{"id":"https://openalex.org/W2745053124","doi":"https://doi.org/10.1109/ner.2017.8008341","title":"Decoding of motor imagery movements from EEG signals using SpiNNaker neuromorphic hardware","display_name":"Decoding of motor imagery movements from EEG signals using SpiNNaker neuromorphic hardware","publication_year":2017,"publication_date":"2017-05-01","ids":{"openalex":"https://openalex.org/W2745053124","doi":"https://doi.org/10.1109/ner.2017.8008341","mag":"2745053124"},"language":"en","primary_location":{"id":"doi:10.1109/ner.2017.8008341","doi":"https://doi.org/10.1109/ner.2017.8008341","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ner.2017.8008341","pdf_url":null,"source":{"id":"https://openalex.org/S4306419994","display_name":"International IEEE/EMBS Conference on Neural Engineering","issn_l":"1948-3554","issn":["1948-3554","1948-3546"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["norway-1"],"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":"2017 8th International IEEE/EMBS Conference on Neural Engineering (NER)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://mediatum.ub.tum.de/node?id=1421555","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029601767","display_name":"Zied Tayeb","orcid":"https://orcid.org/0000-0003-3257-0211","observed_orcids":["https://orcid.org/0000-0003-3257-0211"]},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Zied Tayeb","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Center of Competence Neuroengineering, Germany","Neuroscientific System Theory, Technical University of Munich, M\u00fcnchen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Center of Competence Neuroengineering, Germany","institution_ids":[]},{"raw_affiliation_string":"Neuroscientific System Theory, Technical University of Munich, M\u00fcnchen, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025522331","display_name":"Eme\u00e7 Er\u00e7elik","orcid":"https://orcid.org/0000-0002-0716-0475","observed_orcids":["https://orcid.org/0000-0002-0716-0475"]},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Emec Ercelik","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Center of Competence Neuroengineering, Germany","Neuroscientific System Theory, Technical University of Munich, M\u00fcnchen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Center of Competence Neuroengineering, Germany","institution_ids":[]},{"raw_affiliation_string":"Neuroscientific System Theory, Technical University of Munich, M\u00fcnchen, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032405883","display_name":"J\u00f6rg Conradt","orcid":"https://orcid.org/0000-0001-5998-9640","observed_orcids":["https://orcid.org/0000-0001-5998-9640","https://orcid.org/0000-0003-0092-1048"]},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jorg Conradt","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Center of Competence Neuroengineering, Germany","Neuroscientific System Theory, Technical University of Munich, M\u00fcnchen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Center of Competence Neuroengineering, Germany","institution_ids":[]},{"raw_affiliation_string":"Neuroscientific System Theory, Technical University of Munich, M\u00fcnchen, Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I62916508"],"apc_list":null,"apc_paid":null,"fwci":2.0663,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.83778459,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"263","last_page":"266"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9843999743461609,"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":0.9843999743461609,"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/T13062","display_name":"Cognitive Computing and Networks","score":0.0020000000949949026,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.0017000000225380063,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/motor-imagery","display_name":"motor imagery","score":0.8479999899864197},{"id":"https://openalex.org/keywords/eeg-decoding","display_name":"EEG decoding","score":0.765999972820282},{"id":"https://openalex.org/keywords/brain-computer-interface","display_name":"brain-computer interface","score":0.7829999923706055},{"id":"https://openalex.org/keywords/neuromorphic-computing","display_name":"neuromorphic computing","score":0.875},{"id":"https://openalex.org/keywords/spinnaker","display_name":"SpiNNaker","score":0.9739999771118164},{"id":"https://openalex.org/keywords/spiking-neural-networks","display_name":"spiking neural networks","score":0.996999979019165},{"id":"https://openalex.org/keywords/insect-olfactory-system","display_name":"insect olfactory system","score":0.8519999980926514},{"id":"https://openalex.org/keywords/real-time-signal-processing","display_name":"real-time signal processing","score":0.6159999966621399},{"id":"https://openalex.org/keywords/motion-prediction","display_name":"motion prediction","score":0.6060000061988831}],"concepts":[{"id":"https://openalex.org/C151927369","wikidata":"https://www.wikidata.org/wiki/Q1981312","display_name":"Neuromorphic engineering","level":3,"score":0.9434293508529663},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7540256381034851},{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.6745100021362305},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.5663520693778992},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.5358821749687195},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.47555607557296753},{"id":"https://openalex.org/C54808283","wikidata":"https://www.wikidata.org/wiki/Q6918191","display_name":"Motor imagery","level":4,"score":0.4715732932090759},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4256877601146698},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41866859793663025},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3556691110134125},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.23925957083702087},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08128967881202698},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/ner.2017.8008341","doi":"https://doi.org/10.1109/ner.2017.8008341","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ner.2017.8008341","pdf_url":null,"source":{"id":"https://openalex.org/S4306419994","display_name":"International IEEE/EMBS Conference on Neural Engineering","issn_l":"1948-3554","issn":["1948-3554","1948-3546"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["norway-1"],"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":"2017 8th International IEEE/EMBS Conference on Neural Engineering (NER)","raw_type":"proceedings-article"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1421555","doi":null,"is_oa":true,"landing_page_url":"http://mediatum.ub.tum.de/node?id=1421555","pdf_url":null,"source":{"id":"https://openalex.org/S4306400453","display_name":"mediaTUM \u2013 the media and publications repository of the Technical University Munich (Technical University Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1439185","doi":null,"is_oa":true,"landing_page_url":"http://mediatum.ub.tum.de/node?id=1439185","pdf_url":null,"source":{"id":"https://openalex.org/S4306400453","display_name":"mediaTUM \u2013 the media and publications repository of the Technical University Munich (Technical University Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:mediatum.ub.tum.de:node/1421555","doi":null,"is_oa":true,"landing_page_url":"http://mediatum.ub.tum.de/node?id=1421555","pdf_url":null,"source":{"id":"https://openalex.org/S4306400453","display_name":"mediaTUM \u2013 the media and publications repository of the Technical University Munich (Technical University Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1664071020","https://openalex.org/W2058236517","https://openalex.org/W2091150634","https://openalex.org/W2128909182","https://openalex.org/W2133565549","https://openalex.org/W2252489915","https://openalex.org/W2254450385","https://openalex.org/W2409719786","https://openalex.org/W2416505982","https://openalex.org/W2613917510"],"related_works":["https://openalex.org/W2613917510","https://openalex.org/W4200419104","https://openalex.org/W7125226894","https://openalex.org/W4416962766","https://openalex.org/W6959829944","https://openalex.org/W2906529234","https://openalex.org/W7127641359","https://openalex.org/W4285096063","https://openalex.org/W4387678158","https://openalex.org/W4380032202"],"abstract_inverted_index":{"Non-invasive":[0],"brain":[1,52],"machine":[2],"interfaces":[3],"(BMIs)":[4],"on":[5,111,143,158],"motor":[6,27,139],"imagery":[7,140],"movements":[8,99,142,157],"have":[9],"been":[10],"widely":[11],"studied":[12],"and":[13,29,49,74,89,96],"used":[14],"for":[15,72,126,136],"many":[16],"years":[17],"to":[18,34,55,63,94,152],"take":[19],"advantage":[20],"of":[21,38,51,67,85,124,130],"the":[22,47,82,144],"intuitive":[23],"link":[24],"between":[25],"imagined":[26],"tasks":[28],"natural":[30],"actions.":[31],"En":[32],"route":[33],"future":[35],"technical":[36],"applications":[37],"neuromorphic":[39,117],"computing,":[40],"a":[41,91,106,122,127,131],"major":[42],"current":[43],"challenge":[44],"lies":[45],"in":[46,76],"identification":[48],"implementation":[50,66,129],"inspired":[53],"algorithms":[54],"decode":[56,95],"recorded":[57],"signals.":[58,103],"Neuromorphic":[59],"computing":[60],"is":[61],"believed":[62],"allow":[64],"real-time":[65],"large":[68],"scale":[69],"spiking":[70,107,133],"models":[71],"processing":[73],"computation":[75],"non-invasive":[77],"BMIs.":[78],"Taking":[79],"inspiration":[80],"from":[81,100],"olfactory":[83],"system":[84],"insects,":[86],"we":[87],"advance":[88],"implement":[90],"novel":[92],"approach":[93,148],"predict":[97],"imaginary":[98],"electroencephalogram":[101],"(EEG)":[102],"We":[104],"use":[105],"neural":[108,134],"network":[109,135],"implemented":[110],"SpiNNaker":[112,145,160],"(4":[113],"chip,":[114],"64":[115],"cores)":[116],"hardware.":[118],"Our":[119],"work":[120],"provides":[121],"proof":[123],"concept":[125],"successful":[128],"functional":[132],"decoding":[137],"two":[138],"(MI)":[141],"system.":[146],"The":[147],"can":[149],"be":[150],"extended":[151],"classify":[153],"more":[154],"complex":[155],"MI":[156],"larger":[159],"systems.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2017-08-17T00:00:00"}