{"id":"https://openalex.org/W4200102854","doi":"https://doi.org/10.1109/embc46164.2021.9630486","title":"Two-stage Hardware-Friendly Epileptic Seizure Detection Method with a Dynamic Feature Selection","display_name":"Two-stage Hardware-Friendly Epileptic Seizure Detection Method with a Dynamic Feature Selection","publication_year":2021,"publication_date":"2021-11-01","ids":{"openalex":"https://openalex.org/W4200102854","doi":"https://doi.org/10.1109/embc46164.2021.9630486","pmid":"https://pubmed.ncbi.nlm.nih.gov/34891261"},"language":"en","primary_location":{"id":"doi:10.1109/embc46164.2021.9630486","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9630486","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://zenodo.org/record/7716137","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031889676","display_name":"Keyvan Farhang Razi","orcid":"https://orcid.org/0000-0002-7678-6850"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Keyvan Farhang Razi","raw_affiliation_strings":["BNMS research group, EPFL, Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BNMS research group, EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079305372","display_name":"Alexandre Schmid","orcid":"https://orcid.org/0000-0002-6730-0193"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Alexandre Schmid","raw_affiliation_strings":["BNMS research group, EPFL, Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BNMS research group, EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I5124864"],"apc_list":null,"apc_paid":null,"fwci":2.1822,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.88233076,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"2021","issue":null,"first_page":"156","last_page":"159"},"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/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular 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":0.9980999827384949,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6650365591049194},{"id":"https://openalex.org/keywords/stage","display_name":"Stage (stratigraphy)","score":0.583151638507843},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.573136031627655},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.5557385087013245},{"id":"https://openalex.org/keywords/detector","display_name":"Detector","score":0.5403632521629333},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5360034108161926},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5318968296051025},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.509856641292572},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.503290593624115},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4715100824832916},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4529043138027191},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.4476977586746216},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.3873772919178009},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1491747796535492},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.14481854438781738},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13444343209266663},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.08737200498580933}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6650365591049194},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.583151638507843},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.573136031627655},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.5557385087013245},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.5403632521629333},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5360034108161926},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5318968296051025},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.509856641292572},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.503290593624115},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4715100824832916},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4529043138027191},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.4476977586746216},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.3873772919178009},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1491747796535492},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.14481854438781738},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13444343209266663},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.08737200498580933},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003201","descriptor_name":"Computers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003201","descriptor_name":"Computers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003201","descriptor_name":"Computers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","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":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1109/embc46164.2021.9630486","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9630486","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:34891261","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34891261","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:zenodo.org:7716137","is_oa":true,"landing_page_url":"https://zenodo.org/record/7716137","pdf_url":"https://zenodo.org/record/7716137","source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"},{"id":"pmh:oai:infoscience.epfl.ch:293538","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/187240","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"WoS","raw_type":"conference proceedings"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:7716137","is_oa":true,"landing_page_url":"https://zenodo.org/record/7716137","pdf_url":"https://zenodo.org/record/7716137","source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","score":0.41999998688697815,"display_name":"Life below water"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320320924","display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","ror":"https://ror.org/00yjd3n13"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200102854.pdf","grobid_xml":"https://content.openalex.org/works/W4200102854.grobid-xml"},"referenced_works_count":8,"referenced_works":["https://openalex.org/W2019920196","https://openalex.org/W2073182108","https://openalex.org/W2291197622","https://openalex.org/W2613502521","https://openalex.org/W2755436114","https://openalex.org/W2790135017","https://openalex.org/W2910334812","https://openalex.org/W2994921215"],"related_works":["https://openalex.org/W2395385109","https://openalex.org/W2773633178","https://openalex.org/W2080101436","https://openalex.org/W2802335767","https://openalex.org/W2356350882","https://openalex.org/W4388090985","https://openalex.org/W2363907062","https://openalex.org/W2393137063","https://openalex.org/W1981989525","https://openalex.org/W2331313489"],"abstract_inverted_index":{"A":[0,66],"novel":[1],"low-complexity":[2],"method":[3],"of":[4,25,40,75,130,158,177,186,199,205,212],"detecting":[5],"epileptic":[6],"seizures":[7],"from":[8,189],"intracranial":[9],"encephalography":[10],"(iEEG)":[11],"signals":[12,27,185],"is":[13,54,69,89,94,103,137,150,164],"presented.":[14],"In":[15,110],"the":[16,41,51,59,73,76,81,86,112,147,156,159,190],"proposed":[17,42,113],"algorithm,":[18],"coastline,":[19],"energy":[20,23],"and":[21,79,101,133,171],"nonlinear":[22],"features":[24,49,126],"iEEG":[26,184,206],"are":[28],"extracted":[29],"in":[30,107,128,144],"a":[31,63,121,151,167,173,196],"patient-specific":[32],"two-stage":[33,77],"seizure":[34,64,114,141,210],"detection":[35,38,87,96],"system.":[36],"The":[37,91,162],"stage":[39,61,88,97],"system,":[43],"which":[44,85,119,145],"extracts":[45],"two":[46],"times":[47],"more":[48],"than":[50],"monitoring":[52,60],"stage,":[53],"only":[55],"powered":[56],"on":[57,166,182,202],"when":[58,180],"detects":[62],"occurrence.":[65],"new":[67,92],"metric":[68],"defined":[70],"to":[71,105,154],"demonstrate":[72],"significance":[74],"architecture":[78],"show":[80],"time":[82],"duration":[83],"over":[84],"activated.":[90],"parameter":[93],"called":[95],"activation":[98],"ratio":[99],"(DAR)":[100],"it":[102,136],"equal":[104],"0.272":[106],"this":[108],"work.":[109],"addition,":[111],"detector":[115,142],"outperforms":[116],"other":[117],"algorithms":[118],"utilize":[120],"single":[122],"feature":[123],"or":[124],"multiple":[125],"continuously":[127],"terms":[129],"sensitivity,":[131],"specificity":[132],"DAR.":[134],"Therefore,":[135],"highly":[138],"suitable":[139],"for":[140],"implants":[143],"reducing":[146],"power":[148,176],"consumption":[149],"critical":[152],"factor":[153],"increase":[155],"lifetime":[157],"implanted":[160],"battery.":[161],"algorithm":[163],"implemented":[165],"Cyclone":[168],"V":[169],"FPGA":[170],"has":[172],"low":[174],"dynamic":[175],"1":[178],"\u03bcW":[179],"tested":[181,201],"human":[183],"six":[187,213],"patients":[188],"Bern":[191],"Inselspital":[192],"dataset.":[193],"It":[194],"reaches":[195],"perfect":[197],"sensitivity":[198],"100%":[200],"120":[203],"hours":[204],"data":[207],"containing":[208],"24":[209],"periods":[211],"patients.":[214]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4}],"updated_date":"2026-08-04T08:18:43.703281","created_date":"2025-10-10T00:00:00"}
