{"id":"https://openalex.org/W4391791474","doi":"https://doi.org/10.1109/tsmc.2024.3357872","title":"Data-Driven Robust Multimodal Multiobjective Particle Swarm Optimization","display_name":"Data-Driven Robust Multimodal Multiobjective Particle Swarm Optimization","publication_year":2024,"publication_date":"2024-02-13","ids":{"openalex":"https://openalex.org/W4391791474","doi":"https://doi.org/10.1109/tsmc.2024.3357872"},"language":"en","primary_location":{"id":"doi:10.1109/tsmc.2024.3357872","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2024.3357872","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: Systems","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/A5072240057","display_name":"Honggui Han","orcid":"https://orcid.org/0000-0001-5617-4075"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Honggui Han","raw_affiliation_strings":["Faculty of Information Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Urban Mass Transit, Beijing University of Technology, Beijing, China","Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Urban Mass Transit, Faculty of Information Technology, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5617-4075","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Urban Mass Transit, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252","https://openalex.org/I4210100255"]},{"raw_affiliation_string":"Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Urban Mass Transit, Faculty of Information Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252","https://openalex.org/I4210100255"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100381389","display_name":"Yucheng Liu","orcid":"https://orcid.org/0000-0002-1799-0528"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yucheng Liu","raw_affiliation_strings":["Faculty of Information Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Urban Mass Transit, Beijing University of Technology, Beijing, China","Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Urban Mass Transit, Faculty of Information Technology, Beijing University of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Urban Mass Transit, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252","https://openalex.org/I4210100255"]},{"raw_affiliation_string":"Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Urban Mass Transit, Faculty of Information Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252","https://openalex.org/I4210100255"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073247985","display_name":"Ying Hou","orcid":"https://orcid.org/0000-0002-4480-476X"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Hou","raw_affiliation_strings":["Faculty of Information Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Urban Mass Transit, Beijing University of Technology, Beijing, China","Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Urban Mass Transit, Faculty of Information Technology, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-4480-476X","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Urban Mass Transit, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252","https://openalex.org/I4210100255"]},{"raw_affiliation_string":"Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Urban Mass Transit, Faculty of Information Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252","https://openalex.org/I4210100255"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055432844","display_name":"Junfei Qiao","orcid":"https://orcid.org/0000-0002-1707-6074"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junfei Qiao","raw_affiliation_strings":["Faculty of Information Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Urban Mass Transit, Beijing University of Technology, Beijing, China","Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Urban Mass Transit, Faculty of Information Technology, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-1707-6074","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Urban Mass Transit, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252","https://openalex.org/I4210100255"]},{"raw_affiliation_string":"Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Urban Mass Transit, Faculty of Information Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252","https://openalex.org/I4210100255"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.5723,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.90094779,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"54","issue":"5","first_page":"3231","last_page":"3243"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.8985999822616577,"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":0.8985999822616577,"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":0.8791000247001648,"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/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.7517681121826172},{"id":"https://openalex.org/keywords/multi-swarm-optimization","display_name":"Multi-swarm optimization","score":0.5817612409591675},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.5669726729393005},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5189146995544434},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.45388633012771606},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.41950419545173645},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2478606402873993},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20844680070877075},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.15797671675682068}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.7517681121826172},{"id":"https://openalex.org/C122357587","wikidata":"https://www.wikidata.org/wiki/Q6934508","display_name":"Multi-swarm optimization","level":3,"score":0.5817612409591675},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.5669726729393005},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5189146995544434},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.45388633012771606},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.41950419545173645},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2478606402873993},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20844680070877075},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.15797671675682068}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsmc.2024.3357872","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2024.3357872","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Clean water and sanitation","score":0.8600000143051147,"id":"https://metadata.un.org/sdg/6"}],"awards":[{"id":"https://openalex.org/G3338680186","display_name":null,"funder_award_id":"62125301","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3929591211","display_name":null,"funder_award_id":"62021003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7438133095","display_name":null,"funder_award_id":"62103012","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7722303278","display_name":null,"funder_award_id":"KZ202110005009","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"},{"id":"https://openalex.org/G8605692028","display_name":null,"funder_award_id":"62373011","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G930322716","display_name":null,"funder_award_id":"61890930-5","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/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1976442029","https://openalex.org/W2094435766","https://openalex.org/W2166913352","https://openalex.org/W2344997942","https://openalex.org/W2415757063","https://openalex.org/W2555395830","https://openalex.org/W2588205825","https://openalex.org/W2606294877","https://openalex.org/W2753229393","https://openalex.org/W2769147442","https://openalex.org/W2791092744","https://openalex.org/W2803896320","https://openalex.org/W2808804982","https://openalex.org/W2883039463","https://openalex.org/W2883485678","https://openalex.org/W2894081182","https://openalex.org/W2899519149","https://openalex.org/W2904997552","https://openalex.org/W2909854249","https://openalex.org/W2946326476","https://openalex.org/W2947446743","https://openalex.org/W2966238001","https://openalex.org/W2979640675","https://openalex.org/W2991453000","https://openalex.org/W3094311502","https://openalex.org/W3096193467","https://openalex.org/W3113348940","https://openalex.org/W3128828167","https://openalex.org/W3134467796","https://openalex.org/W3148028933","https://openalex.org/W3160947956","https://openalex.org/W3174538964","https://openalex.org/W3195389912","https://openalex.org/W3195493248","https://openalex.org/W3201248352","https://openalex.org/W4280541266","https://openalex.org/W4285263436","https://openalex.org/W4312775002","https://openalex.org/W4313399458","https://openalex.org/W4376506406"],"related_works":["https://openalex.org/W2006324351","https://openalex.org/W2965421953","https://openalex.org/W2349895019","https://openalex.org/W2950423922","https://openalex.org/W2116074880","https://openalex.org/W2161494499","https://openalex.org/W2121780490","https://openalex.org/W2070977815","https://openalex.org/W2137136732","https://openalex.org/W2132113279"],"abstract_inverted_index":{"For":[0],"the":[1,8,60,67,82,94,119,126,152],"data-driven":[2,158],"multimodal":[3,32,136,163],"multiobjective":[4,33,135,164],"optimization":[5,36],"problems":[6,138],"(MMOPs),":[7],"inevitable":[9],"uncertainties":[10],"will":[11],"lead":[12],"to":[13,40,56,65,87,101,112,161],"distortion":[14],"of":[15,63,69,128,134,149,154],"multiple":[16],"peak":[17],"landscapes,":[18],"thus":[19],"causing":[20],"slow":[21,42],"convergence":[22,103],"in":[23,48,59,97,132,156],"complex":[24],"landscapes.":[25],"To":[26],"solve":[27],"this":[28],"problem,":[29],"a":[30,51,106],"robust":[31],"particle":[34],"swarm":[35],"(RMMPSO)":[37],"is":[38,54,85,110,130],"designed":[39,86,111],"alleviate":[41],"convergence.":[43,74],"There":[44],"are":[45],"three":[46],"novelties":[47],"RMMPSO.":[49],"First,":[50],"perturbation":[52,58,83],"observer":[53],"proposed":[55],"detect":[57],"fixed":[61],"point":[62],"variance":[64],"evaluate":[66],"influences":[68],"disturbed":[70],"recording":[71],"position":[72],"on":[73,81],"Second,":[75],"an":[76],"adaptive":[77],"adjustment":[78],"mechanism,":[79],"based":[80],"observer,":[84],"obtain":[88],"reasonable":[89],"search":[90,113],"ranges":[91],"and":[92,142],"suppress":[93],"abnormal":[95],"changes":[96],"convergence,":[98],"so":[99],"as":[100],"improve":[102],"performance.":[104],"Third,":[105],"Lipschitz-based":[107],"exploitation":[108],"strategy":[109],"for":[114],"reliable":[115],"solutions,":[116],"which":[117],"reduces":[118],"optimal":[120],"offset":[121],"caused":[122],"by":[123],"uncertainties.":[124],"Finally,":[125],"effectiveness":[127],"RMMPSO":[129,155],"demonstrated":[131],"terms":[133],"benchmark":[137],"with":[139],"uncertain":[140],"components":[141],"wastewater":[143],"treatment":[144],"simulation":[145],"platform.":[146],"The":[147],"results":[148],"experiments":[150],"demonstrate":[151],"superiority":[153],"solving":[157],"MMOPs":[159],"compared":[160],"state-of-the-art":[162],"algorithms.":[165]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
