org/W2057327293","https://openalex.org/W2105457180","https://openalex.org/W2140405352","https://openalex.org/W2143338675","https://openalex.org/W2149706766","https://openalex.org/W2295598076","https://openalex.org/W2342831537","https://openalex.org/W2396736005","https://openalex.org/W2403749440","https://openalex.org/W2464725281","https://openalex.org/W2512549170","https://openalex.org/W2522833408","https://openalex.org/W2781985196","https://openalex.org/W2792814717","https://openalex.org/W2884430236","https://openalex.org/W2891146712","https://openalex.org/W2903950532","https://openalex.org/W2911964244","https://openalex.org/W2932881901","https://openalex.org/W2954378368","https://openalex.org/W3005897128","https://openalex.org/W3006483133","https://openalex.org/W3045599769","https://openalex.org/W3139236016","https://openalex.org/W4200394152","https://openalex.org/W4205508283","https://openalex.org/W4318485319","https://openalex.org/W4393969770","https://openalex.org/W4396967500","https://openalex.org/W4404578015","https://openalex.org/W4405306572","https://openalex.org/W4408329303"],"related_works":["https://openalex.org/W4393969770","https://openalex.org/W4385244129","https://openalex.org/W4392884055","https://openalex.org/W7164408531","https://openalex.org/W4408478818","https://openalex.org/W4412436777","https://openalex.org/W4386697212","https://openalex.org/W7152554415","https://openalex.org/W4410735746","https://openalex.org/W4387039953"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2025-05-09T00:00:00"}