{"id":"https://openalex.org/W4206428987","doi":"https://doi.org/10.1109/icecs53924.2021.9665453","title":"Touch Modality Classification using Spiking Neural Networks and Supervised-STDP Learning","display_name":"Touch Modality Classification using Spiking Neural Networks and Supervised-STDP Learning","publication_year":2021,"publication_date":"2021-11-28","ids":{"openalex":"https://openalex.org/W4206428987","doi":"https://doi.org/10.1109/icecs53924.2021.9665453"},"language":"en","primary_location":{"id":"doi:10.1109/icecs53924.2021.9665453","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icecs53924.2021.9665453","pdf_url":null,"source":{"id":"https://openalex.org/S4363608220","display_name":"2021 28th IEEE International Conference on Electronics, Circuits, and Systems (ICECS)","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 28th IEEE International Conference on Electronics, Circuits, and Systems (ICECS)","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/A5037420340","display_name":"Ali Dabbous","orcid":"https://orcid.org/0009-0004-8978-4979"},"institutions":[{"id":"https://openalex.org/I30771326","display_name":"Italian Institute of Technology","ror":"https://ror.org/042t93s57","country_code":"IT","type":"facility","lineage":["https://openalex.org/I30771326"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ali Dabbous","raw_affiliation_strings":["Connected Objects Sensing Materials Integrated Circuits (COSMIC) lab., University of Genova-DITEN, Genova, Italy","Event-Driven Perception for Robotics (EDPR) lab., Istituto Italiano Di Tecnologia (IIT), Genova, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Connected Objects Sensing Materials Integrated Circuits (COSMIC) lab., University of Genova-DITEN, Genova, Italy","institution_ids":[]},{"raw_affiliation_string":"Event-Driven Perception for Robotics (EDPR) lab., Istituto Italiano Di Tecnologia (IIT), Genova, Italy","institution_ids":["https://openalex.org/I30771326"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056208921","display_name":"Al\u00ec Ibrahim","orcid":"https://orcid.org/0000-0001-7872-0794"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ali Ibrahim","raw_affiliation_strings":["Connected Objects Sensing Materials Integrated Circuits (COSMIC) lab., University of Genova-DITEN, Genova, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Connected Objects Sensing Materials Integrated Circuits (COSMIC) lab., University of Genova-DITEN, Genova, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010811199","display_name":"Maurizio Valle","orcid":"https://orcid.org/0000-0002-7366-6060"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Maurizio Valle","raw_affiliation_strings":["Connected Objects Sensing Materials Integrated Circuits (COSMIC) lab., University of Genova-DITEN, Genova, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Connected Objects Sensing Materials Integrated Circuits (COSMIC) lab., University of Genova-DITEN, Genova, Italy","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019257524","display_name":"Chiara Bartolozzi","orcid":"https://orcid.org/0000-0003-3465-6449"},"institutions":[{"id":"https://openalex.org/I30771326","display_name":"Italian Institute of Technology","ror":"https://ror.org/042t93s57","country_code":"IT","type":"facility","lineage":["https://openalex.org/I30771326"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Chiara Bartolozzi","raw_affiliation_strings":["Event-Driven Perception for Robotics (EDPR) lab., Istituto Italiano Di Tecnologia (IIT), Genova, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Event-Driven Perception for Robotics (EDPR) lab., Istituto Italiano Di Tecnologia (IIT), Genova, Italy","institution_ids":["https://openalex.org/I30771326"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"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":0.9995999932289124,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9977999925613403,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/spiking-neural-network","display_name":"Spiking neural network","score":0.9190736413002014},{"id":"https://openalex.org/keywords/neuromorphic-engineering","display_name":"Neuromorphic engineering","score":0.8718258142471313},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7641942501068115},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.7020198106765747},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6631295084953308},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6621458530426025},{"id":"https://openalex.org/keywords/spike","display_name":"Spike (software development)","score":0.568533718585968},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4935811758041382},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"Supervised learning","score":0.46482259035110474},{"id":"https://openalex.org/keywords/spike-timing-dependent-plasticity","display_name":"Spike-timing-dependent plasticity","score":0.46039149165153503},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32869231700897217},{"id":"https://openalex.org/keywords/synaptic-plasticity","display_name":"Synaptic plasticity","score":0.20706218481063843}],"concepts":[{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.9190736413002014},{"id":"https://openalex.org/C151927369","wikidata":"https://www.wikidata.org/wiki/Q1981312","display_name":"Neuromorphic engineering","level":3,"score":0.8718258142471313},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7641942501068115},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.7020198106765747},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6631295084953308},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6621458530426025},{"id":"https://openalex.org/C2781390188","wikidata":"https://www.wikidata.org/wiki/Q25203449","display_name":"Spike (software development)","level":2,"score":0.568533718585968},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4935811758041382},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.46482259035110474},{"id":"https://openalex.org/C159919123","wikidata":"https://www.wikidata.org/wiki/Q7577157","display_name":"Spike-timing-dependent plasticity","level":4,"score":0.46039149165153503},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32869231700897217},{"id":"https://openalex.org/C98229152","wikidata":"https://www.wikidata.org/wiki/Q1551556","display_name":"Synaptic plasticity","level":3,"score":0.20706218481063843},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C170493617","wikidata":"https://www.wikidata.org/wiki/Q208467","display_name":"Receptor","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icecs53924.2021.9665453","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icecs53924.2021.9665453","pdf_url":null,"source":{"id":"https://openalex.org/S4363608220","display_name":"2021 28th IEEE International Conference on Electronics, Circuits, and Systems (ICECS)","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 28th IEEE International Conference on Electronics, Circuits, and Systems (ICECS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1736472177","https://openalex.org/W1916034758","https://openalex.org/W1976723617","https://openalex.org/W1990221069","https://openalex.org/W2025279987","https://openalex.org/W2041350515","https://openalex.org/W2096569962","https://openalex.org/W2098752082","https://openalex.org/W2148223951","https://openalex.org/W2158333529","https://openalex.org/W2165899596","https://openalex.org/W2725318208","https://openalex.org/W2765204015","https://openalex.org/W2905533880","https://openalex.org/W2944546415","https://openalex.org/W2969331319","https://openalex.org/W2994483338","https://openalex.org/W3126606986","https://openalex.org/W3132432794","https://openalex.org/W3158731822","https://openalex.org/W6637579345","https://openalex.org/W7036560032"],"related_works":["https://openalex.org/W2939710518","https://openalex.org/W4200612980","https://openalex.org/W4283688984","https://openalex.org/W4283692267","https://openalex.org/W2752167158","https://openalex.org/W4312879958","https://openalex.org/W2103507131","https://openalex.org/W4206428987","https://openalex.org/W4281745473","https://openalex.org/W4312734020"],"abstract_inverted_index":{"Spiking":[0,34],"Neural":[1,35],"Networks":[2],"and":[3,54],"synaptic":[4],"learning":[5],"have":[6],"recently":[7],"emerged":[8],"as":[9],"viable":[10],"techniques":[11],"to":[12,65],"solve":[13],"classification":[14,47],"problems":[15],"characterized":[16],"by":[17],"high":[18],"computational":[19],"efficiency":[20],"when":[21],"implemented":[22],"on":[23],"low-power":[24],"neuromorphic":[25],"hardware.":[26],"This":[27],"paper":[28],"presents":[29],"the":[30,60,63,71],"implementation":[31],"of":[32,62,80],"a":[33,56,77],"Network":[36],"endowed":[37],"with":[38],"supervised":[39],"Spike":[40],"Timing":[41],"Dependent":[42],"Plasticity":[43],"for":[44,70],"touch":[45],"modality":[46],"(e.g.":[48],"poke,":[49],"press,":[50],"grab,":[51],"squeeze,":[52],"push,":[53],"rolling":[55],"wheel).":[57],"Results":[58],"demonstrates":[59],"ability":[61],"network":[64,75],"learn":[66],"appropriate":[67],"connectivity":[68],"patterns":[69],"classification.":[72],"The":[73],"proposed":[74],"achieves":[76],"total":[78],"accuracy":[79],"88.3%":[81],"overcoming":[82],"similar":[83],"state-of-the-art":[84],"solutions.":[85]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
