{"id":"https://openalex.org/W4312802735","doi":"https://doi.org/10.1109/iscas48785.2022.9937549","title":"Hardware Implementation of Stochastic Computing-based Morphological Neural Systems","display_name":"Hardware Implementation of Stochastic Computing-based Morphological Neural Systems","publication_year":2022,"publication_date":"2022-05-28","ids":{"openalex":"https://openalex.org/W4312802735","doi":"https://doi.org/10.1109/iscas48785.2022.9937549"},"language":"en","primary_location":{"id":"doi:10.1109/iscas48785.2022.9937549","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas48785.2022.9937549","pdf_url":null,"source":{"id":"https://openalex.org/S4363604393","display_name":"2022 IEEE International Symposium on Circuits and Systems (ISCAS)","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":"2022 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},"type":"article","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/A5085233948","display_name":"Josep L. Rossell\u00f3","orcid":"https://orcid.org/0000-0001-5390-2276"},"institutions":[{"id":"https://openalex.org/I50441567","display_name":"Universitat de les Illes Balears","ror":"https://ror.org/03e10x626","country_code":"ES","type":"education","lineage":["https://openalex.org/I50441567"]},{"id":"https://openalex.org/I4210126021","display_name":"Health Research Institute of the Balearic Islands","ror":"https://ror.org/037xbgq12","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210126021"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Josep L. Rossello","raw_affiliation_strings":["University of Balearic Islands,Electronics Engineering Group at Industrial Engineering and Construction Department,Ctra. Valldemossa Km 7.5,Palma de Mallorca,Spain,07122","Balearic Islands Health Research Institute (IdISBa), Palma de Mallorca, Spain"],"affiliations":[{"raw_affiliation_string":"University of Balearic Islands,Electronics Engineering Group at Industrial Engineering and Construction Department,Ctra. Valldemossa Km 7.5,Palma de Mallorca,Spain,07122","institution_ids":["https://openalex.org/I50441567"]},{"raw_affiliation_string":"Balearic Islands Health Research Institute (IdISBa), Palma de Mallorca, Spain","institution_ids":["https://openalex.org/I4210126021"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084914367","display_name":"J. Font","orcid":"https://orcid.org/0000-0003-3463-0169"},"institutions":[{"id":"https://openalex.org/I50441567","display_name":"Universitat de les Illes Balears","ror":"https://ror.org/03e10x626","country_code":"ES","type":"education","lineage":["https://openalex.org/I50441567"]},{"id":"https://openalex.org/I4210126021","display_name":"Health Research Institute of the Balearic Islands","ror":"https://ror.org/037xbgq12","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210126021"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Joan Font-Rossello","raw_affiliation_strings":["University of Balearic Islands,Electronics Engineering Group at Industrial Engineering and Construction Department,Ctra. Valldemossa Km 7.5,Palma de Mallorca,Spain,07122","Balearic Islands Health Research Institute (IdISBa), Palma de Mallorca, Spain"],"affiliations":[{"raw_affiliation_string":"University of Balearic Islands,Electronics Engineering Group at Industrial Engineering and Construction Department,Ctra. Valldemossa Km 7.5,Palma de Mallorca,Spain,07122","institution_ids":["https://openalex.org/I50441567"]},{"raw_affiliation_string":"Balearic Islands Health Research Institute (IdISBa), Palma de Mallorca, Spain","institution_ids":["https://openalex.org/I4210126021"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007091764","display_name":"Christiam F. Frasser","orcid":"https://orcid.org/0000-0003-2753-9332"},"institutions":[{"id":"https://openalex.org/I50441567","display_name":"Universitat de les Illes Balears","ror":"https://ror.org/03e10x626","country_code":"ES","type":"education","lineage":["https://openalex.org/I50441567"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Christiam F. Frasser","raw_affiliation_strings":["University of Balearic Islands,Electronics Engineering Group at Industrial Engineering and Construction Department,Ctra. Valldemossa Km 7.5,Palma de Mallorca,Spain,07122"],"affiliations":[{"raw_affiliation_string":"University of Balearic Islands,Electronics Engineering Group at Industrial Engineering and Construction Department,Ctra. Valldemossa Km 7.5,Palma de Mallorca,Spain,07122","institution_ids":["https://openalex.org/I50441567"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058481383","display_name":"Alejandro Mor\u00e1n","orcid":"https://orcid.org/0000-0001-7628-0019"},"institutions":[{"id":"https://openalex.org/I50441567","display_name":"Universitat de les Illes Balears","ror":"https://ror.org/03e10x626","country_code":"ES","type":"education","lineage":["https://openalex.org/I50441567"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alejandro Moran","raw_affiliation_strings":["University of Balearic Islands,Electronics Engineering Group at Industrial Engineering and Construction Department,Ctra. Valldemossa Km 7.5,Palma de Mallorca,Spain,07122"],"affiliations":[{"raw_affiliation_string":"University of Balearic Islands,Electronics Engineering Group at Industrial Engineering and Construction Department,Ctra. Valldemossa Km 7.5,Palma de Mallorca,Spain,07122","institution_ids":["https://openalex.org/I50441567"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044977420","display_name":"Erik S. Skibinsky-Gitlin","orcid":"https://orcid.org/0000-0002-9562-8866"},"institutions":[{"id":"https://openalex.org/I50441567","display_name":"Universitat de les Illes Balears","ror":"https://ror.org/03e10x626","country_code":"ES","type":"education","lineage":["https://openalex.org/I50441567"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"E. S. Skibinsky-Gitlin","raw_affiliation_strings":["University of Balearic Islands,Electronics Engineering Group at Industrial Engineering and Construction Department,Ctra. Valldemossa Km 7.5,Palma de Mallorca,Spain,07122"],"affiliations":[{"raw_affiliation_string":"University of Balearic Islands,Electronics Engineering Group at Industrial Engineering and Construction Department,Ctra. Valldemossa Km 7.5,Palma de Mallorca,Spain,07122","institution_ids":["https://openalex.org/I50441567"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064247732","display_name":"Vincent Canals","orcid":"https://orcid.org/0000-0002-8394-4159"},"institutions":[{"id":"https://openalex.org/I4210126021","display_name":"Health Research Institute of the Balearic Islands","ror":"https://ror.org/037xbgq12","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210126021"]},{"id":"https://openalex.org/I50441567","display_name":"Universitat de les Illes Balears","ror":"https://ror.org/03e10x626","country_code":"ES","type":"education","lineage":["https://openalex.org/I50441567"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"V. Canals","raw_affiliation_strings":["University of Balearic Islands,Electronics Engineering Group at Industrial Engineering and Construction Department,Ctra. Valldemossa Km 7.5,Palma de Mallorca,Spain,07122","Balearic Islands Health Research Institute (IdISBa), Palma de Mallorca, Spain"],"affiliations":[{"raw_affiliation_string":"University of Balearic Islands,Electronics Engineering Group at Industrial Engineering and Construction Department,Ctra. Valldemossa Km 7.5,Palma de Mallorca,Spain,07122","institution_ids":["https://openalex.org/I50441567"]},{"raw_affiliation_string":"Balearic Islands Health Research Institute (IdISBa), Palma de Mallorca, Spain","institution_ids":["https://openalex.org/I4210126021"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010381548","display_name":"M. Roca","orcid":"https://orcid.org/0000-0003-4648-5683"},"institutions":[{"id":"https://openalex.org/I4210126021","display_name":"Health Research Institute of the Balearic Islands","ror":"https://ror.org/037xbgq12","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210126021"]},{"id":"https://openalex.org/I50441567","display_name":"Universitat de les Illes Balears","ror":"https://ror.org/03e10x626","country_code":"ES","type":"education","lineage":["https://openalex.org/I50441567"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Miquel Roca","raw_affiliation_strings":["University of Balearic Islands,Electronics Engineering Group at Industrial Engineering and Construction Department,Ctra. Valldemossa Km 7.5,Palma de Mallorca,Spain,07122","Balearic Islands Health Research Institute (IdISBa), Palma de Mallorca, Spain"],"affiliations":[{"raw_affiliation_string":"University of Balearic Islands,Electronics Engineering Group at Industrial Engineering and Construction Department,Ctra. Valldemossa Km 7.5,Palma de Mallorca,Spain,07122","institution_ids":["https://openalex.org/I50441567"]},{"raw_affiliation_string":"Balearic Islands Health Research Institute (IdISBa), Palma de Mallorca, Spain","institution_ids":["https://openalex.org/I4210126021"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5085233948"],"corresponding_institution_ids":["https://openalex.org/I4210126021","https://openalex.org/I50441567"],"apc_list":null,"apc_paid":null,"fwci":0.9657,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.72526609,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"7","issue":null,"first_page":"356","last_page":"360"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9991000294685364,"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":0.9991000294685364,"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/T10320","display_name":"Neural Networks and Applications","score":0.9987000226974487,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9986000061035156,"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/computer-science","display_name":"Computer science","score":0.7606204748153687},{"id":"https://openalex.org/keywords/stochastic-computing","display_name":"Stochastic computing","score":0.4674110412597656},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.429280549287796},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.33954674005508423},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31251466274261475}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7606204748153687},{"id":"https://openalex.org/C2780971903","wikidata":"https://www.wikidata.org/wiki/Q2933705","display_name":"Stochastic computing","level":3,"score":0.4674110412597656},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.429280549287796},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.33954674005508423},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31251466274261475}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscas48785.2022.9937549","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas48785.2022.9937549","pdf_url":null,"source":{"id":"https://openalex.org/S4363604393","display_name":"2022 IEEE International Symposium on Circuits and Systems (ISCAS)","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":"2022 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"}],"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/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W220440441","https://openalex.org/W1965702053","https://openalex.org/W2001619934","https://openalex.org/W2032548797","https://openalex.org/W2034876082","https://openalex.org/W2092835476","https://openalex.org/W2107240838","https://openalex.org/W2114475956","https://openalex.org/W2219959730","https://openalex.org/W2403676394","https://openalex.org/W2551814622","https://openalex.org/W2613427450","https://openalex.org/W2730619644","https://openalex.org/W2770265919","https://openalex.org/W2898416305","https://openalex.org/W2903126221","https://openalex.org/W2919115771","https://openalex.org/W2982160266","https://openalex.org/W2993580201","https://openalex.org/W2995012499","https://openalex.org/W3012561096","https://openalex.org/W3045994693","https://openalex.org/W3047774572","https://openalex.org/W3089996841","https://openalex.org/W3098960801","https://openalex.org/W3137591415","https://openalex.org/W3200342782","https://openalex.org/W4250661196","https://openalex.org/W4287597878","https://openalex.org/W6785797667"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2800155864","https://openalex.org/W2955267291","https://openalex.org/W2770413419","https://openalex.org/W4200623496","https://openalex.org/W4322624379","https://openalex.org/W2294708870","https://openalex.org/W3157606747","https://openalex.org/W2402098947"],"abstract_inverted_index":{"In":[0],"this":[1],"work":[2],"we":[3],"propose":[4],"a":[5,52,84],"new":[6],"methodology":[7,63],"for":[8],"neural":[9],"network":[10],"hardware":[11,102],"implementation":[12],"based":[13],"on":[14],"an":[15],"efficient":[16],"combination":[17],"of":[18,32,36],"Stochastic":[19,48],"Computing":[20,49],"and":[21,46,54,101],"Morphological":[22],"Neural":[23],"Networks":[24],"(MNN).":[25],"The":[26,60],"main":[27],"reasons":[28],"behind":[29],"the":[30,86],"use":[31],"morphological":[33],"neurons":[34],"instead":[35],"conventional":[37],"ones":[38],"are":[39,43],"that":[40,47],"activation":[41],"functions":[42],"not":[44],"necessary":[45],"emerges":[50],"as":[51,74],"natural":[53],"compact":[55],"way":[56],"to":[57,91],"implement":[58],"MNN.":[59],"proposed":[61,87],"design":[62,88],"has":[64],"been":[65],"verified":[66],"by":[67],"implementing":[68],"classical":[69],"pattern":[70],"recognition":[71,81],"problems":[72],"such":[73],"Fisher\u2019s":[75],"IRIS":[76],"dataset":[77],"or":[78],"handwritten":[79],"digit":[80],"problems.":[82],"As":[83],"result,":[85],"is":[89],"able":[90],"provide":[92],"competitive":[93],"accuracy":[94],"results":[95],"along":[96],"with":[97],"higher":[98],"energy":[99],"efficiency":[100],"compactness":[103],"than":[104],"other":[105],"alternatives.":[106]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}