{"id":"https://openalex.org/W4404281436","doi":"https://doi.org/10.1016/j.ijhydene.2024.11.127","title":"A deep learning method based on CNN-BiGRU and attention mechanism for proton exchange membrane fuel cell performance degradation prediction","display_name":"A deep learning method based on CNN-BiGRU and attention mechanism for proton exchange membrane fuel cell performance degradation prediction","publication_year":2024,"publication_date":"2024-11-12","ids":{"openalex":"https://openalex.org/W4404281436","doi":"https://doi.org/10.1016/j.ijhydene.2024.11.127"},"language":"en","primary_location":{"id":"doi:10.1016/j.ijhydene.2024.11.127","doi":"https://doi.org/10.1016/j.ijhydene.2024.11.127","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ijhydene.2024.11.127","pdf_url":null,"source":{"id":"https://openalex.org/S48860480","display_name":"International Journal of Hydrogen Energy","issn_l":"0360-3199","issn":["0360-3199","1879-3487"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","jufo-1","ki-jl-1","norway-1","poland-140","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":"International Journal of Hydrogen Energy","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/A5086127472","display_name":"Jiaming Zhou","orcid":"https://orcid.org/0000-0002-9298-4347","observed_orcids":["https://orcid.org/0000-0002-9298-4347"]},"institutions":[{"id":"https://openalex.org/I4210136047","display_name":"Weifang University of Science and Technology","ror":"https://ror.org/04ha2bb10","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136047"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaming Zhou","raw_affiliation_strings":["School of Intelligent Manufacturing, Weifang University of Science and Technology, Weifang, 262700, China"],"raw_orcid":"https://orcid.org/0000-0002-9298-4347","affiliations":[{"raw_affiliation_string":"School of Intelligent Manufacturing, Weifang University of Science and Technology, Weifang, 262700, China","institution_ids":["https://openalex.org/I4210136047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079841844","display_name":"Xing Ping Shu","orcid":"https://orcid.org/0009-0008-6310-1315","observed_orcids":["https://orcid.org/0009-0008-6310-1315"]},"institutions":[{"id":"https://openalex.org/I4210099312","display_name":"Shandong Jiaotong University","ror":"https://ror.org/01848hk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210099312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xing Shu","raw_affiliation_strings":["School of Automotive Engineering, Shandong Jiaotong University, Jinan, 250357, China"],"raw_orcid":"https://orcid.org/0009-0008-6310-1315","affiliations":[{"raw_affiliation_string":"School of Automotive Engineering, Shandong Jiaotong University, Jinan, 250357, China","institution_ids":["https://openalex.org/I4210099312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100666327","display_name":"Jinming Zhang","orcid":"https://orcid.org/0009-0008-5483-8876","observed_orcids":["https://orcid.org/0009-0008-5483-8876"]},"institutions":[{"id":"https://openalex.org/I4210136047","display_name":"Weifang University of Science and Technology","ror":"https://ror.org/04ha2bb10","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136047"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinming Zhang","raw_affiliation_strings":["School of Intelligent Manufacturing, Weifang University of Science and Technology, Weifang, 262700, China"],"raw_orcid":"https://orcid.org/0009-0008-5483-8876","affiliations":[{"raw_affiliation_string":"School of Intelligent Manufacturing, Weifang University of Science and Technology, Weifang, 262700, China","institution_ids":["https://openalex.org/I4210136047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013139538","display_name":"Fengyan Yi","orcid":"https://orcid.org/0000-0003-1053-0550","observed_orcids":["https://orcid.org/0000-0003-1053-0550"]},"institutions":[{"id":"https://openalex.org/I4210099312","display_name":"Shandong Jiaotong University","ror":"https://ror.org/01848hk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210099312"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fengyan Yi","raw_affiliation_strings":["School of Automotive Engineering, Shandong Jiaotong University, Jinan, 250357, China"],"raw_orcid":"https://orcid.org/0000-0003-1053-0550","affiliations":[{"raw_affiliation_string":"School of Automotive Engineering, Shandong Jiaotong University, Jinan, 250357, China","institution_ids":["https://openalex.org/I4210099312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023101061","display_name":"Chunchun Jia","orcid":"https://orcid.org/0000-0001-7899-1084","observed_orcids":["https://orcid.org/0000-0001-7899-1084"]},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chunchun Jia","raw_affiliation_strings":["School of Mechanical Engineering, Beijing Institute of Technology, Beijing, 100081, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Beijing Institute of Technology, Beijing, 100081, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013685768","display_name":"Caizhi Zhang","orcid":"https://orcid.org/0000-0002-2060-4245","observed_orcids":["https://orcid.org/0000-0002-2060-4245","https://orcid.org/0000-0002-9011-5746","https://orcid.org/0000-0002-0794-3349"]},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]},{"id":"https://openalex.org/I4210136047","display_name":"Weifang University of Science and Technology","ror":"https://ror.org/04ha2bb10","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136047"]},{"id":"https://openalex.org/I4391768226","display_name":"State Key Laboratory of Mechanical Transmission","ror":"https://ror.org/054scg060","country_code":"CN","type":"facility","lineage":["https://openalex.org/I158842170","https://openalex.org/I4391768226"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Caizhi Zhang","raw_affiliation_strings":["School of Automotive Engineering, The State Key Laboratory of Mechanical Transmissions, Chongqing Automotive Collaborative Innovation Centre, Chongqing University, Chongqing, 400044, China","School of Intelligent Manufacturing, Weifang University of Science and Technology, Weifang, 262700, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automotive Engineering, The State Key Laboratory of Mechanical Transmissions, Chongqing Automotive Collaborative Innovation Centre, Chongqing University, Chongqing, 400044, China","institution_ids":["https://openalex.org/I158842170","https://openalex.org/I4391768226"]},{"raw_affiliation_string":"School of Intelligent Manufacturing, Weifang University of Science and Technology, Weifang, 262700, China","institution_ids":["https://openalex.org/I4210136047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100517854","display_name":"Xianghao Kong","orcid":"https://orcid.org/0009-0009-4668-7825","observed_orcids":["https://orcid.org/0009-0009-4668-7825"]},"institutions":[{"id":"https://openalex.org/I4210136047","display_name":"Weifang University of Science and Technology","ror":"https://ror.org/04ha2bb10","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136047"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianghao Kong","raw_affiliation_strings":["School of Intelligent Manufacturing, Weifang University of Science and Technology, Weifang, 262700, China"],"raw_orcid":"https://orcid.org/0009-0009-4668-7825","affiliations":[{"raw_affiliation_string":"School of Intelligent Manufacturing, Weifang University of Science and Technology, Weifang, 262700, China","institution_ids":["https://openalex.org/I4210136047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100684148","display_name":"Junling Zhang","orcid":"https://orcid.org/0000-0002-3748-3531","observed_orcids":["https://orcid.org/0000-0002-3748-3531"]},"institutions":[{"id":"https://openalex.org/I4210136047","display_name":"Weifang University of Science and Technology","ror":"https://ror.org/04ha2bb10","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136047"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junling Zhang","raw_affiliation_strings":["School of Intelligent Manufacturing, Weifang University of Science and Technology, Weifang, 262700, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Intelligent Manufacturing, Weifang University of Science and Technology, Weifang, 262700, China","institution_ids":["https://openalex.org/I4210136047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017523037","display_name":"Guangping Wu","orcid":"https://orcid.org/0000-0003-3703-2228","observed_orcids":["https://orcid.org/0000-0003-3703-2228"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Guangping Wu","raw_affiliation_strings":["Zhongtong Bus Co.,LTD, Liaocheng, 252000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhongtong Bus Co.,LTD, Liaocheng, 252000, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5013139538","https://openalex.org/A5023101061"],"corresponding_institution_ids":["https://openalex.org/I125839683","https://openalex.org/I4210099312"],"apc_list":{"value":3400,"currency":"USD","value_usd":3400},"apc_paid":null,"fwci":11.8975,"has_fulltext":false,"cited_by_count":125,"citation_normalized_percentile":{"value":0.99480117,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":100},"biblio":{"volume":"94","issue":null,"first_page":"394","last_page":"405"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10409","display_name":"Fuel Cells and Related Materials","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T10409","display_name":"Fuel Cells and Related Materials","score":0.9990000128746033,"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/T10808","display_name":"Electric and Hybrid Vehicle Technologies","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10030","display_name":"Electrocatalysts for Energy Conversion","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/proton-exchange-membrane-fuel-cells","display_name":"proton exchange membrane fuel cells","score":0.8999999761581421},{"id":"https://openalex.org/keywords/performance-degradation-prediction","display_name":"performance degradation prediction","score":0.9639999866485596},{"id":"https://openalex.org/keywords/fuel-cell-durability","display_name":"fuel cell durability","score":0.8399999737739563},{"id":"https://openalex.org/keywords/bidirectional-gated-recurrent-unit","display_name":"bidirectional gated recurrent unit","score":0.9350000023841858},{"id":"https://openalex.org/keywords/attention-mechanism","display_name":"attention mechanism","score":0.9940000176429749},{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.8230000138282776},{"id":"https://openalex.org/keywords/steady-state-operation","display_name":"steady-state operation","score":0.8519999980926514},{"id":"https://openalex.org/keywords/long-term-operation","display_name":"long-term operation","score":0.48399999737739563}],"concepts":[{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.749793529510498},{"id":"https://openalex.org/C132319479","wikidata":"https://www.wikidata.org/wiki/Q899619","display_name":"Proton exchange membrane fuel cell","level":3,"score":0.7207104563713074},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5325720906257629},{"id":"https://openalex.org/C41625074","wikidata":"https://www.wikidata.org/wiki/Q176088","display_name":"Membrane","level":2,"score":0.5115300416946411},{"id":"https://openalex.org/C54516573","wikidata":"https://www.wikidata.org/wiki/Q2294","display_name":"Proton","level":2,"score":0.48136550188064575},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.476498544216156},{"id":"https://openalex.org/C2987658370","wikidata":"https://www.wikidata.org/wiki/Q180253","display_name":"Fuel cells","level":2,"score":0.45142239332199097},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4159581661224365},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.4035588502883911},{"id":"https://openalex.org/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.3876950740814209},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.374381422996521},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.37384167313575745},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3718293309211731},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.36270397901535034},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.3502536118030548},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.169170081615448},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12764114141464233},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08542436361312866},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.ijhydene.2024.11.127","doi":"https://doi.org/10.1016/j.ijhydene.2024.11.127","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ijhydene.2024.11.127","pdf_url":null,"source":{"id":"https://openalex.org/S48860480","display_name":"International Journal of Hydrogen Energy","issn_l":"0360-3199","issn":["0360-3199","1879-3487"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","jufo-1","ki-jl-1","norway-1","poland-140","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":"International Journal of Hydrogen Energy","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.9853000044822693,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"},{"score":0.4399999976158142,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1095022762","display_name":null,"funder_award_id":"52472380","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2026930139","display_name":null,"funder_award_id":"SDCX-ZG-202203102","funder_id":"https://openalex.org/F4320334981","funder_display_name":"Doctoral Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334981","display_name":"Doctoral Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W2131774270","https://openalex.org/W2291961022","https://openalex.org/W3082012736","https://openalex.org/W3083974544","https://openalex.org/W3158998026","https://openalex.org/W3169362798","https://openalex.org/W3193475673","https://openalex.org/W3206699949","https://openalex.org/W3214719525","https://openalex.org/W4211123403","https://openalex.org/W4220678967","https://openalex.org/W4221063757","https://openalex.org/W4284989103","https://openalex.org/W4292969710","https://openalex.org/W4293099866","https://openalex.org/W4295602441","https://openalex.org/W4304140010","https://openalex.org/W4306319185","https://openalex.org/W4311090909","https://openalex.org/W4311779012","https://openalex.org/W4312084189","https://openalex.org/W4313594237","https://openalex.org/W4313897596","https://openalex.org/W4316661113","https://openalex.org/W4317934946","https://openalex.org/W4319663832","https://openalex.org/W4320015504","https://openalex.org/W4362715750","https://openalex.org/W4378174143","https://openalex.org/W4378448524","https://openalex.org/W4380238412","https://openalex.org/W4384562391","https://openalex.org/W4384917162","https://openalex.org/W4386412302","https://openalex.org/W4388206430","https://openalex.org/W4388267901","https://openalex.org/W4388581477","https://openalex.org/W4391529885","https://openalex.org/W4393295269","https://openalex.org/W4396570864","https://openalex.org/W6697056676"],"related_works":["https://openalex.org/W4409642377","https://openalex.org/W2892180865","https://openalex.org/W7164188669","https://openalex.org/W4413427915","https://openalex.org/W7142304854","https://openalex.org/W4391341318","https://openalex.org/W7215265023","https://openalex.org/W4394842781","https://openalex.org/W3096798137","https://openalex.org/W7160842012"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":69},{"year":2025,"cited_by_count":54},{"year":2024,"cited_by_count":2}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2024-11-13T00:00:00"}
