{"id":"https://openalex.org/W2804747647","doi":"https://doi.org/10.3390/a11060078","title":"A Modified Artificial Bee Colony Algorithm Based on the Self-Learning Mechanism","display_name":"A Modified Artificial Bee Colony Algorithm Based on the Self-Learning Mechanism","publication_year":2018,"publication_date":"2018-05-24","ids":{"openalex":"https://openalex.org/W2804747647","doi":"https://doi.org/10.3390/a11060078","mag":"2804747647"},"language":"en","primary_location":{"id":"doi:10.3390/a11060078","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a11060078","pdf_url":"https://www.mdpi.com/1999-4893/11/6/78/pdf?version=1527213247","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/11/6/78/pdf?version=1527213247","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022572413","display_name":"Bao Pang","orcid":"https://orcid.org/0000-0002-1172-1036"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bao Pang","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan 250061, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan 250061, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100651809","display_name":"Yong Song","orcid":"https://orcid.org/0000-0003-2505-2766"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I4210158823","display_name":"Weihai Science and Technology Bureau","ror":"https://ror.org/05mx4xx46","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210158823"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yong Song","raw_affiliation_strings":["School of Mechanical, Electrical and Information Engineering, Shandong University at Weihai, Weihai 264209, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong University at Weihai, Weihai 264209, China","institution_ids":["https://openalex.org/I154099455","https://openalex.org/I4210158823"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084281207","display_name":"Chengjin Zhang","orcid":"https://orcid.org/0000-0002-0066-2114"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I4210158823","display_name":"Weihai Science and Technology Bureau","ror":"https://ror.org/05mx4xx46","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210158823"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengjin Zhang","raw_affiliation_strings":["School of Mechanical, Electrical and Information Engineering, Shandong University at Weihai, Weihai 264209, China"],"raw_orcid":"https://orcid.org/0000-0002-0066-2114","affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong University at Weihai, Weihai 264209, China","institution_ids":["https://openalex.org/I154099455","https://openalex.org/I4210158823"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100617350","display_name":"Hongling Wang","orcid":"https://orcid.org/0000-0002-7259-9417"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongling Wang","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan 250061, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan 250061, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100693480","display_name":"Runtao Yang","orcid":"https://orcid.org/0000-0001-7542-1692"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I4210158823","display_name":"Weihai Science and Technology Bureau","ror":"https://ror.org/05mx4xx46","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210158823"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Runtao Yang","raw_affiliation_strings":["School of Mechanical, Electrical and Information Engineering, Shandong University at Weihai, Weihai 264209, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong University at Weihai, Weihai 264209, China","institution_ids":["https://openalex.org/I154099455","https://openalex.org/I4210158823"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100651809"],"corresponding_institution_ids":["https://openalex.org/I154099455","https://openalex.org/I4210158823"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1782},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1782},"fwci":0.9332,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.81854702,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"11","issue":"6","first_page":"78","last_page":"78"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9998000264167786,"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":0.9998000264167786,"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/T12391","display_name":"Artificial Immune Systems Applications","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T13717","display_name":"Advanced Algorithms and Applications","score":0.9656999707221985,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7701048254966736},{"id":"https://openalex.org/keywords/artificial-bee-colony-algorithm","display_name":"Artificial bee colony algorithm","score":0.6958747506141663},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6818413734436035},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5552327036857605},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.539229154586792},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4799545109272003},{"id":"https://openalex.org/keywords/operator","display_name":"Operator (biology)","score":0.44712740182876587},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37603914737701416},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22928839921951294}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7701048254966736},{"id":"https://openalex.org/C97133563","wikidata":"https://www.wikidata.org/wiki/Q4801057","display_name":"Artificial bee colony algorithm","level":2,"score":0.6958747506141663},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6818413734436035},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5552327036857605},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.539229154586792},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4799545109272003},{"id":"https://openalex.org/C17020691","wikidata":"https://www.wikidata.org/wiki/Q139677","display_name":"Operator (biology)","level":5,"score":0.44712740182876587},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37603914737701416},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22928839921951294},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C158448853","wikidata":"https://www.wikidata.org/wiki/Q425218","display_name":"Repressor","level":4,"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/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C86339819","wikidata":"https://www.wikidata.org/wiki/Q407384","display_name":"Transcription factor","level":3,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/a11060078","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a11060078","pdf_url":"https://www.mdpi.com/1999-4893/11/6/78/pdf?version=1527213247","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b5a168683eba4c64b713e6f820f59455","is_oa":false,"landing_page_url":"https://doaj.org/article/b5a168683eba4c64b713e6f820f59455","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms, Vol 11, Iss 6, p 78 (2018)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1999-4893/11/6/78/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/a11060078","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms; Volume 11; Issue 6; Pages: 78","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/a11060078","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a11060078","pdf_url":"https://www.mdpi.com/1999-4893/11/6/78/pdf?version=1527213247","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1354026499","display_name":null,"funder_award_id":"ZR2015PF009","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G8932005972","display_name":null,"funder_award_id":"61573213","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/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W919304072","https://openalex.org/W1595159159","https://openalex.org/W1696380714","https://openalex.org/W1816275442","https://openalex.org/W1977042441","https://openalex.org/W1988285822","https://openalex.org/W2010059576","https://openalex.org/W2011890778","https://openalex.org/W2018571946","https://openalex.org/W2033731173","https://openalex.org/W2038609634","https://openalex.org/W2040675064","https://openalex.org/W2046224350","https://openalex.org/W2047626401","https://openalex.org/W2049450500","https://openalex.org/W2108388069","https://openalex.org/W2116604903","https://openalex.org/W2134843175","https://openalex.org/W2143560894","https://openalex.org/W2170486501","https://openalex.org/W2411885377","https://openalex.org/W2478604003","https://openalex.org/W2531229959","https://openalex.org/W2556663394","https://openalex.org/W2576697527","https://openalex.org/W2602223190","https://openalex.org/W2766703688","https://openalex.org/W2789813974","https://openalex.org/W6682642761"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W3083944492","https://openalex.org/W2745001401","https://openalex.org/W4321353415","https://openalex.org/W2130974462","https://openalex.org/W972276598","https://openalex.org/W2944955692","https://openalex.org/W4246352526","https://openalex.org/W2028665553","https://openalex.org/W4230315250"],"abstract_inverted_index":{"Artificial":[0],"bee":[1],"colony":[2],"(ABC)":[3],"algorithm,":[4,12],"a":[5,67,149,173],"novel":[6],"category":[7],"of":[8,61,94,175,185,189],"bionic":[9],"intelligent":[10],"optimization":[11,19,33],"was":[13],"achieved":[14],"for":[15],"solving":[16],"complex":[17],"nonlinear":[18],"problems.":[20],"Previous":[21],"studies":[22],"have":[23],"shown":[24],"that":[25,197],"ABC":[26,69],"algorithm":[27,70,200],"is":[28,88,156],"competitive":[29,207],"to":[30,42,103,140,159],"other":[31,206],"biological-inspired":[32],"algorithms,":[34],"but":[35,54,135],"there":[36],"still":[37],"exist":[38],"several":[39],"insufficiencies":[40],"due":[41],"the":[43,62,73,81,109,138,143,154,160,183,187,190,198],"inefficient":[44],"solution":[45],"search":[46],"equation":[47],"(SSE),":[48],"which":[49,116],"does":[50],"well":[51],"in":[52,56,164],"exploration":[53,91,105,132],"poorly":[55],"exploitation.":[57],"To":[58],"improve":[59],"accuracy":[60],"solutions,":[63],"this":[64],"paper":[65,147],"proposes":[66,148],"modified":[68],"based":[71],"on":[72,172],"self-learning":[74,151],"mechanism":[75],"(SLABC)":[76],"with":[77,112,121,182,205],"five":[78],"SSEs":[79],"as":[80],"candidate":[82],"operator":[83],"pool;":[84],"among":[85],"them,":[86],"one":[87],"good":[89,97],"at":[90,98,168],"and":[92,106,124,133],"two":[93],"them":[95],"are":[96,179],"exploitation;":[99,107],"another":[100],"SSE":[101,111,155],"intends":[102],"balance":[104,131],"moreover,":[108],"last":[110],"L\u00e9vy":[113],"flight":[114],"step-size":[115,120,126],"can":[117,130],"generate":[118],"smaller":[119],"high":[122],"frequency":[123],"bigger":[125],"occasionally":[127],"not":[128],"only":[129],"exploitation":[134],"also":[136],"possesses":[137],"ability":[139],"escape":[141],"from":[142],"local":[144],"optimum.":[145],"This":[146],"simple":[150],"mechanism,":[152],"wherein":[153],"selected":[157],"according":[158],"previous":[161],"success":[162],"ratio":[163],"generating":[165],"promising":[166],"solutions":[167],"each":[169],"iteration.":[170],"Experiments":[171],"set":[174],"9":[176],"benchmark":[177],"functions":[178],"carried":[180],"out":[181],"purpose":[184],"evaluating":[186],"performance":[188],"proposed":[191],"method.":[192],"The":[193],"experimental":[194],"results":[195],"illustrated":[196],"SLABC":[199],"achieves":[201],"significant":[202],"improvement":[203],"compared":[204],"algorithms.":[208]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2018-06-01T00:00:00"}