{"id":"https://openalex.org/W4399422005","doi":"https://doi.org/10.1007/s40747-024-01489-x","title":"Improving two-layer encoding of evolutionary algorithms for sparse large-scale multiobjective optimization problems","display_name":"Improving two-layer encoding of evolutionary algorithms for sparse large-scale multiobjective optimization problems","publication_year":2024,"publication_date":"2024-06-07","ids":{"openalex":"https://openalex.org/W4399422005","doi":"https://doi.org/10.1007/s40747-024-01489-x"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-024-01489-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01489-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01489-x.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01489-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101702625","display_name":"Jing Jiang","orcid":"https://orcid.org/0000-0001-6715-2875"},"institutions":[{"id":"https://openalex.org/I46482218","display_name":"Anqing Normal University","ror":"https://ror.org/0127ytz78","country_code":"CN","type":"education","lineage":["https://openalex.org/I46482218"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jing Jiang","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Computing of Anhui Province, Anqing Normal University, Anqing, 246133, Anhui, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Computing of Anhui Province, Anqing Normal University, Anqing, 246133, Anhui, China","institution_ids":["https://openalex.org/I46482218"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024120827","display_name":"Huoyuan Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I46482218","display_name":"Anqing Normal University","ror":"https://ror.org/0127ytz78","country_code":"CN","type":"education","lineage":["https://openalex.org/I46482218"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huoyuan Wang","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Computing of Anhui Province, Anqing Normal University, Anqing, 246133, Anhui, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Computing of Anhui Province, Anqing Normal University, Anqing, 246133, Anhui, China","institution_ids":["https://openalex.org/I46482218"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104347253","display_name":"Juanjuan Hong","orcid":null},"institutions":[{"id":"https://openalex.org/I46482218","display_name":"Anqing Normal University","ror":"https://ror.org/0127ytz78","country_code":"CN","type":"education","lineage":["https://openalex.org/I46482218"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Juanjuan Hong","raw_affiliation_strings":["School of Foreign Languages, Anqing Normal University, Anqing, 246133, Anhui, China"],"affiliations":[{"raw_affiliation_string":"School of Foreign Languages, Anqing Normal University, Anqing, 246133, Anhui, China","institution_ids":["https://openalex.org/I46482218"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088555881","display_name":"Zhe Liu","orcid":"https://orcid.org/0000-0002-6750-8488"},"institutions":[{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]},{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Liu","raw_affiliation_strings":["Jiangsu Key Laboratory of Security Technology for Industrial Cyberspace, Zhenjiang, 212013, Jiangsu, China","School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang, 212013, Jiangsu, China"],"affiliations":[{"raw_affiliation_string":"Jiangsu Key Laboratory of Security Technology for Industrial Cyberspace, Zhenjiang, 212013, Jiangsu, China","institution_ids":["https://openalex.org/I4210096899"]},{"raw_affiliation_string":"School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang, 212013, Jiangsu, China","institution_ids":["https://openalex.org/I115592961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101984030","display_name":"Fei Han","orcid":"https://orcid.org/0000-0002-3402-6888"},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]},{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Han","raw_affiliation_strings":["Jiangsu Key Laboratory of Security Technology for Industrial Cyberspace, Zhenjiang, 212013, Jiangsu, China","School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang, 212013, Jiangsu, China"],"affiliations":[{"raw_affiliation_string":"Jiangsu Key Laboratory of Security Technology for Industrial Cyberspace, Zhenjiang, 212013, Jiangsu, China","institution_ids":["https://openalex.org/I4210096899"]},{"raw_affiliation_string":"School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang, 212013, Jiangsu, China","institution_ids":["https://openalex.org/I115592961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101702625"],"corresponding_institution_ids":["https://openalex.org/I46482218"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":1.8401,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.86299875,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"10","issue":"5","first_page":"6319","last_page":"6337"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9958000183105469,"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/T11798","display_name":"Optimal Experimental Design Methods","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7610077857971191},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.7378473281860352},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.6495555639266968},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.5543451309204102},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.551483154296875},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.5257112383842468},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5222559571266174},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.514693558216095},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.5146623253822327},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.48717185854911804},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.47941917181015015},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4166911840438843},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.31140172481536865},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19846481084823608}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7610077857971191},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.7378473281860352},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.6495555639266968},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.5543451309204102},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.551483154296875},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.5257112383842468},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5222559571266174},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.514693558216095},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.5146623253822327},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.48717185854911804},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.47941917181015015},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4166911840438843},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.31140172481536865},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19846481084823608},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"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/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-024-01489-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01489-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01489-x.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:4de1c2b237604cc6aaf9cb7d2ea29039","is_oa":true,"landing_page_url":"https://doaj.org/article/4de1c2b237604cc6aaf9cb7d2ea29039","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":"Complex & Intelligent Systems, Vol 10, Iss 5, Pp 6319-6337 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-024-01489-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01489-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01489-x.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5130603890","display_name":null,"funder_award_id":"62306013","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6109895777","display_name":null,"funder_award_id":"61976108","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"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399422005.pdf"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W2013885787","https://openalex.org/W2068115726","https://openalex.org/W2098907614","https://openalex.org/W2153654820","https://openalex.org/W2329749247","https://openalex.org/W2343601797","https://openalex.org/W2491167275","https://openalex.org/W2510493362","https://openalex.org/W2511789913","https://openalex.org/W2616257225","https://openalex.org/W2764251381","https://openalex.org/W2924984058","https://openalex.org/W2946739419","https://openalex.org/W2992170680","https://openalex.org/W3012911890","https://openalex.org/W3039743013","https://openalex.org/W3116987230","https://openalex.org/W3199466527","https://openalex.org/W3206292455","https://openalex.org/W3214943660","https://openalex.org/W4200344282","https://openalex.org/W4206289801","https://openalex.org/W4225130893","https://openalex.org/W4226148475","https://openalex.org/W4280526027","https://openalex.org/W4292087040","https://openalex.org/W4312501469","https://openalex.org/W4313812326","https://openalex.org/W4321766399","https://openalex.org/W4323315584","https://openalex.org/W4324125308","https://openalex.org/W4376874665","https://openalex.org/W4382933888","https://openalex.org/W4386051153","https://openalex.org/W4387006018","https://openalex.org/W4387027538","https://openalex.org/W4389552411"],"related_works":["https://openalex.org/W2090178682","https://openalex.org/W2001591765","https://openalex.org/W4241467429","https://openalex.org/W2906115061","https://openalex.org/W2977596624","https://openalex.org/W2073147994","https://openalex.org/W1588199609","https://openalex.org/W2145877535","https://openalex.org/W2744730182","https://openalex.org/W2384474142"],"abstract_inverted_index":{"Abstract":[0],"Sparse":[1],"large-scale":[2],"multiobjective":[3],"problems":[4],"(LSMOPs)":[5],"are":[6],"characterized":[7],"as":[8,176],"an":[9,58],"NP-hard":[10],"issue":[11],"that":[12],"undergoes":[13],"a":[14,32,73,89,97,103,152],"significant":[15],"presence":[16],"of":[17,43,53,114,125,133,144],"zero-valued":[18],"variables":[19,45],"in":[20,51,65],"Pareto":[21],"optimal":[22],"solutions.":[23],"In":[24],"solving":[25],"sparse":[26,193],"LSMOPs,":[27],"recent":[28],"studies":[29],"typically":[30],"employ":[31],"specialized":[33],"two-layer":[34,183],"encoding,":[35],"where":[36],"the":[37,41,47,62,66,93,108,112,118,123,126,131,134,139,142,158,177,182,187],"low-level":[38,63,127],"layer":[39,49,64,128],"undertakes":[40],"optimization":[42],"zero":[44,77,145],"and":[46,69,78,102,129,146,160,185],"high-level":[48,135],"is":[50],"charge":[52],"non-zero":[54,79,147],"variables.":[55,80,148],"However,":[56],"such":[57],"encoding":[59,184],"usually":[60],"puts":[61],"first":[67],"place":[68],"thus":[70,137],"cannot":[71],"achieve":[72,189],"balance":[74,140],"between":[75,92,141],"optimizing":[76],"To":[81],"this":[82,84],"end,":[83],"paper":[85],"proposes":[86],"to":[87],"build":[88],"two-way":[90,104,109],"association":[91,110],"two":[94,115],"layers":[95,116],"using":[96],"mutual":[98],"preference":[99],"calculation":[100],"method":[101],"matching":[105],"strategy.":[106],"Essentially,":[107],"balances":[111],"influence":[113],"on":[117,167,192],"encoded":[119],"individual":[120],"by":[121],"relaxing":[122],"control":[124,132],"enhancing":[130],"layer,":[136],"reaching":[138],"optimizations":[143],"Moreover,":[149],"we":[150],"propose":[151],"new":[153],"evolutionary":[154],"algorithm":[155,188],"equipped":[156],"with":[157,163],"modules":[159,179],"compare":[161],"it":[162],"several":[164],"state-of-the-art":[165],"algorithms":[166],"32":[168],"benchmark":[169],"problems.":[170],"Extensive":[171],"experiments":[172],"verify":[173],"its":[174],"effectiveness,":[175],"proposed":[178],"can":[180],"improve":[181],"help":[186],"superior":[190],"performance":[191],"LSMOPs.":[194]},"counts_by_year":[{"year":2025,"cited_by_count":5}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
