{"id":"https://openalex.org/W2899200491","doi":"https://doi.org/10.1109/embc.2018.8512735","title":"Hardware Implementation of a Performance and Energy-optimized Convolutional Neural Network for Seizure Detection","display_name":"Hardware Implementation of a Performance and Energy-optimized Convolutional Neural Network for Seizure Detection","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2899200491","doi":"https://doi.org/10.1109/embc.2018.8512735","mag":"2899200491","pmid":"https://pubmed.ncbi.nlm.nih.gov/30440858"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2018.8512735","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2018.8512735","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-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/A5112497926","display_name":"Simon Heller","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Simon Heller","raw_affiliation_strings":["Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00fcrttemberg, DE"],"affiliations":[{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","institution_ids":[]},{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00fcrttemberg, DE","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108115233","display_name":"Maria H\u00fcgle","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Maria Hugle","raw_affiliation_strings":["Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00fcrttemberg, DE"],"affiliations":[{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","institution_ids":[]},{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00fcrttemberg, DE","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016051882","display_name":"Iman Nematollahi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Iman Nematollahi","raw_affiliation_strings":["Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00fcrttemberg, DE"],"affiliations":[{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","institution_ids":[]},{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00fcrttemberg, DE","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042443054","display_name":"Farrokh Manzouri","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Farrokh Manzouri","raw_affiliation_strings":["Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00fcrttemberg, DE"],"affiliations":[{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","institution_ids":[]},{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00fcrttemberg, DE","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017999042","display_name":"Matthias D\u00fcmpelmann","orcid":"https://orcid.org/0000-0002-1476-7777"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Matthias Dumpelmann","raw_affiliation_strings":["Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00fcrttemberg, DE"],"affiliations":[{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","institution_ids":[]},{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00fcrttemberg, DE","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083765806","display_name":"Andreas Schulze\u2010Bonhage","orcid":"https://orcid.org/0000-0003-2382-0506"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andreas Schulze-Bonhage","raw_affiliation_strings":["Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00fcrttemberg, DE"],"affiliations":[{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","institution_ids":[]},{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00fcrttemberg, DE","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038908529","display_name":"Joschka Boedecker","orcid":"https://orcid.org/0000-0002-3486-7345"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Joschka Boedecker","raw_affiliation_strings":["Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00fcrttemberg, DE"],"affiliations":[{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","institution_ids":[]},{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00fcrttemberg, DE","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005853373","display_name":"Peter Woias","orcid":"https://orcid.org/0000-0002-4715-6032"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Peter Woias","raw_affiliation_strings":["Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00fcrttemberg, DE"],"affiliations":[{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","institution_ids":[]},{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00fcrttemberg, DE","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5112497926"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.399,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.80607534,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"2018","issue":null,"first_page":"2268","last_page":"2271"},"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":0.9991999864578247,"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/T10094","display_name":"Epilepsy research and treatment","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.8028820753097534},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7429196834564209},{"id":"https://openalex.org/keywords/microcontroller","display_name":"Microcontroller","score":0.7368636727333069},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.5407845973968506},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.525604248046875},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.4881218373775482},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.46580013632774353},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.45857033133506775},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.38682588934898376},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.34112879633903503},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3201201856136322},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.16224220395088196},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10226878523826599},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08098533749580383}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.8028820753097534},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7429196834564209},{"id":"https://openalex.org/C173018170","wikidata":"https://www.wikidata.org/wiki/Q165678","display_name":"Microcontroller","level":2,"score":0.7368636727333069},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.5407845973968506},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.525604248046875},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.4881218373775482},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.46580013632774353},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.45857033133506775},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.38682588934898376},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.34112879633903503},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3201201856136322},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.16224220395088196},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10226878523826599},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08098533749580383},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","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":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"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":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":"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}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2018.8512735","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2018.8512735","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:30440858","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30440858","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}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8999999761581421}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320328152","display_name":"Neuron Nada\u010dn\u00ed Fond Na Podporu V\u011bdy","ror":"https://ror.org/01szwa973"},{"id":"https://openalex.org/F4320336677","display_name":"BrainLinks-BrainTools","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1539066073","https://openalex.org/W1974809694","https://openalex.org/W1974991504","https://openalex.org/W2038606869","https://openalex.org/W2073182108","https://openalex.org/W2103024352","https://openalex.org/W2119130526","https://openalex.org/W2128011414","https://openalex.org/W2490215499","https://openalex.org/W2550961348","https://openalex.org/W2559463885","https://openalex.org/W2726864513","https://openalex.org/W2759483166","https://openalex.org/W2774975003","https://openalex.org/W2807999635","https://openalex.org/W2883148446","https://openalex.org/W3099182125","https://openalex.org/W6632435249","https://openalex.org/W6723019446","https://openalex.org/W6740780651","https://openalex.org/W6744536435","https://openalex.org/W6947865715"],"related_works":["https://openalex.org/W4316095964","https://openalex.org/W3091627987","https://openalex.org/W2147310439","https://openalex.org/W1605551782","https://openalex.org/W2089988144","https://openalex.org/W1985703800","https://openalex.org/W1972388196","https://openalex.org/W2347749188","https://openalex.org/W2735419558","https://openalex.org/W4302313182"],"abstract_inverted_index":{"We":[0],"present":[1],"for":[2,11,51],"the":[3,52],"first":[4],"time":[5],"a":[6,16,20,25,33,41],"\u03bcW-power":[7],"convolutional":[8],"neural":[9],"network":[10],"seizure":[12],"detection":[13,43],"running":[14],"on":[15],"low-power":[17],"microcontroller.":[18],"On":[19],"dataset":[21],"of":[22,28,37,45],"22":[23],"patients":[24],"median":[26],"sensitivity":[27],"100%":[29],"is":[30,49],"achieved.":[31],"With":[32],"false":[34],"positive":[35],"rate":[36],"20.7":[38],"fp/h":[39],"and":[40],"short":[42],"delay":[44],"3.4":[46],"s":[47],"it":[48],"suitable":[50],"application":[53],"in":[54],"an":[55],"implantable":[56],"closed-loop":[57],"device.":[58]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":2}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
