{"id":"https://openalex.org/W4405709140","doi":"https://doi.org/10.1109/biocas61083.2024.10798214","title":"Four-class EEG Classification for Seizure Prediction and Detection Using a Lightweight CNN-LSTM","display_name":"Four-class EEG Classification for Seizure Prediction and Detection Using a Lightweight CNN-LSTM","publication_year":2024,"publication_date":"2024-10-24","ids":{"openalex":"https://openalex.org/W4405709140","doi":"https://doi.org/10.1109/biocas61083.2024.10798214"},"language":"en","primary_location":{"id":"doi:10.1109/biocas61083.2024.10798214","is_oa":false,"landing_page_url":"https://doi.org/10.1109/biocas61083.2024.10798214","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Biomedical Circuits and Systems Conference (BioCAS)","raw_type":"proceedings-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/A5104255838","display_name":"Heng Zhang","orcid":"https://orcid.org/0009-0004-9493-015X"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Heng Zhang","raw_affiliation_strings":["Nanjing University,School of Integrated Circuits, and School of Electronic Science and Engineering,Nanjing,Jiangsu,China"],"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Integrated Circuits, and School of Electronic Science and Engineering,Nanjing,Jiangsu,China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100411862","display_name":"Dan Wang","orcid":"https://orcid.org/0000-0002-9713-2610"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dan Wang","raw_affiliation_strings":["Nanjing University,School of Integrated Circuits, and School of Electronic Science and Engineering,Nanjing,Jiangsu,China"],"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Integrated Circuits, and School of Electronic Science and Engineering,Nanjing,Jiangsu,China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000435361","display_name":"Jinlun Ji","orcid":"https://orcid.org/0009-0009-5260-5726"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinlun Ji","raw_affiliation_strings":["Nanjing University,School of Integrated Circuits, and School of Electronic Science and Engineering,Nanjing,Jiangsu,China"],"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Integrated Circuits, and School of Electronic Science and Engineering,Nanjing,Jiangsu,China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075089491","display_name":"Xiaohan Xue","orcid":"https://orcid.org/0000-0001-5398-2368"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohan Xue","raw_affiliation_strings":["Nanjing University,School of Integrated Circuits, and School of Electronic Science and Engineering,Nanjing,Jiangsu,China"],"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Integrated Circuits, and School of Electronic Science and Engineering,Nanjing,Jiangsu,China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079049469","display_name":"Congyi Sun","orcid":"https://orcid.org/0000-0002-5826-9040"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Congyi Sun","raw_affiliation_strings":["Nanjing University,School of Integrated Circuits, and School of Electronic Science and Engineering,Nanjing,Jiangsu,China"],"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Integrated Circuits, and School of Electronic Science and Engineering,Nanjing,Jiangsu,China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048725714","display_name":"Xinyu Wang","orcid":"https://orcid.org/0000-0003-4301-2709"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyu Wang","raw_affiliation_strings":["Nanjing University,School of Integrated Circuits, and School of Electronic Science and Engineering,Nanjing,Jiangsu,China"],"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Integrated Circuits, and School of Electronic Science and Engineering,Nanjing,Jiangsu,China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072132225","display_name":"Qinyu Chen","orcid":"https://orcid.org/0000-0001-9270-4336"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Qinyu Chen","raw_affiliation_strings":["The Leiden Institute of Advanced Computer Science, Leiden University,Leiden,Netherlands"],"affiliations":[{"raw_affiliation_string":"The Leiden Institute of Advanced Computer Science, Leiden University,Leiden,Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009522891","display_name":"Yuxiang Fu","orcid":"https://orcid.org/0000-0003-1351-5460"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxiang Fu","raw_affiliation_strings":["Nanjing University,School of Integrated Circuits, and School of Electronic Science and Engineering,Nanjing,Jiangsu,China"],"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Integrated Circuits, and School of Electronic Science and Engineering,Nanjing,Jiangsu,China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100361230","display_name":"Li Li","orcid":"https://orcid.org/0000-0002-7163-6263"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Li","raw_affiliation_strings":["Nanjing University,School of Integrated Circuits, and School of Electronic Science and Engineering,Nanjing,Jiangsu,China"],"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Integrated Circuits, and School of Electronic Science and Engineering,Nanjing,Jiangsu,China","institution_ids":["https://openalex.org/I881766915"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5104255838"],"corresponding_institution_ids":["https://openalex.org/I881766915"],"apc_list":null,"apc_paid":null,"fwci":0.6631,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.70736012,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9957000017166138,"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":0.9957000017166138,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.909600019454956,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7166750431060791},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6687602996826172},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6475735902786255},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.637902021408081},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5933391451835632},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.45813870429992676},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3932516872882843},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3403175473213196},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09959495067596436},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.07747390866279602}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7166750431060791},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6687602996826172},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6475735902786255},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.637902021408081},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5933391451835632},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.45813870429992676},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3932516872882843},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3403175473213196},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09959495067596436},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.07747390866279602}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/biocas61083.2024.10798214","is_oa":false,"landing_page_url":"https://doi.org/10.1109/biocas61083.2024.10798214","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Biomedical Circuits and Systems Conference (BioCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","score":0.5,"id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320330944","display_name":"Nature","ror":null},{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2799610518","https://openalex.org/W2904559787","https://openalex.org/W2965277555","https://openalex.org/W3007223525","https://openalex.org/W3018737547","https://openalex.org/W3084432323","https://openalex.org/W3089498212","https://openalex.org/W3130174577","https://openalex.org/W3151851059","https://openalex.org/W3172522135","https://openalex.org/W3177432079","https://openalex.org/W3178586369","https://openalex.org/W3185867485","https://openalex.org/W3194182177","https://openalex.org/W3214277056","https://openalex.org/W4210646500","https://openalex.org/W4220823439","https://openalex.org/W4224219193","https://openalex.org/W4248307879","https://openalex.org/W4285165236","https://openalex.org/W4293152606","https://openalex.org/W4293652173","https://openalex.org/W4316037831","https://openalex.org/W4400233448"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2057366091","https://openalex.org/W4312960290","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4233722919","https://openalex.org/W2166624857"],"abstract_inverted_index":{"Epilepsy,":[0],"a":[1,50],"neurological":[2],"disorder,":[3],"necessitates":[4],"prediction":[5,58,134],"and":[6,59,94,135,139],"detection":[7,136],"of":[8,78,96,107,132,158],"seizures":[9],"to":[10,39,173],"safeguard":[11],"patient":[12],"health.":[13],"Previous":[14],"studies":[15],"have":[16],"employed":[17],"2-class":[18],"or":[19],"3-class":[20],"classification":[21,53,95,111],"neural":[22,82],"network":[23,83],"models":[24,30],"for":[25,181],"seizure":[26,57,133],"monitoring.":[27],"However,":[28],"these":[29],"overlooked":[31],"electroencephalogram":[32],"(EEG)":[33],"characteristics":[34],"in":[35,42,126,149,184],"postictal":[36,122,154],"stage,":[37],"leading":[38],"reduced":[40],"specificity":[41,131,150],"real-world":[43],"scenarios.":[44,188],"In":[45,119],"this":[46],"work,":[47],"we":[48],"introduce":[49],"lightweight":[51],"four-class":[52,110],"method":[54,112,144,161],"that":[55,103],"combines":[56],"detection.":[60],"By":[61],"applying":[62],"the":[63,79,104,108,127,130,147,159],"short-time":[64],"Fourier":[65],"transform":[66],"(STFT),":[67],"raw":[68],"EEG":[69,98],"signals":[70],"are":[71,124,162],"transformed":[72],"into":[73],"time-frequency":[74],"spectra.":[75],"The":[76,142,156,189],"employment":[77],"one-dimensional":[80],"convolutional":[81],"(1D-CNN)":[84],"paired":[85],"with":[86],"long":[87],"short-term":[88],"memory":[89],"(LSTM)":[90],"ensures":[91],"meticulous":[92],"extraction":[93],"complex":[97],"patterns.":[99],"Experimental":[100],"results":[101],"demonstrate":[102],"average":[105],"accuracy":[106],"proposed":[109,143,160],"is":[113,137,192],"$\\mathbf{9":[114],"8.":[115],"4":[116,117],"\\%}$.":[118],"addition,":[120],"when":[121],"samples":[123],"included":[125],"test":[128],"set,":[129],"99.28%":[138],"100%,":[140],"respectively.":[141],"effectively":[145],"addresses":[146],"reduction":[148],"caused":[151],"by":[152],"neglecting":[153],"stages.":[155],"parameters":[157,169],"only":[163],"3.7":[164],"K,":[165],"whereas":[166],"other":[167],"models\u2019":[168],"range":[170],"from":[171],"1.7":[172],"60.7":[174],"times":[175],"more,":[176],"making":[177],"it":[178],"particularly":[179],"suitable":[180],"wearable":[182],"devices":[183],"resource-constrained":[185],"edge":[186],"computing":[187],"project":[190],"code":[191],"openly":[193],"available":[194],"at":[195],"https://github.com/0HENGMENG0/network-for-seizures.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-15T08:11:43.952461","created_date":"2025-10-10T00:00:00"}
