{"id":"https://openalex.org/W2791074916","doi":"https://doi.org/10.1109/samos.2017.8344618","title":"Neuromorphic self-organizing map design for classification of bioelectric-timescale signals","display_name":"Neuromorphic self-organizing map design for classification of bioelectric-timescale signals","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2791074916","doi":"https://doi.org/10.1109/samos.2017.8344618","mag":"2791074916"},"language":"en","primary_location":{"id":"doi:10.1109/samos.2017.8344618","is_oa":false,"landing_page_url":"https://doi.org/10.1109/samos.2017.8344618","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Conference on Embedded Computer Systems: Architectures, Modeling, and Simulation (SAMOS)","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/A5084395951","display_name":"Johan Mes","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":"Johan Mes","raw_affiliation_strings":["Circuits and Systems Group, Delft University of Technology, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Circuits and Systems Group, Delft University of Technology, The Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091019829","display_name":"Ester Stienstra","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":"Ester Stienstra","raw_affiliation_strings":["Circuits and Systems Group, Delft University of Technology, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Circuits and Systems Group, Delft University of Technology, The Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077939345","display_name":"Xuefei You","orcid":"https://orcid.org/0000-0001-7003-2110"},"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":"Xuefei You","raw_affiliation_strings":["Circuits and Systems Group, Delft University of Technology, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Circuits and Systems Group, Delft University of Technology, The Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101449950","display_name":"Sumeet S. Kumar","orcid":"https://orcid.org/0000-0002-0667-7552"},"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":"Sumeet S. Kumar","raw_affiliation_strings":["Circuits and Systems Group, Delft University of Technology, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Circuits and Systems Group, Delft University of Technology, The Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019444861","display_name":"Amir Zjajo","orcid":"https://orcid.org/0000-0002-0716-8186"},"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":"Amir Zjajo","raw_affiliation_strings":["Circuits and Systems Group, Delft University of Technology, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Circuits and Systems Group, Delft University of Technology, The Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021063453","display_name":"Carlo Galuzzi","orcid":null},"institutions":[{"id":"https://openalex.org/I34352273","display_name":"Maastricht University","ror":"https://ror.org/02jz4aj89","country_code":"NL","type":"education","lineage":["https://openalex.org/I34352273"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Carlo Galuzzi","raw_affiliation_strings":["Department of Data Science and Knowledge Engineering, Maastricht University, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Data Science and Knowledge Engineering, Maastricht University, The Netherlands","institution_ids":["https://openalex.org/I34352273"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041082811","display_name":"Ren\u00e9 van Leuken","orcid":"https://orcid.org/0000-0003-0638-7595"},"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":"Rene van Leuken","raw_affiliation_strings":["Circuits and Systems Group, Delft University of Technology, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Circuits and Systems Group, Delft University of Technology, The Netherlands","institution_ids":["https://openalex.org/I98358874"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3792,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.56951657,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"113","last_page":"120"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":1.0,"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":0.9994999766349792,"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":0.9991000294685364,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/neuromorphic-engineering","display_name":"Neuromorphic engineering","score":0.8291437029838562},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7117452621459961},{"id":"https://openalex.org/keywords/self-organizing-map","display_name":"Self-organizing map","score":0.6684640049934387},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.636884331703186},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5941316485404968},{"id":"https://openalex.org/keywords/competitive-learning","display_name":"Competitive learning","score":0.5664767026901245},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"Unsupervised learning","score":0.5568074584007263},{"id":"https://openalex.org/keywords/spiking-neural-network","display_name":"Spiking neural network","score":0.48437318205833435},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.43778830766677856},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4364822506904602},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3380090594291687}],"concepts":[{"id":"https://openalex.org/C151927369","wikidata":"https://www.wikidata.org/wiki/Q1981312","display_name":"Neuromorphic engineering","level":3,"score":0.8291437029838562},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7117452621459961},{"id":"https://openalex.org/C111168008","wikidata":"https://www.wikidata.org/wiki/Q1136838","display_name":"Self-organizing map","level":3,"score":0.6684640049934387},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.636884331703186},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5941316485404968},{"id":"https://openalex.org/C120822770","wikidata":"https://www.wikidata.org/wiki/Q5156355","display_name":"Competitive learning","level":3,"score":0.5664767026901245},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.5568074584007263},{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.48437318205833435},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.43778830766677856},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4364822506904602},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3380090594291687}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/samos.2017.8344618","is_oa":false,"landing_page_url":"https://doi.org/10.1109/samos.2017.8344618","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Conference on Embedded Computer Systems: Architectures, Modeling, and Simulation (SAMOS)","raw_type":"proceedings-article"},{"id":"pmh:oai:cris.maastrichtuniversity.nl:openaire_cris_publications/0dc533be-960b-43a1-a74d-650b9a506630","is_oa":false,"landing_page_url":"https://cris.maastrichtuniversity.nl/en/publications/0dc533be-960b-43a1-a74d-650b9a506630","pdf_url":null,"source":{"id":"https://openalex.org/S4306402616","display_name":"Research Publications (Maastricht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I34352273","host_organization_name":"Maastricht University","host_organization_lineage":["https://openalex.org/I34352273"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mes, J, Stienstra, E, You, X F, Kumar, S S, Zjajo, A, Galuzzi, C & van Leuken, R 2017, Neuromorphic Self-Organizing Map Design for Classification of Bioelectric-Timescale Signals. in INTERNATIONAL CONFERENCE ON EMBEDDED COMPUTER SYSTEMS: ARCHITECTURES, MODELING, AND SIMULATION (SAMOS 2017). IEEE, pp. 113-120, 17th Annual International Conference on Embedded Computer Systems - Architectures, Modeling, and Simulation (SAMOS), Samos, Greece, 16/07/17. https://doi.org/10.1109/SAMOS.2017.8344618","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:researchbank.swinburne.edu.au:76824b81-9e62-4f8e-a295-0659dc896d15/1","is_oa":false,"landing_page_url":"http://hdl.handle.net/1959.3/449589","pdf_url":null,"source":{"id":"https://openalex.org/S4306401157","display_name":"Swinburne Research Bank (Swinburne University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I57093077","host_organization_name":"Swinburne University of Technology","host_organization_lineage":["https://openalex.org/I57093077"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2017 International Conference on Embedded Computer Systems: Architectures, Modeling, and Simulation (SAMOS), Pythagorion, Greece, 17-20 July 2017, pp. 113-120","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W22297218","https://openalex.org/W65738273","https://openalex.org/W101771737","https://openalex.org/W345956458","https://openalex.org/W1019168444","https://openalex.org/W1486852018","https://openalex.org/W1975072631","https://openalex.org/W1975398991","https://openalex.org/W1975412204","https://openalex.org/W1985940938","https://openalex.org/W1988115241","https://openalex.org/W2006370340","https://openalex.org/W2032832574","https://openalex.org/W2046450149","https://openalex.org/W2084179321","https://openalex.org/W2092618119","https://openalex.org/W2101222204","https://openalex.org/W2103179919","https://openalex.org/W2103507131","https://openalex.org/W2112408199","https://openalex.org/W2116864478","https://openalex.org/W2119140755","https://openalex.org/W2121917196","https://openalex.org/W2124955097","https://openalex.org/W2128432504","https://openalex.org/W2147101007","https://openalex.org/W2150447451","https://openalex.org/W2151542182","https://openalex.org/W2156640153","https://openalex.org/W2164653071","https://openalex.org/W2167257814","https://openalex.org/W2384318501","https://openalex.org/W2538329304","https://openalex.org/W3023430818","https://openalex.org/W4238614602","https://openalex.org/W4251731575"],"related_works":["https://openalex.org/W3089892344","https://openalex.org/W4386227293","https://openalex.org/W4313442939","https://openalex.org/W4372267706","https://openalex.org/W2885510266","https://openalex.org/W2960220682","https://openalex.org/W4288055417","https://openalex.org/W4287758233","https://openalex.org/W150043153","https://openalex.org/W2077363526"],"abstract_inverted_index":{"The":[0],"Self-Organizing":[1],"Map":[2],"(SOM)":[3],"is":[4],"a":[5,28],"recurrent":[6],"neural":[7,30],"network":[8],"topology":[9],"that":[10],"realizes":[11],"competitive":[12],"learning":[13,61],"for":[14,33,54],"the":[15,25,34,44,51,80],"unsupervised":[16],"classification":[17,35],"of":[18,27,36,83],"data.":[19],"In":[20],"this":[21,71],"paper,":[22],"we":[23],"investigate":[24],"design":[26,46],"spiking":[29],"network-based":[31],"SOM":[32],"bioelectric-timescale":[37],"signals.":[38],"We":[39,69],"present":[40],"novel":[41],"insights":[42],"into":[43],"architectural":[45,75],"space,":[47],"inherent":[48],"trade-offs,":[49],"and":[50,56,60,66],"critical":[52],"requirements":[53],"designing":[55],"configuring":[57],"neurons,":[58],"synapses":[59],"rules":[62],"to":[63],"achieve":[64],"stable":[65],"accurate":[67],"behaviour.":[68],"perform":[70],"exploration":[72],"using":[73],"high-level":[74],"simulations":[76],"and,":[77],"additionally,":[78],"through":[79],"full-custom":[81],"implementation":[82],"components.":[84]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
