{"id":"https://openalex.org/W4210425336","doi":"https://doi.org/10.1109/tevc.2022.3144419","title":"Memristor Parallel Computing for a Matrix-Friendly Genetic Algorithm","display_name":"Memristor Parallel Computing for a Matrix-Friendly Genetic Algorithm","publication_year":2022,"publication_date":"2022-01-21","ids":{"openalex":"https://openalex.org/W4210425336","doi":"https://doi.org/10.1109/tevc.2022.3144419"},"language":"en","primary_location":{"id":"doi:10.1109/tevc.2022.3144419","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2022.3144419","pdf_url":null,"source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Evolutionary Computation","raw_type":"journal-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/A5105821300","display_name":"Yongbin Yu","orcid":"https://orcid.org/0000-0001-6022-7504"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yongbin Yu","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022290016","display_name":"Jiehong Mo","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiehong Mo","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056713678","display_name":"Quanxin Deng","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Quanxin Deng","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073377159","display_name":"Chen Zhou","orcid":"https://orcid.org/0000-0002-2707-2624"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chen Zhou","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100334868","display_name":"Biao Li","orcid":"https://orcid.org/0000-0002-6827-5065"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Biao Li","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047146848","display_name":"Xiangxiang Wang","orcid":"https://orcid.org/0000-0001-9341-1068"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangxiang Wang","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041412936","display_name":"Nijing Yang","orcid":"https://orcid.org/0000-0001-5553-0031"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nijing Yang","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102930759","display_name":"Qian Tang","orcid":"https://orcid.org/0000-0002-0813-1537"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Tang","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003764862","display_name":"Feng Xiao","orcid":"https://orcid.org/0000-0002-2895-1727"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Feng","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5105821300"],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":null,"apc_paid":null,"fwci":1.9338,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.85482602,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"26","issue":"5","first_page":"901","last_page":"910"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9998999834060669,"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":0.9998999834060669,"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/T12676","display_name":"Machine Learning and ELM","score":0.9915000200271606,"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/T10320","display_name":"Neural Networks and Applications","score":0.9847999811172485,"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":0.6748819351196289},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6742360591888428},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5688396692276001},{"id":"https://openalex.org/keywords/matrix","display_name":"Matrix (chemical analysis)","score":0.5678591728210449},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5298811197280884},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5043550729751587},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.48639991879463196},{"id":"https://openalex.org/keywords/matrix-multiplication","display_name":"Matrix multiplication","score":0.46756798028945923},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.10277408361434937},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.09798732399940491},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09539124369621277}],"concepts":[{"id":"https://openalex.org/C150072547","wikidata":"https://www.wikidata.org/wiki/Q212923","display_name":"Memristor","level":2,"score":0.6748819351196289},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6742360591888428},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5688396692276001},{"id":"https://openalex.org/C106487976","wikidata":"https://www.wikidata.org/wiki/Q685816","display_name":"Matrix (chemical analysis)","level":2,"score":0.5678591728210449},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5298811197280884},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5043550729751587},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.48639991879463196},{"id":"https://openalex.org/C17349429","wikidata":"https://www.wikidata.org/wiki/Q1049914","display_name":"Matrix multiplication","level":3,"score":0.46756798028945923},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.10277408361434937},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.09798732399940491},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09539124369621277},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tevc.2022.3144419","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2022.3144419","pdf_url":null,"source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Evolutionary Computation","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2206166790","display_name":null,"funder_award_id":"2019YFG0190","funder_id":"https://openalex.org/F4320333335","funder_display_name":"Sichuan Province Science and Technology Support Program"},{"id":"https://openalex.org/G7789032690","display_name":null,"funder_award_id":"61550110248","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320333335","display_name":"Sichuan Province Science and Technology Support Program","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W1542981317","https://openalex.org/W1568888158","https://openalex.org/W1985868795","https://openalex.org/W2014402164","https://openalex.org/W2016070752","https://openalex.org/W2018774711","https://openalex.org/W2020355555","https://openalex.org/W2025535306","https://openalex.org/W2075846432","https://openalex.org/W2080219894","https://openalex.org/W2091872247","https://openalex.org/W2100645906","https://openalex.org/W2112181056","https://openalex.org/W2117766032","https://openalex.org/W2148497813","https://openalex.org/W2148633389","https://openalex.org/W2157371713","https://openalex.org/W2159899916","https://openalex.org/W2160635773","https://openalex.org/W2161366195","https://openalex.org/W2162036626","https://openalex.org/W2162651880","https://openalex.org/W2169962342","https://openalex.org/W2300135944","https://openalex.org/W2323986115","https://openalex.org/W2331061283","https://openalex.org/W2344713524","https://openalex.org/W2508602506","https://openalex.org/W2521039238","https://openalex.org/W2556583623","https://openalex.org/W2608111952","https://openalex.org/W2613989746","https://openalex.org/W2724669887","https://openalex.org/W2751845231","https://openalex.org/W2763472655","https://openalex.org/W2772085743","https://openalex.org/W2778935320","https://openalex.org/W2801239507","https://openalex.org/W2885159306","https://openalex.org/W2963552033","https://openalex.org/W2998216295","https://openalex.org/W2999254277","https://openalex.org/W3025736507","https://openalex.org/W3125908175","https://openalex.org/W3135491043","https://openalex.org/W3152570074","https://openalex.org/W3166817625","https://openalex.org/W3176061437","https://openalex.org/W4229976412","https://openalex.org/W4231671578","https://openalex.org/W4249247926","https://openalex.org/W6603224397","https://openalex.org/W7066667914"],"related_works":["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/W1925544630","https://openalex.org/W2004686618","https://openalex.org/W2883805925","https://openalex.org/W4285148873"],"abstract_inverted_index":{"Matrix":[0],"operation":[1],"is":[2,35,45,78,131,159],"easy":[3],"to":[4,141],"be":[5],"paralleled":[6],"by":[7,37,47],"hardware,":[8],"and":[9,40,73,88,127,134,170],"the":[10,33,41,52,62,66,95,100,104,107,117,125,143],"memristor":[11,108,112],"network":[12],"can":[13,70],"realize":[14],"a":[15,26,38,55,148],"parallel":[16],"matrix":[17,39,48,86,110],"computing":[18,129,135],"model":[19],"with":[20,51,162],"in-memory":[21,128],"computing.":[22],"This":[23,121],"article":[24],"proposes":[25],"matrix-friendly":[27],"genetic":[28,57],"algorithm":[29,58],"(MGA),":[30],"in":[31,109],"which":[32],"population":[34,44],"represented":[36],"evolution":[42],"of":[43,54,65,82,106,119,137,145,152],"realized":[46],"operations.":[49],"Compared":[50],"performance":[53],"baseline":[56,96],"(GA)":[59],"on":[60,85,156],"solving":[61],"maximum":[63],"value":[64],"binary":[67],"function,":[68],"MGA":[69,77,89],"converge":[71],"better":[72],"faster.":[74],"In":[75,139],"addition,":[76],"more":[79],"efficient":[80],"because":[81],"its":[83],"parallelism":[84],"operations,":[87,111],"runs":[90],"2.5":[91],"times":[92],"faster":[93],"than":[94],"GA":[97],"when":[98],"using":[99],"NumPy":[101],"library.":[102],"Considering":[103],"advantages":[105],"circuits":[113],"are":[114],"designed":[115],"for":[116],"deployment":[118,122],"MGA.":[120,138],"method":[123],"realizes":[124],"parallelization":[126],"(memristor":[130],"both":[132],"memory":[133],"unit)":[136],"order":[140],"verify":[142],"effectiveness":[144],"this":[146],"deployment,":[147],"feature":[149,164],"selection":[150,165],"experiment":[151],"logistic":[153],"regression":[154],"(LR)":[155],"Sonar":[157],"datasets":[158],"completed.":[160],"LR":[161],"MGA-based":[163],"uses":[166],"46":[167],"fewer":[168],"features":[169],"achieves":[171],"11.9%":[172],"higher":[173],"accuracy.":[174]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2}],"updated_date":"2026-03-26T15:22:09.906841","created_date":"2025-10-10T00:00:00"}
