{"id":"https://openalex.org/W7163746993","doi":"https://doi.org/10.1016/j.engappai.2026.115306","title":"A slope-sequence-based deep learning framework for springback prediction and compensation in multi-point stretch forming","display_name":"A slope-sequence-based deep learning framework for springback prediction and compensation in multi-point stretch forming","publication_year":2026,"publication_date":"2026-06-06","ids":{"openalex":"https://openalex.org/W7163746993","doi":"https://doi.org/10.1016/j.engappai.2026.115306"},"language":"en","primary_location":{"id":"doi:10.1016/j.engappai.2026.115306","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.engappai.2026.115306","pdf_url":null,"source":{"id":"https://openalex.org/S900972176","display_name":"Engineering Applications of Artificial Intelligence","issn_l":"0952-1976","issn":["0952-1976","1873-6769"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"Engineering Applications of Artificial Intelligence","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/A5138036948","display_name":"Chi Zhang (9857)","orcid":"https://orcid.org/0000-0001-5539-5562"},"institutions":[{"id":"https://openalex.org/I79223203","display_name":"Guangdong Ocean University","ror":"https://ror.org/0462wa640","country_code":"CN","type":"education","lineage":["https://openalex.org/I79223203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chi Zhang","raw_affiliation_strings":["Guangdong Engineering Technology Research Center of Ocean Equipment and Manufacturing, Zhanjiang, 524088, China","School of Mechanical Engineering, Guangdong Ocean University, Zhanjiang, 524088, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong Engineering Technology Research Center of Ocean Equipment and Manufacturing, Zhanjiang, 524088, China","institution_ids":["https://openalex.org/I79223203"]},{"raw_affiliation_string":"School of Mechanical Engineering, Guangdong Ocean University, Zhanjiang, 524088, China","institution_ids":["https://openalex.org/I79223203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138048705","display_name":"Xue Chen","orcid":"https://orcid.org/0009-0002-9248-4024"},"institutions":[{"id":"https://openalex.org/I79223203","display_name":"Guangdong Ocean University","ror":"https://ror.org/0462wa640","country_code":"CN","type":"education","lineage":["https://openalex.org/I79223203"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xue Chen","raw_affiliation_strings":["Guangdong Engineering Technology Research Center of Ocean Equipment and Manufacturing, Zhanjiang, 524088, China","School of Mechanical Engineering, Guangdong Ocean University, Zhanjiang, 524088, China"],"raw_orcid":"https://orcid.org/0009-0002-9248-4024","affiliations":[{"raw_affiliation_string":"Guangdong Engineering Technology Research Center of Ocean Equipment and Manufacturing, Zhanjiang, 524088, China","institution_ids":["https://openalex.org/I79223203"]},{"raw_affiliation_string":"School of Mechanical Engineering, Guangdong Ocean University, Zhanjiang, 524088, China","institution_ids":["https://openalex.org/I79223203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138038639","display_name":"Dongmei Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I79223203","display_name":"Guangdong Ocean University","ror":"https://ror.org/0462wa640","country_code":"CN","type":"education","lineage":["https://openalex.org/I79223203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongmei Wang","raw_affiliation_strings":["Guangdong Engineering Technology Research Center of Ocean Equipment and Manufacturing, Zhanjiang, 524088, China","School of Mechanical Engineering, Guangdong Ocean University, Zhanjiang, 524088, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong Engineering Technology Research Center of Ocean Equipment and Manufacturing, Zhanjiang, 524088, China","institution_ids":["https://openalex.org/I79223203"]},{"raw_affiliation_string":"School of Mechanical Engineering, Guangdong Ocean University, Zhanjiang, 524088, China","institution_ids":["https://openalex.org/I79223203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124666187","display_name":"Renwei Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I79223203","display_name":"Guangdong Ocean University","ror":"https://ror.org/0462wa640","country_code":"CN","type":"education","lineage":["https://openalex.org/I79223203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Renwei Wang","raw_affiliation_strings":["Guangdong Engineering Technology Research Center of Ocean Equipment and Manufacturing, Zhanjiang, 524088, China","School of Mechanical Engineering, Guangdong Ocean University, Zhanjiang, 524088, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong Engineering Technology Research Center of Ocean Equipment and Manufacturing, Zhanjiang, 524088, China","institution_ids":["https://openalex.org/I79223203"]},{"raw_affiliation_string":"School of Mechanical Engineering, Guangdong Ocean University, Zhanjiang, 524088, China","institution_ids":["https://openalex.org/I79223203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138019818","display_name":"Changliang Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I79223203","display_name":"Guangdong Ocean University","ror":"https://ror.org/0462wa640","country_code":"CN","type":"education","lineage":["https://openalex.org/I79223203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changliang Zhang","raw_affiliation_strings":["Guangdong Engineering Technology Research Center of Ocean Equipment and Manufacturing, Zhanjiang, 524088, China","School of Mechanical Engineering, Guangdong Ocean University, Zhanjiang, 524088, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong Engineering Technology Research Center of Ocean Equipment and Manufacturing, Zhanjiang, 524088, China","institution_ids":["https://openalex.org/I79223203"]},{"raw_affiliation_string":"School of Mechanical Engineering, Guangdong Ocean University, Zhanjiang, 524088, China","institution_ids":["https://openalex.org/I79223203"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5125601369","display_name":"Yueteng Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I79223203","display_name":"Guangdong Ocean University","ror":"https://ror.org/0462wa640","country_code":"CN","type":"education","lineage":["https://openalex.org/I79223203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yueteng Zhou","raw_affiliation_strings":["Guangdong Engineering Technology Research Center of Ocean Equipment and Manufacturing, Zhanjiang, 524088, China","School of Mechanical Engineering, Guangdong Ocean University, Zhanjiang, 524088, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong Engineering Technology Research Center of Ocean Equipment and Manufacturing, Zhanjiang, 524088, China","institution_ids":["https://openalex.org/I79223203"]},{"raw_affiliation_string":"School of Mechanical Engineering, Guangdong Ocean University, Zhanjiang, 524088, China","institution_ids":["https://openalex.org/I79223203"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5138048705"],"corresponding_institution_ids":["https://openalex.org/I79223203"],"apc_list":{"value":3170,"currency":"USD","value_usd":3170},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.66606482,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"181","issue":null,"first_page":"115306","last_page":"115306"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10700","display_name":"Metal Forming Simulation Techniques","score":0.9297999739646912,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10700","display_name":"Metal Forming Simulation Techniques","score":0.9297999739646912,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T11201","display_name":"Metallurgy and Material Forming","score":0.011599999852478504,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/T10233","display_name":"Geotechnical Engineering and Soil Mechanics","score":0.00930000003427267,"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/deep-learning","display_name":"Deep learning","score":0.732200026512146},{"id":"https://openalex.org/keywords/compensation","display_name":"Compensation (psychology)","score":0.6492999792098999},{"id":"https://openalex.org/keywords/deep-drawing","display_name":"Deep drawing","score":0.46650001406669617},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.28349998593330383},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.28060001134872437}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8507999777793884},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.732200026512146},{"id":"https://openalex.org/C2780023022","wikidata":"https://www.wikidata.org/wiki/Q1338171","display_name":"Compensation (psychology)","level":2,"score":0.6492999792098999},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6092000007629395},{"id":"https://openalex.org/C2781031896","wikidata":"https://www.wikidata.org/wiki/Q1068711","display_name":"Deep drawing","level":2,"score":0.46650001406669617},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.328900009393692},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.28349998593330383},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.28060001134872437},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.27959999442100525},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2784000039100647},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.27320000529289246},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.2574999928474426}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.engappai.2026.115306","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.engappai.2026.115306","pdf_url":null,"source":{"id":"https://openalex.org/S900972176","display_name":"Engineering Applications of Artificial Intelligence","issn_l":"0952-1976","issn":["0952-1976","1873-6769"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"Engineering Applications of Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4342900812625885,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320329021","display_name":"Guangdong Ocean University","ror":"https://ror.org/0462wa640"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1969659721","https://openalex.org/W1973318317","https://openalex.org/W2039255771","https://openalex.org/W2040283490","https://openalex.org/W2064408828","https://openalex.org/W2068675288","https://openalex.org/W2085893507","https://openalex.org/W2131693778","https://openalex.org/W2253215490","https://openalex.org/W2782812883","https://openalex.org/W2909073029","https://openalex.org/W2950291082","https://openalex.org/W2962811470","https://openalex.org/W3128664166","https://openalex.org/W4225588474","https://openalex.org/W4285147901","https://openalex.org/W4293171766","https://openalex.org/W4313655162","https://openalex.org/W4316466946","https://openalex.org/W4324135418","https://openalex.org/W4386715465","https://openalex.org/W4395464086","https://openalex.org/W4401480101","https://openalex.org/W4402746904","https://openalex.org/W4408728475"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2026-06-07T00:00:00"}