{"id":"https://openalex.org/W4408280919","doi":"https://doi.org/10.1109/access.2025.3549978","title":"Coupling Heterogeneous Neural Networks With Memristors","display_name":"Coupling Heterogeneous Neural Networks With Memristors","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408280919","doi":"https://doi.org/10.1109/access.2025.3549978"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3549978","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3549978","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3549978","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083264092","display_name":"Li Zhang","orcid":"https://orcid.org/0000-0003-1367-4031"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Li Zhang","raw_affiliation_strings":["School of Integrated Circuits, Anhui University, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-1367-4031","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Rongli Jiang","orcid":"https://orcid.org/0009-0002-4622-263X"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rongli Jiang","raw_affiliation_strings":["School of Integrated Circuits, Anhui University, Hefei, China"],"raw_orcid":"https://orcid.org/0009-0002-4622-263X","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031604002","display_name":"Yike Ma","orcid":"https://orcid.org/0009-0009-5590-7973"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yike Ma","raw_affiliation_strings":["School of Integrated Circuits, Anhui University, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114069646","display_name":"X. Pu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210152474","display_name":"China National Building Materials Group (China)","ror":"https://ror.org/05ve6g218","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210152474"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangkai Pu","raw_affiliation_strings":["China National Building Material (CNBM) Environmental Protection Research Institute (Jiangsu) Company Ltd., Yancheng, China","CNBM(China National Building Material Company Limited) Environmental Protection Research Institute (Jiangsu) Co., Ltd, Yancheng, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China National Building Material (CNBM) Environmental Protection Research Institute (Jiangsu) Company Ltd., Yancheng, China","institution_ids":["https://openalex.org/I4210152474"]},{"raw_affiliation_string":"CNBM(China National Building Material Company Limited) Environmental Protection Research Institute (Jiangsu) Co., Ltd, Yancheng, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100774468","display_name":"Zhong\u2010Yi Li","orcid":"https://orcid.org/0000-0003-0597-9054"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongyi Li","raw_affiliation_strings":["School of Integrated Circuits, Anhui University, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5083264092"],"corresponding_institution_ids":["https://openalex.org/I143868143"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.3062,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.79312051,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"53835","last_page":"53848"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9829000234603882,"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":0.9829000234603882,"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":0.9577999711036682,"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/memristor","display_name":"Memristor","score":0.7521591186523438},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6397362947463989},{"id":"https://openalex.org/keywords/coupling","display_name":"Coupling (piping)","score":0.6020092368125916},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5128974914550781},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.24783289432525635},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.20913761854171753},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19169697165489197},{"id":"https://openalex.org/keywords/quantum-mechanics","display_name":"Quantum mechanics","score":0.10359272360801697}],"concepts":[{"id":"https://openalex.org/C150072547","wikidata":"https://www.wikidata.org/wiki/Q212923","display_name":"Memristor","level":2,"score":0.7521591186523438},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6397362947463989},{"id":"https://openalex.org/C131584629","wikidata":"https://www.wikidata.org/wiki/Q4308705","display_name":"Coupling (piping)","level":2,"score":0.6020092368125916},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5128974914550781},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.24783289432525635},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.20913761854171753},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19169697165489197},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.10359272360801697},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3549978","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3549978","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:bb617067fa1a490a93c2975d65a52c92","is_oa":true,"landing_page_url":"https://doaj.org/article/bb617067fa1a490a93c2975d65a52c92","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 53835-53848 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3549978","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3549978","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.6200000047683716,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W2069717653","https://openalex.org/W2128084896","https://openalex.org/W2148606078","https://openalex.org/W2162651880","https://openalex.org/W2163057446","https://openalex.org/W2491679780","https://openalex.org/W2508602506","https://openalex.org/W2614541020","https://openalex.org/W2758885092","https://openalex.org/W2768228597","https://openalex.org/W2784881413","https://openalex.org/W2910857566","https://openalex.org/W3004899494","https://openalex.org/W3023762473","https://openalex.org/W3027469258","https://openalex.org/W3037806501","https://openalex.org/W3091225957","https://openalex.org/W3112050902","https://openalex.org/W3136426558","https://openalex.org/W4200227718","https://openalex.org/W4225384990","https://openalex.org/W4296705203","https://openalex.org/W4306175195","https://openalex.org/W4308531512","https://openalex.org/W4324393746","https://openalex.org/W4385320288","https://openalex.org/W4386143195","https://openalex.org/W4386600428","https://openalex.org/W4387973568","https://openalex.org/W4389683435","https://openalex.org/W4390775214","https://openalex.org/W4390776862","https://openalex.org/W4391053918","https://openalex.org/W4391722582","https://openalex.org/W4392738887","https://openalex.org/W4396807579","https://openalex.org/W4398216490","https://openalex.org/W4398977367","https://openalex.org/W4399419916","https://openalex.org/W4401247302","https://openalex.org/W4407247265","https://openalex.org/W4407792652"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4229452466","https://openalex.org/W2966276069","https://openalex.org/W2304829496","https://openalex.org/W2358307108","https://openalex.org/W3031124155","https://openalex.org/W2463286374","https://openalex.org/W2052332160"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"a":[3,32,57,119],"novel":[4],"approach":[5],"for":[6],"cascading":[7],"Hopfield":[8,43],"and":[9,34,44,65,87,98,146,153],"Hindmarsh-Rose":[10,45],"neural":[11,21,60],"networks":[12,46],"using":[13],"memristive":[14,37],"synapses.":[15],"The":[16,62,71,131],"model":[17],"integrates":[18],"two":[19,26],"distinct":[20],"networks,":[22],"each":[23],"consisting":[24],"of":[25,74,134],"identical":[27],"neurons.":[28],"First,":[29],"we":[30,106,117],"design":[31],"memristor":[33],"analyze":[35],"its":[36],"characteristics.":[38],"We":[39],"then":[40],"develop":[41],"the":[42,75,103,108,129,139],"with":[47],"dual":[48],"neurons,":[49],"utilizing":[50],"memristors":[51],"to":[52],"couple":[53],"these":[54],"sub-networks,":[55],"forming":[56],"new":[58],"four-neuron":[59],"network.":[61,130],"equilibrium":[63],"points":[64],"system":[66],"stability":[67],"are":[68],"thoroughly":[69],"analyzed.":[70],"dynamic":[72],"behavior":[73],"network":[76],"is":[77],"examined":[78],"through":[79],"bifurcation":[80,83],"diagrams,":[81,89],"two-parameter":[82],"plots,":[84],"Lyapunov":[85],"exponents,":[86],"phase":[88,109],"revealing":[90],"phenomena":[91],"such":[92],"as":[93],"chaos,":[94],"periodicity,":[95],"period-doubling":[96],"bifurcations,":[97],"alternating-period":[99],"chaos.":[100],"To":[101],"validate":[102],"numerical":[104],"simulations,":[105],"implement":[107],"diagram":[110],"on":[111],"an":[112],"STM32":[113],"hardware":[114],"platform.":[115],"Finally,":[116],"propose":[118],"DNA-based":[120],"image":[121],"encryption":[122],"algorithm":[123,140],"leveraging":[124],"chaotic":[125],"sequences":[126],"generated":[127],"by":[128],"performance":[132],"analysis":[133],"encrypted":[135],"images":[136],"demonstrates":[137],"that":[138],"offers":[141],"strong":[142],"robustness":[143],"during":[144],"transmission":[145],"effective":[147],"resistance":[148],"against":[149],"attacks,":[150],"ensuring":[151],"privacy":[152],"security.":[154]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
