{"id":"https://openalex.org/W4399895854","doi":"https://doi.org/10.1142/s0129065724500515","title":"Seizure Detection of EEG Signals Based on Multi-Channel Long- and Short-Term Memory-Like Spiking Neural Model","display_name":"Seizure Detection of EEG Signals Based on Multi-Channel Long- and Short-Term Memory-Like Spiking Neural Model","publication_year":2024,"publication_date":"2024-06-21","ids":{"openalex":"https://openalex.org/W4399895854","doi":"https://doi.org/10.1142/s0129065724500515","pmid":"https://pubmed.ncbi.nlm.nih.gov/39004932"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065724500515","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065724500515","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","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":null,"display_name":"Min Wu","orcid":"https://orcid.org/0009-0000-5683-3122"},"institutions":[{"id":"https://openalex.org/I102345215","display_name":"Xihua University","ror":"https://ror.org/04gwtvf26","country_code":"CN","type":"education","lineage":["https://openalex.org/I102345215"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Min Wu","raw_affiliation_strings":["School of Computer and Software Engineering, Xihua University, Chengdu 610039, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0000-5683-3122","affiliations":[{"raw_affiliation_string":"School of Computer and Software Engineering, Xihua University, Chengdu 610039, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I102345215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100664889","display_name":"Hong Peng","orcid":"https://orcid.org/0000-0002-4736-0164"},"institutions":[{"id":"https://openalex.org/I102345215","display_name":"Xihua University","ror":"https://ror.org/04gwtvf26","country_code":"CN","type":"education","lineage":["https://openalex.org/I102345215"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Peng","raw_affiliation_strings":["School of Computer and Software Engineering, Xihua University, Chengdu 610039, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0000-0002-4736-0164","affiliations":[{"raw_affiliation_string":"School of Computer and Software Engineering, Xihua University, Chengdu 610039, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I102345215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045317306","display_name":"Zhicai Liu","orcid":"https://orcid.org/0009-0001-5283-9954"},"institutions":[{"id":"https://openalex.org/I102345215","display_name":"Xihua University","ror":"https://ror.org/04gwtvf26","country_code":"CN","type":"education","lineage":["https://openalex.org/I102345215"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhicai Liu","raw_affiliation_strings":["School of Computer and Software Engineering, Xihua University, Chengdu 610039, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0001-5283-9954","affiliations":[{"raw_affiliation_string":"School of Computer and Software Engineering, Xihua University, Chengdu 610039, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I102345215"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100332169","display_name":"Jun Wang","orcid":"https://orcid.org/0000-0003-3422-104X"},"institutions":[{"id":"https://openalex.org/I102345215","display_name":"Xihua University","ror":"https://ror.org/04gwtvf26","country_code":"CN","type":"education","lineage":["https://openalex.org/I102345215"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Wang","raw_affiliation_strings":["School of Electrical Engineering and Electronic Information, Xihua University, Chengdu 610039, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0000-0003-3422-104X","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Electronic Information, Xihua University, Chengdu 610039, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I102345215"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I102345215"],"apc_list":null,"apc_paid":null,"fwci":5.3045,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.96300167,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"34","issue":"10","first_page":"2450051","last_page":"2450051"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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":1.0,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9991999864578247,"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/T10581","display_name":"Neural dynamics and brain function","score":0.9962000250816345,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7179268598556519},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6448796987533569},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6115002632141113},{"id":"https://openalex.org/keywords/discrete-wavelet-transform","display_name":"Discrete wavelet transform","score":0.6108638644218445},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.6021248698234558},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5708163976669312},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4741220772266388},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.4548003673553467},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.43755921721458435},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.4341946542263031},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.4117949306964874},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4109047055244446},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.09547314047813416},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08483678102493286},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.08311334252357483},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08260124921798706}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7179268598556519},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6448796987533569},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6115002632141113},{"id":"https://openalex.org/C46286280","wikidata":"https://www.wikidata.org/wiki/Q2414958","display_name":"Discrete wavelet transform","level":4,"score":0.6108638644218445},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.6021248698234558},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5708163976669312},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4741220772266388},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.4548003673553467},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.43755921721458435},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.4341946542263031},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.4117949306964874},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4109047055244446},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09547314047813416},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08483678102493286},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.08311334252357483},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08260124921798706},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008570","descriptor_name":"Memory, Short-Term","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D008570","descriptor_name":"Memory, Short-Term","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D008570","descriptor_name":"Memory, Short-Term","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057567","descriptor_name":"Memory, Long-Term","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D057567","descriptor_name":"Memory, Long-Term","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D057567","descriptor_name":"Memory, Long-Term","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D058067","descriptor_name":"Wavelet Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D058067","descriptor_name":"Wavelet Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D058067","descriptor_name":"Wavelet Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065724500515","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065724500515","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:39004932","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39004932","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":"International journal of neural systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2324833415","display_name":null,"funder_award_id":"62076206","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4892403433","display_name":null,"funder_award_id":"62176216","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W1202970781","https://openalex.org/W1636374184","https://openalex.org/W1997359198","https://openalex.org/W2042013578","https://openalex.org/W2043596210","https://openalex.org/W2053153607","https://openalex.org/W2064675550","https://openalex.org/W2097171469","https://openalex.org/W2119234283","https://openalex.org/W2154601099","https://openalex.org/W2588128256","https://openalex.org/W2759483166","https://openalex.org/W2771517407","https://openalex.org/W2804824909","https://openalex.org/W2810030448","https://openalex.org/W2883876833","https://openalex.org/W2901504266","https://openalex.org/W2915149867","https://openalex.org/W2923120363","https://openalex.org/W2923545673","https://openalex.org/W2941297993","https://openalex.org/W2942144085","https://openalex.org/W2944126706","https://openalex.org/W2949920304","https://openalex.org/W2995395622","https://openalex.org/W2996272389","https://openalex.org/W3003396071","https://openalex.org/W3013442423","https://openalex.org/W3033635470","https://openalex.org/W3045153122","https://openalex.org/W3093630321","https://openalex.org/W3106003888","https://openalex.org/W3108567116","https://openalex.org/W3123303190","https://openalex.org/W3126745694","https://openalex.org/W3184988705","https://openalex.org/W3185809598","https://openalex.org/W3197125285","https://openalex.org/W3211069630","https://openalex.org/W3217304084","https://openalex.org/W4200311493","https://openalex.org/W4200613250","https://openalex.org/W4205642372","https://openalex.org/W4206244879","https://openalex.org/W4206809184","https://openalex.org/W4220680159","https://openalex.org/W4220848411","https://openalex.org/W4220913683","https://openalex.org/W4226024546","https://openalex.org/W4229029974","https://openalex.org/W4289260438","https://openalex.org/W4293652293","https://openalex.org/W4296041395","https://openalex.org/W4296218656","https://openalex.org/W4297200222","https://openalex.org/W4308901712","https://openalex.org/W4323044186","https://openalex.org/W4323667416","https://openalex.org/W4367549986","https://openalex.org/W4387967283","https://openalex.org/W4388342824","https://openalex.org/W4388635433"],"related_works":["https://openalex.org/W183670115","https://openalex.org/W1501179639","https://openalex.org/W3199035354","https://openalex.org/W2085792030","https://openalex.org/W1807354010","https://openalex.org/W3143644526","https://openalex.org/W598225674","https://openalex.org/W2734230146","https://openalex.org/W1588899229","https://openalex.org/W2077021924"],"abstract_inverted_index":{"Seizure":[0],"is":[1,34,58,79],"a":[2,18,22,52,99,117,129],"common":[3],"neurological":[4],"disorder":[5],"that":[6,147],"usually":[7],"manifests":[8],"itself":[9],"in":[10,104],"recurring":[11],"seizure,":[12,48],"and":[13,25,30,45,65,68,98,121,142],"these":[14,110],"seizures":[15],"can":[16,153],"have":[17],"serious":[19],"impact":[20],"on":[21,60,134],"person's":[23],"life":[24],"health.":[26],"Therefore,":[27],"early":[28,43],"detection":[29,44,55,132,151,156],"diagnosis":[31,46],"of":[32,42,47,92,101],"seizure":[33,54,123,131],"crucial.":[35],"In":[36],"order":[37],"to":[38,88,115],"improve":[39],"the":[40,77,90,93,135,148],"efficiency":[41],"this":[49],"paper":[50],"proposes":[51],"new":[53],"method,":[56],"which":[57],"based":[59],"discrete":[61],"wavelet":[62,105],"transform":[63,87],"(DWT)":[64],"multi-channel":[66,118],"long-":[67],"short-term":[69],"memory-like":[70],"spiking":[71],"neural":[72],"P":[73],"(LSTM-SNP)":[74],"model.":[75],"First,":[76],"signal":[78],"decomposed":[80],"into":[81],"5":[82],"levels":[83],"by":[84],"using":[85],"DWT":[86],"obtain":[89],"features":[91,103,112],"components":[94],"at":[95],"different":[96,111],"frequencies,":[97],"series":[100],"time-frequency":[102],"coefficients":[106],"are":[107,113],"extracted.":[108],"Then,":[109],"used":[114],"train":[116],"LSTM-SNP":[119],"model":[120],"perform":[122],"detection.":[124],"The":[125],"proposed":[126,149],"method":[127,152],"achieves":[128],"high":[130],"accuracy":[133],"CHB-MIT":[136],"dataset:":[137],"98.25%":[138],"accuracy,":[139],"98.22%":[140],"specificity":[141],"97.59%":[143],"sensitivity.":[144],"This":[145],"indicates":[146],"epilepsy":[150],"show":[154],"competitive":[155],"performance.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-23T08:51:43.019350","created_date":"2025-10-10T00:00:00"}
