{"id":"https://openalex.org/W4411724813","doi":"https://doi.org/10.1109/iscas56072.2025.11044121","title":"HengNet: An Ultra-lightweight Model with Two-level Reuse Algorithm for Seizure Detection and Prediction","display_name":"HengNet: An Ultra-lightweight Model with Two-level Reuse Algorithm for Seizure Detection and Prediction","publication_year":2025,"publication_date":"2025-05-25","ids":{"openalex":"https://openalex.org/W4411724813","doi":"https://doi.org/10.1109/iscas56072.2025.11044121"},"language":"en","primary_location":{"id":"doi:10.1109/iscas56072.2025.11044121","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas56072.2025.11044121","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5078909424","display_name":"Heng Zhang","orcid":"https://orcid.org/0009-0001-7827-7849"},"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":"Heng Zhang","raw_affiliation_strings":["Nanjing University,School of Electronic Science and Engineering,Nanjing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Electronic Science and Engineering,Nanjing,China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101905530","display_name":"Linxiang Wang","orcid":"https://orcid.org/0000-0002-9750-4197"},"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":"Linxiang Wang","raw_affiliation_strings":["Nanjing University,School of Electronic Science and Engineering,Nanjing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Electronic Science and Engineering,Nanjing,China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079522281","display_name":"Wenjie Fan","orcid":"https://orcid.org/0009-0000-3582-6353"},"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":"Wenjie Fan","raw_affiliation_strings":["Nanjing University,School of Electronic Science and Engineering,Nanjing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Electronic Science and Engineering,Nanjing,China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034561583","display_name":"Zhongze Gu","orcid":"https://orcid.org/0000-0001-8926-7710"},"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":"Zhenglin Gu","raw_affiliation_strings":["Nanjing University,School of Electronic Science and Engineering,Nanjing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Electronic Science and Engineering,Nanjing,China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Youbin Luo","orcid":null},"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":"Youbin Luo","raw_affiliation_strings":["Nanjing University,School of Electronic Science and Engineering,Nanjing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Electronic Science and Engineering,Nanjing,China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023327253","display_name":"Xingjie Zou","orcid":null},"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":"Xingjie Zou","raw_affiliation_strings":["Nanjing University,School of Electronic Science and Engineering,Nanjing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Electronic Science and Engineering,Nanjing,China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chang Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Chang Gao","raw_affiliation_strings":["Delft University of Technology,Department of Microelectronics,Delft,Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Delft University of Technology,Department of Microelectronics,Delft,Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"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":["Leiden University,The Leiden Institute of Advanced Computer Science,Leiden,Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden University,The Leiden Institute of Advanced Computer Science,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,Suzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Integrated Circuits,Suzhou,China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100361113","display_name":"Li Li","orcid":"https://orcid.org/0000-0002-1641-3710"},"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 Electronic Science and Engineering,Nanjing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Electronic Science and Engineering,Nanjing,China","institution_ids":["https://openalex.org/I881766915"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.6126,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.86548165,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"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":0.9599000215530396,"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":0.9599000215530396,"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":0.9383999705314636,"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":0.680912971496582},{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.6486478447914124},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5320452451705933},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1303834319114685}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.680912971496582},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.6486478447914124},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5320452451705933},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1303834319114685},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscas56072.2025.11044121","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas56072.2025.11044121","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"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":20,"referenced_works":["https://openalex.org/W2793434480","https://openalex.org/W2893550716","https://openalex.org/W2964267916","https://openalex.org/W3006560451","https://openalex.org/W3151851059","https://openalex.org/W3165430704","https://openalex.org/W3171973026","https://openalex.org/W4200337431","https://openalex.org/W4205337801","https://openalex.org/W4206950240","https://openalex.org/W4282945614","https://openalex.org/W4285165236","https://openalex.org/W4289170234","https://openalex.org/W4310332690","https://openalex.org/W4387385719","https://openalex.org/W4400233448","https://openalex.org/W4405709140","https://openalex.org/W6762718338","https://openalex.org/W6846742427","https://openalex.org/W6864327295"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2390279801","https://openalex.org/W2384475851","https://openalex.org/W2000444236","https://openalex.org/W4391913857","https://openalex.org/W2358668433"],"abstract_inverted_index":{"Traditional":[0],"models":[1],"based":[2],"on":[3,79],"electroencephalographic":[4],"(EEG)":[5],"signals":[6],"for":[7,72,93,150,162],"seizure":[8,94,151,163],"monitoring":[9],"encounter":[10],"difficulties":[11],"in":[12,26],"simultaneously":[13],"optimizing":[14],"accuracy,":[15],"response":[16],"latency,":[17],"and":[18,91,96,115,161],"computational":[19,68,104,145],"load.":[20],"These":[21,125],"challenges":[22],"hinder":[23],"their":[24],"deployment":[25],"edge":[27],"computing":[28],"environments,":[29],"where":[30],"real-time":[31],"local":[32],"inference":[33,114],"is":[34],"critical.":[35],"To":[36],"address":[37],"these":[38],"issues,":[39],"we":[40],"introduce":[41],"a":[42,52,117,128,137],"novel":[43],"network":[44],"architecture,":[45],"designated":[46],"as":[47],"HengNet.":[48],"This":[49],"architecture":[50],"integrates":[51],"Two-level":[53],"Reuse":[54],"Algorithm":[55],"(TRA),":[56],"which":[57],"strategically":[58],"reutilizes":[59],"outputs":[60],"from":[61],"intermediate":[62],"layers,":[63],"considerably":[64],"reducing":[65],"the":[66,80,144,148],"average":[67,103],"load":[69,105,146],"per":[70,113,142],"inference\u2014vital":[71],"scenarios":[73],"requiring":[74],"frequent":[75],"inferences.":[76],"When":[77],"tested":[78],"CHB-MIT":[81],"dataset,":[82],"this":[83],"patient-specific":[84],"model":[85,119,149],"attains":[86],"classification":[87],"accuracies":[88],"of":[89,106,121,139,147],"95.67%":[90],"99.60%":[92],"prediction":[95,152],"detection,":[97,164],"respectively.":[98],"Notably,":[99],"it":[100],"maintains":[101],"an":[102],"merely":[107],"0.05":[108],"million":[109],"multiply-accumulate":[110],"operations":[111],"(MACs)":[112],"has":[116,153],"compact":[118],"size":[120],"6.87":[122],"K":[123],"parameters.":[124],"results":[126],"represent":[127],"significant":[129],"advancement":[130],"compared":[131],"with":[132],"existing":[133],"methods.":[134],"Operating":[135],"at":[136],"rate":[138],"32":[140],"inferences":[141],"second,":[143],"been":[154],"reduced":[155],"by":[156,165],"more":[157,166],"than":[158,167],"19.4":[159],"times,":[160],"6.4":[168],"times.":[169]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
