{"id":"https://openalex.org/W7162878188","doi":"https://doi.org/10.1016/j.neunet.2026.109197","title":"EDSF-Net : An enhanced dynamic spatiotemporal-frequency attention network for robust EEG decoding in motor imagery","display_name":"EDSF-Net : An enhanced dynamic spatiotemporal-frequency attention network for robust EEG decoding in motor imagery","publication_year":2026,"publication_date":"2026-05-30","ids":{"openalex":"https://openalex.org/W7162878188","doi":"https://doi.org/10.1016/j.neunet.2026.109197","pmid":"https://pubmed.ncbi.nlm.nih.gov/42275895"},"language":"en","primary_location":{"id":"doi:10.1016/j.neunet.2026.109197","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neunet.2026.109197","pdf_url":null,"source":{"id":"https://openalex.org/S123019304","display_name":"Neural Networks","issn_l":"0893-6080","issn":["0893-6080","1879-2782"],"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":"Neural Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5137445985","display_name":"Weijie Chen","orcid":"https://orcid.org/0000-0003-3335-8642"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weijie Chen","raw_affiliation_strings":["East China University of Science and Technology, Shanghai, 200237, China. Electronic address: wjchen827@foxmail.com"],"raw_orcid":"https://orcid.org/0000-0003-3335-8642","affiliations":[{"raw_affiliation_string":"East China University of Science and Technology, Shanghai, 200237, China. Electronic address: wjchen827@foxmail.com","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137413023","display_name":"Ian Daly","orcid":"https://orcid.org/0000-0001-5489-0393"},"institutions":[{"id":"https://openalex.org/I110002522","display_name":"University of Essex","ror":"https://ror.org/02nkf1q06","country_code":"GB","type":"education","lineage":["https://openalex.org/I110002522"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ian Daly","raw_affiliation_strings":["University of Essex, Wivenhoe Park, Colchester, CO4 3SQ, Essex, UK. Electronic address: i.daly@essex.ac.uk"],"raw_orcid":"https://orcid.org/0000-0001-5489-0393","affiliations":[{"raw_affiliation_string":"University of Essex, Wivenhoe Park, Colchester, CO4 3SQ, Essex, UK. Electronic address: i.daly@essex.ac.uk","institution_ids":["https://openalex.org/I110002522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137406632","display_name":"Yixin Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yixin Chen","raw_affiliation_strings":["East China University of Science and Technology, Shanghai, 200237, China. Electronic address: yixinchen1022@foxmail.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China University of Science and Technology, Shanghai, 200237, China. Electronic address: yixinchen1022@foxmail.com","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137427388","display_name":"Junxian Li","orcid":null},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junxian Li","raw_affiliation_strings":["East China University of Science and Technology, Shanghai, 200237, China. Electronic address: lijunxian181@163.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China University of Science and Technology, Shanghai, 200237, China. Electronic address: lijunxian181@163.com","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137422635","display_name":"Xiao Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Wu","raw_affiliation_strings":["East China University of Science and Technology, Shanghai, 200237, China. Electronic address: wuxiao121409@163.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China University of Science and Technology, Shanghai, 200237, China. Electronic address: wuxiao121409@163.com","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059543525","display_name":"Ruiyu Zhao","orcid":"https://orcid.org/0000-0001-7209-8041"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruiyu Zhao","raw_affiliation_strings":["East China University of Science and Technology, Shanghai, 200237, China. Electronic address: zhaoruiyu@mail.ecust.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China University of Science and Technology, Shanghai, 200237, China. Electronic address: zhaoruiyu@mail.ecust.edu.cn","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137423004","display_name":"Xingyu Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingyu Wang","raw_affiliation_strings":["East China University of Science and Technology, Shanghai, 200237, China. Electronic address: xywang@ecust.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China University of Science and Technology, Shanghai, 200237, China. Electronic address: xywang@ecust.edu.cn","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137416970","display_name":"Andrzej Cichocki","orcid":"https://orcid.org/0000-0002-8364-7226"},"institutions":[{"id":"https://openalex.org/I3019271933","display_name":"Nicolaus Copernicus University","ror":"https://ror.org/0102mm775","country_code":"PL","type":"education","lineage":["https://openalex.org/I3019271933"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Andrzej Cichocki","raw_affiliation_strings":["Nicolaus Copernicus University, Torun, 87-1001, Poland. Electronic address: cichockiand@gmail.com"],"raw_orcid":"https://orcid.org/0000-0002-8364-7226","affiliations":[{"raw_affiliation_string":"Nicolaus Copernicus University, Torun, 87-1001, Poland. Electronic address: cichockiand@gmail.com","institution_ids":["https://openalex.org/I3019271933"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5137406892","display_name":"Jing Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jing Jin","raw_affiliation_strings":["East China University of Science and Technology, Shanghai, 200237, China. Electronic address: jinjing@ecust.edu.cn"],"raw_orcid":"https://orcid.org/0000-0002-6133-5491","affiliations":[{"raw_affiliation_string":"East China University of Science and Technology, Shanghai, 200237, China. Electronic address: jinjing@ecust.edu.cn","institution_ids":["https://openalex.org/I143593769"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5137406892"],"corresponding_institution_ids":["https://openalex.org/I143593769"],"apc_list":{"value":3350,"currency":"USD","value_usd":3350},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.7221634,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"204","issue":null,"first_page":"109197","last_page":"109197"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9340000152587891,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9340000152587891,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.004100000020116568,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.0038999998942017555,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/motor-imagery","display_name":"Motor imagery","score":0.7617999911308289},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.6833999752998352},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5788999795913696},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.43720000982284546},{"id":"https://openalex.org/keywords/neural-decoding","display_name":"Neural decoding","score":0.4212000072002411},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39879998564720154}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7670999765396118},{"id":"https://openalex.org/C54808283","wikidata":"https://www.wikidata.org/wiki/Q6918191","display_name":"Motor imagery","level":4,"score":0.7617999911308289},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.6833999752998352},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.623199999332428},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5788999795913696},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.43720000982284546},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.43059998750686646},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.426800012588501},{"id":"https://openalex.org/C40743351","wikidata":"https://www.wikidata.org/wiki/Q7002049","display_name":"Neural decoding","level":3,"score":0.4212000072002411},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39879998564720154},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3564999997615814},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.29109999537467957},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.29010000824928284},{"id":"https://openalex.org/C2989146674","wikidata":"https://www.wikidata.org/wiki/Q4818236","display_name":"Selective attention","level":3,"score":0.26159998774528503},{"id":"https://openalex.org/C2993807640","wikidata":"https://www.wikidata.org/wiki/Q103709453","display_name":"Attention network","level":2,"score":0.2517000138759613}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.neunet.2026.109197","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neunet.2026.109197","pdf_url":null,"source":{"id":"https://openalex.org/S123019304","display_name":"Neural Networks","issn_l":"0893-6080","issn":["0893-6080","1879-2782"],"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":"Neural Networks","raw_type":"journal-article"},{"id":"pmid:42275895","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42275895","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural networks : the official journal of the International Neural Network Society","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.46868717670440674,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1969878365","https://openalex.org/W2004959199","https://openalex.org/W2559463885","https://openalex.org/W3034859284","https://openalex.org/W3047208690","https://openalex.org/W3121280022","https://openalex.org/W3126607918","https://openalex.org/W3127935830","https://openalex.org/W3209470862","https://openalex.org/W4205512712","https://openalex.org/W4286581995","https://openalex.org/W4295517390","https://openalex.org/W4297985167","https://openalex.org/W4300942166","https://openalex.org/W4307023796","https://openalex.org/W4312597583","https://openalex.org/W4316813420","https://openalex.org/W4318833227","https://openalex.org/W4327521769","https://openalex.org/W4377079833","https://openalex.org/W4377715329","https://openalex.org/W4378976269","https://openalex.org/W4383427998","https://openalex.org/W4384664552","https://openalex.org/W4385299413","https://openalex.org/W4387498645","https://openalex.org/W4389692426","https://openalex.org/W4390706581","https://openalex.org/W4394912954","https://openalex.org/W4395071103","https://openalex.org/W4396680571","https://openalex.org/W4396712693","https://openalex.org/W4397026336","https://openalex.org/W4400038722","https://openalex.org/W4401879399","https://openalex.org/W4402449006","https://openalex.org/W4402661159","https://openalex.org/W4404469344","https://openalex.org/W4404892059","https://openalex.org/W4406927567","https://openalex.org/W4409413945","https://openalex.org/W4409685924","https://openalex.org/W4410734734","https://openalex.org/W4411049271","https://openalex.org/W4411589424","https://openalex.org/W4412429222","https://openalex.org/W4413292581","https://openalex.org/W4414676992","https://openalex.org/W4415302619","https://openalex.org/W7108336244"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2026-05-31T00:00:00"}
