{"id":"https://openalex.org/W1655377202","doi":"https://doi.org/10.1109/ijcnn.2015.7280658","title":"Gradient-descent-based learning in memristive crossbar arrays","display_name":"Gradient-descent-based learning in memristive crossbar arrays","publication_year":2015,"publication_date":"2015-07-01","ids":{"openalex":"https://openalex.org/W1655377202","doi":"https://doi.org/10.1109/ijcnn.2015.7280658","mag":"1655377202"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2015.7280658","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2015.7280658","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 International Joint Conference on Neural Networks (IJCNN)","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/A5065431780","display_name":"Manu V Nair","orcid":"https://orcid.org/0000-0002-0182-8358"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Manu V Nair","raw_affiliation_strings":["The University of Manchester, Manchester, Manchester, GB","[School of Electrical & Electronic Engineering, The University of Manchester, UK]"],"affiliations":[{"raw_affiliation_string":"The University of Manchester, Manchester, Manchester, GB","institution_ids":["https://openalex.org/I28407311"]},{"raw_affiliation_string":"[School of Electrical & Electronic Engineering, The University of Manchester, UK]","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057658631","display_name":"Piotr Dudek","orcid":"https://orcid.org/0000-0002-6511-6165"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Piotr Dudek","raw_affiliation_strings":["School of Electrical and Electronic Engineering, The University of Manchester, UK","[School of Electrical & Electronic Engineering, The University of Manchester, UK]"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, The University of Manchester, UK","institution_ids":["https://openalex.org/I28407311"]},{"raw_affiliation_string":"[School of Electrical & Electronic Engineering, The University of Manchester, UK]","institution_ids":["https://openalex.org/I28407311"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5065431780"],"corresponding_institution_ids":["https://openalex.org/I28407311"],"apc_list":null,"apc_paid":null,"fwci":2.2021,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.88433467,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"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/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9969000220298767,"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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.9955999851226807,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/crossbar-switch","display_name":"Crossbar switch","score":0.9601484537124634},{"id":"https://openalex.org/keywords/gradient-descent","display_name":"Gradient descent","score":0.8080415725708008},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7573957443237305},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5424633026123047},{"id":"https://openalex.org/keywords/memristor","display_name":"Memristor","score":0.515286922454834},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.49515238404273987},{"id":"https://openalex.org/keywords/stochastic-gradient-descent","display_name":"Stochastic gradient descent","score":0.46965116262435913},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.43168994784355164},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4108421802520752},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3239765763282776},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.28937721252441406},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.16718006134033203},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10558444261550903},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09523209929466248},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.06528612971305847}],"concepts":[{"id":"https://openalex.org/C29984679","wikidata":"https://www.wikidata.org/wiki/Q1929149","display_name":"Crossbar switch","level":2,"score":0.9601484537124634},{"id":"https://openalex.org/C153258448","wikidata":"https://www.wikidata.org/wiki/Q1199743","display_name":"Gradient descent","level":3,"score":0.8080415725708008},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7573957443237305},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5424633026123047},{"id":"https://openalex.org/C150072547","wikidata":"https://www.wikidata.org/wiki/Q212923","display_name":"Memristor","level":2,"score":0.515286922454834},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.49515238404273987},{"id":"https://openalex.org/C206688291","wikidata":"https://www.wikidata.org/wiki/Q7617819","display_name":"Stochastic gradient descent","level":3,"score":0.46965116262435913},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.43168994784355164},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4108421802520752},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3239765763282776},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.28937721252441406},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.16718006134033203},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10558444261550903},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09523209929466248},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.06528612971305847},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/ijcnn.2015.7280658","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2015.7280658","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/44f1f098-a642-46aa-ae73-7cd09f653e1b","is_oa":false,"landing_page_url":"https://research.manchester.ac.uk/en/publications/44f1f098-a642-46aa-ae73-7cd09f653e1b","pdf_url":null,"source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Nair, M V & Dudek, P 2015, Gradient-descent-based learning in memristive crossbar arrays. in International Joint Conference on Neural Networks, IJCNN 2015 . IEEE, International Joint Conference on Neural Networks, IJCNN 2015, 1/01/24. https://doi.org/10.1109/IJCNN.2015.7280658","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pure.atira.dk:publications/44f1f098-a642-46aa-ae73-7cd09f653e1b","is_oa":false,"landing_page_url":"https://www.research.manchester.ac.uk/portal/en/publications/gradientdescentbased-learning-in-memristive-crossbar-arrays(44f1f098-a642-46aa-ae73-7cd09f653e1b).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Nair, M V & Dudek, P 2015, Gradient-descent-based learning in memristive crossbar arrays. in International Joint Conference on Neural Networks, IJCNN 2015 . IEEE, International Joint Conference on Neural Networks, IJCNN 2015, 1/01/24. https://doi.org/10.1109/IJCNN.2015.7280658","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5090599605","display_name":null,"funder_award_id":"EP/G035806/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W171068589","https://openalex.org/W1570411240","https://openalex.org/W1974899890","https://openalex.org/W1990404128","https://openalex.org/W2004640050","https://openalex.org/W2016922062","https://openalex.org/W2018774711","https://openalex.org/W2025636917","https://openalex.org/W2028673792","https://openalex.org/W2059888459","https://openalex.org/W2062244941","https://openalex.org/W2067242107","https://openalex.org/W2070956511","https://openalex.org/W2076310721","https://openalex.org/W2085908116","https://openalex.org/W2096286660","https://openalex.org/W2101834447","https://openalex.org/W2112181056","https://openalex.org/W2127621215","https://openalex.org/W2129936377","https://openalex.org/W2139203854","https://openalex.org/W2145073242","https://openalex.org/W2155954834","https://openalex.org/W2162811812","https://openalex.org/W6606943435","https://openalex.org/W6634165055","https://openalex.org/W6679054363","https://openalex.org/W6681651645","https://openalex.org/W6684103517"],"related_works":["https://openalex.org/W3164474614","https://openalex.org/W2171130799","https://openalex.org/W2005875039","https://openalex.org/W2015477599","https://openalex.org/W2548135880","https://openalex.org/W2144085790","https://openalex.org/W3177379469","https://openalex.org/W2516929886","https://openalex.org/W4253441086","https://openalex.org/W2942778963"],"abstract_inverted_index":{"This":[0],"paper":[1],"describes":[2],"techniques":[3],"to":[4,71],"implement":[5],"gradient-descent-based":[6],"machine":[7],"learning":[8],"algorithms":[9],"on":[10,57,74,80],"crossbar":[11,106,120],"arrays":[12,107],"made":[13],"of":[14,33,51,59,77,92,119,130],"memristors":[15],"or":[16],"other":[17],"analog":[18],"memory":[19,121],"devices.":[20],"We":[21,47],"introduce":[22],"the":[23,34,49,60,75,85,90,99,125,131],"Unregulated":[24],"Step":[25],"Descent":[26],"(USD)":[27],"algorithm,":[28,37],"which":[29],"is":[30],"an":[31],"approximation":[32],"steepest":[35],"descent":[36],"and":[38,54,66,123,128],"discuss":[39,48,97],"how":[40,84,98],"it":[41],"addresses":[42],"various":[43],"hardware":[44,126],"implementation":[45],"issues.":[46],"effect":[50,76,91],"device":[52,78,93],"parameters":[53,79],"their":[55],"variability":[56],"performance":[58],"algorithm":[61,87,101],"by":[62],"using":[63,108],"artificially":[64],"generated":[65],"real-world":[67],"datasets.":[68],"In":[69],"addition":[70],"providing":[72],"insights":[73],"learning,":[81],"we":[82,96],"illustrate":[83],"USD":[86,100],"partially":[88],"offsets":[89],"variability.":[94],"Finally,":[95],"can":[102],"be":[103],"implemented":[104],"in":[105],"a":[109],"simple":[110],"4-phase":[111],"training":[112,132],"scheme.":[113],"The":[114],"method":[115],"allows":[116],"parallel":[117],"update":[118],"elements":[122],"reduces":[124],"cost":[127],"complexity":[129],"architecture":[133],"significantly.":[134]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
