{"id":"https://openalex.org/W2004239948","doi":"https://doi.org/10.4304/jcp.6.5.913-922","title":"Lifecycle-based Swarm Optimization Method for Constrained Optimization","display_name":"Lifecycle-based Swarm Optimization Method for Constrained Optimization","publication_year":2011,"publication_date":"2011-05-03","ids":{"openalex":"https://openalex.org/W2004239948","doi":"https://doi.org/10.4304/jcp.6.5.913-922","mag":"2004239948"},"language":"en","primary_location":{"id":"doi:10.4304/jcp.6.5.913-922","is_oa":false,"landing_page_url":"https://doi.org/10.4304/jcp.6.5.913-922","pdf_url":null,"source":{"id":"https://openalex.org/S77894049","display_name":"Journal of Computers","issn_l":"1796-203X","issn":["1796-203X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318660","host_organization_name":"Academy Publisher","host_organization_lineage":["https://openalex.org/P4310318660"],"host_organization_lineage_names":["Academy Publisher"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computers","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/A5057256869","display_name":"Hai Shen","orcid":"https://orcid.org/0000-0002-2102-0372"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hai Shen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054038105","display_name":"Yunlong Zhu","orcid":"https://orcid.org/0000-0002-8460-2820"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yunlong Zhu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100764366","display_name":"Jin Li","orcid":"https://orcid.org/0000-0002-6033-0381"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li Jin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5075613260","display_name":"Hai-Feng Guo","orcid":"https://orcid.org/0000-0002-7558-8465"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Haifeng Guo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7255,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.86341459,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"6","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9997000098228455,"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/T10567","display_name":"Vehicle Routing Optimization Methods","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9860000014305115,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6999807357788086},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5757654905319214},{"id":"https://openalex.org/keywords/swarm-behaviour","display_name":"Swarm behaviour","score":0.5642842054367065},{"id":"https://openalex.org/keywords/multi-swarm-optimization","display_name":"Multi-swarm optimization","score":0.5565193891525269},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.45780134201049805},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.35711002349853516},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.22034278512001038},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19533178210258484},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.15438956022262573}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6999807357788086},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5757654905319214},{"id":"https://openalex.org/C181335050","wikidata":"https://www.wikidata.org/wiki/Q14915018","display_name":"Swarm behaviour","level":2,"score":0.5642842054367065},{"id":"https://openalex.org/C122357587","wikidata":"https://www.wikidata.org/wiki/Q6934508","display_name":"Multi-swarm optimization","level":3,"score":0.5565193891525269},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.45780134201049805},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.35711002349853516},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.22034278512001038},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19533178210258484},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.15438956022262573}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.4304/jcp.6.5.913-922","is_oa":false,"landing_page_url":"https://doi.org/10.4304/jcp.6.5.913-922","pdf_url":null,"source":{"id":"https://openalex.org/S77894049","display_name":"Journal of Computers","issn_l":"1796-203X","issn":["1796-203X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318660","host_organization_name":"Academy Publisher","host_organization_lineage":["https://openalex.org/P4310318660"],"host_organization_lineage_names":["Academy Publisher"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production","score":0.5299999713897705}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W373450089","https://openalex.org/W1544815196","https://openalex.org/W1567738939","https://openalex.org/W1575018707","https://openalex.org/W1995858328","https://openalex.org/W2017880785","https://openalex.org/W2038659300","https://openalex.org/W2038984515","https://openalex.org/W2082878954","https://openalex.org/W2104266972","https://openalex.org/W2111563176","https://openalex.org/W2117918005","https://openalex.org/W2141394518","https://openalex.org/W2145479420","https://openalex.org/W2146551925","https://openalex.org/W2151339633","https://openalex.org/W2164531580","https://openalex.org/W2164655924","https://openalex.org/W2205636741","https://openalex.org/W2362288367","https://openalex.org/W2617045890","https://openalex.org/W4205961728","https://openalex.org/W6634594497","https://openalex.org/W6784782791"],"related_works":["https://openalex.org/W2161494499","https://openalex.org/W2911636622","https://openalex.org/W2138977542","https://openalex.org/W3135446416","https://openalex.org/W3095745430","https://openalex.org/W1980766827","https://openalex.org/W2791328260","https://openalex.org/W4375949242","https://openalex.org/W3217415483","https://openalex.org/W4285677055"],"abstract_inverted_index":{"Each\u00a0":[0],"biologic\u00a0":[1,23],"must\u00a0":[2],"go\u00a0":[3],"through\u00a0":[4],"a\u00a0":[5,29,162],"process\u00a0":[6],"from":[7],"birth,":[8],"growth,":[9],"reproduction":[10],"until":[11],"death,":[12],"this":[13,55],"process":[14],"known":[15],"as\u00a0":[16],"life\u00a0":[17,24],"cycle.\u00a0":[18],"This\u00a0":[19],"paper\u00a0":[20],"borrows\u00a0":[21],"the\u00a0":[22,57,92,130,154],"cycle":[25],"theory\u00a0":[26],"to\u00a0":[27,61],"propose\u00a0":[28],"Lifecycle-based\u00a0":[30],"Swarm\u00a0":[31],"Optimization":[32],"(LSO)":[33],"algorithm.":[34],"Based":[35],"on":[36],"some":[37],"features":[38],"of\u00a0":[39,127,139,143],"life":[40],"cycle,":[41],"LSO":[42],"designs":[43],"six":[44],"optimization":[45,64],"operators:":[46],"chemotactic,":[47],"assimilation,":[48],"transposition,\u00a0":[49],"crossover,\u00a0":[50],"selection\u00a0":[51],"and\u00a0":[52,77,95,135],"mutation.\u00a0":[53],"In\u00a0":[54],"paper,\u00a0":[56],"capability\u00a0":[58],"of\u00a0the\u00a0":[59],"LSO\u00a0":[60,89,109,128,160],"address\u00a0":[62],"constrained":[63,169],"problem":[65,121],"was":[66],"investigated.":[67],"Firstly,":[68],"the":[69,115],"proposed":[70],"method\u00a0":[71],"was\u00a0":[72,110],"test\u00a0":[73],"on\u00a0":[74,101],"some\u00a0":[75],"well-known\u00a0":[76],"widely\u00a0":[78],"used":[79,112],"benchmark\u00a0":[80,150],"problems.":[81,170],"When\u00a0compared\u00a0":[82],"with\u00a0":[83],"PSO,\u00a0":[84],"we\u00a0":[85],"can":[86],"see\u00a0":[87],"that\u00a0":[88,159],"can\u00a0":[90],"obtain\u00a0":[91],"better\u00a0":[93],"solution\u00a0":[94],"lower":[96],"standard\u00a0":[97],"deviation\u00a0":[98],"than\u00a0":[99],"PSO\u00a0":[100],"many\u00a0":[102],"different\u00a0":[103],"types\u00a0":[104,142],"of":[105],"constrained\u00a0":[106],"optimization\u00a0problems.\u00a0":[107],"Finally,\u00a0":[108],"also":[111],"for":[113,118,167],"seeking":[114],"optimal":[116],"route":[117,120],"vehicle":[119],"in\u00a0":[122],"logistics\u00a0":[123],"system.\u00a0":[124],"The\u00a0":[125,137],"result\u00a0":[126],"is\u00a0":[129,161],"best\u00a0":[131],"when":[132],"comparing\u00a0":[133],"with\u00a0PSO\u00a0":[134],"GA.\u00a0":[136],"results\u00a0":[138],"above\u00a0":[140],"two":[141],"experiments,":[144],"which\u00a0":[145],"include\u00a0":[146],"not\u00a0":[147],"only\u00a0\u00a0the\u00a0":[148],"ordinary":[149],"problem\u00a0":[151],"but\u00a0":[152],"also\u00a0":[153],"practical\u00a0":[155],"problems\u00a0":[156],"in":[157],"engineering,\u00a0demonstrate\u00a0":[158],"competitive\u00a0":[163],"and":[164],"effective":[165],"approach":[166],"solving":[168]},"counts_by_year":[{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}