{"id":"https://openalex.org/W3201208428","doi":"https://doi.org/10.1109/access.2021.3113323","title":"A Modified Manta Ray Foraging Optimization for Global Optimization Problems","display_name":"A Modified Manta Ray Foraging Optimization for Global Optimization Problems","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3201208428","doi":"https://doi.org/10.1109/access.2021.3113323","mag":"3201208428"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3113323","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3113323","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2021.3113323","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049618244","display_name":"Andi Tang","orcid":"https://orcid.org/0000-0003-4694-5053"},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Andi Tang","raw_affiliation_strings":["Aeronautics Engineering College, Air Force Engineering University, Xi\u2019an 710038, China. (e-mail: 418932433@qq.com)","Air Force Engineering University, Xi&#x2019;an, China","ORCiD"],"affiliations":[{"raw_affiliation_string":"Aeronautics Engineering College, Air Force Engineering University, Xi\u2019an 710038, China. (e-mail: 418932433@qq.com)","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Air Force Engineering University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"ORCiD","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045517614","display_name":"Huan Zhou","orcid":"https://orcid.org/0000-0002-0185-3289"},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huan Zhou","raw_affiliation_strings":["Aeronautics Engineering College, Air Force Engineering University, Xi\u2019an 710038, China","Aeronautics Engineering College, Air Force Engineering University, Xi'an 710038, China"],"affiliations":[{"raw_affiliation_string":"Aeronautics Engineering College, Air Force Engineering University, Xi\u2019an 710038, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Aeronautics Engineering College, Air Force Engineering University, Xi'an 710038, China","institution_ids":["https://openalex.org/I4210104252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033916596","display_name":"Tong Han","orcid":"https://orcid.org/0000-0001-6632-7119"},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tong Han","raw_affiliation_strings":["Aeronautics Engineering College, Air Force Engineering University, Xi\u2019an 710038, China","Aeronautics Engineering College, Air Force Engineering University, Xi'an 710038, China"],"affiliations":[{"raw_affiliation_string":"Aeronautics Engineering College, Air Force Engineering University, Xi\u2019an 710038, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Aeronautics Engineering College, Air Force Engineering University, Xi'an 710038, China","institution_ids":["https://openalex.org/I4210104252"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100668968","display_name":"Lei Xie","orcid":"https://orcid.org/0000-0002-8837-8977"},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Xie","raw_affiliation_strings":["Aeronautics Engineering College, Air Force Engineering University, Xi\u2019an 710038, China","Aeronautics Engineering College, Air Force Engineering University, Xi'an 710038, China"],"affiliations":[{"raw_affiliation_string":"Aeronautics Engineering College, Air Force Engineering University, Xi\u2019an 710038, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Aeronautics Engineering College, Air Force Engineering University, Xi'an 710038, China","institution_ids":["https://openalex.org/I4210104252"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5049618244"],"corresponding_institution_ids":["https://openalex.org/I4210104252"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":6.2995,"has_fulltext":false,"cited_by_count":70,"citation_normalized_percentile":{"value":0.97052057,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"9","issue":null,"first_page":"128702","last_page":"128721"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9979000091552734,"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":0.9979000091552734,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9912999868392944,"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/T10963","display_name":"Advanced Optimization Algorithms Research","score":0.9732000231742859,"subfield":{"id":"https://openalex.org/subfields/2612","display_name":"Numerical Analysis"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/foraging","display_name":"Foraging","score":0.7063771486282349},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5867379307746887},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4016009569168091},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16962981224060059},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.11003890633583069},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.09871602058410645}],"concepts":[{"id":"https://openalex.org/C165287380","wikidata":"https://www.wikidata.org/wiki/Q2916569","display_name":"Foraging","level":2,"score":0.7063771486282349},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5867379307746887},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4016009569168091},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16962981224060059},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.11003890633583069},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.09871602058410645}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2021.3113323","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3113323","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:6f9bd785ee124dba82da6792977db4e7","is_oa":true,"landing_page_url":"https://doaj.org/article/6f9bd785ee124dba82da6792977db4e7","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 9, Pp 128702-128721 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3113323","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3113323","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8048082150","display_name":null,"funder_award_id":"2021JM-224","funder_id":"https://openalex.org/F4320324173","funder_display_name":"Natural Science Foundation of Shaanxi Province"},{"id":"https://openalex.org/G8146784298","display_name":null,"funder_award_id":"2020JQ-481","funder_id":"https://openalex.org/F4320324173","funder_display_name":"Natural Science Foundation of Shaanxi Province"},{"id":"https://openalex.org/G8987102063","display_name":null,"funder_award_id":"62101590","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/F4320324173","display_name":"Natural Science Foundation of Shaanxi Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":75,"referenced_works":["https://openalex.org/W883434633","https://openalex.org/W1424196965","https://openalex.org/W1576660662","https://openalex.org/W1596914020","https://openalex.org/W1597134548","https://openalex.org/W1606402766","https://openalex.org/W1929236209","https://openalex.org/W1972279253","https://openalex.org/W1977065655","https://openalex.org/W1981482533","https://openalex.org/W1987092188","https://openalex.org/W2004906124","https://openalex.org/W2007351764","https://openalex.org/W2012115555","https://openalex.org/W2015512846","https://openalex.org/W2015808650","https://openalex.org/W2027382431","https://openalex.org/W2031183907","https://openalex.org/W2034988449","https://openalex.org/W2039577332","https://openalex.org/W2056811412","https://openalex.org/W2060621627","https://openalex.org/W2061438946","https://openalex.org/W2072955302","https://openalex.org/W2080195234","https://openalex.org/W2086717587","https://openalex.org/W2095532426","https://openalex.org/W2096166399","https://openalex.org/W2096673585","https://openalex.org/W2102343719","https://openalex.org/W2143055330","https://openalex.org/W2143560894","https://openalex.org/W2147271386","https://openalex.org/W2149815769","https://openalex.org/W2152195021","https://openalex.org/W2156773695","https://openalex.org/W2168081761","https://openalex.org/W2171211995","https://openalex.org/W2191258242","https://openalex.org/W2220913511","https://openalex.org/W2232317135","https://openalex.org/W2290883490","https://openalex.org/W2475367780","https://openalex.org/W2529521565","https://openalex.org/W2543580944","https://openalex.org/W2555292760","https://openalex.org/W2585392941","https://openalex.org/W2606276573","https://openalex.org/W2617252996","https://openalex.org/W2738900493","https://openalex.org/W2783827472","https://openalex.org/W2829538282","https://openalex.org/W2885435316","https://openalex.org/W2886499297","https://openalex.org/W2903572049","https://openalex.org/W2919979744","https://openalex.org/W2921893399","https://openalex.org/W2944829093","https://openalex.org/W2946329373","https://openalex.org/W2973125877","https://openalex.org/W2982453621","https://openalex.org/W2996850699","https://openalex.org/W2998553334","https://openalex.org/W3007907254","https://openalex.org/W3014974411","https://openalex.org/W3041737808","https://openalex.org/W3048311949","https://openalex.org/W3082421430","https://openalex.org/W3100933494","https://openalex.org/W3108925078","https://openalex.org/W3111362875","https://openalex.org/W3119051141","https://openalex.org/W3119316557","https://openalex.org/W3121642757","https://openalex.org/W4234632613"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4200081355","https://openalex.org/W3081944365","https://openalex.org/W2135179174","https://openalex.org/W1932300341","https://openalex.org/W2294784349","https://openalex.org/W2890381285","https://openalex.org/W1979659965"],"abstract_inverted_index":{"The":[0,169,184,218],"Manta":[1,23],"ray":[2],"foraging":[3,19,59],"optimization":[4],"(MRFO)":[5],"is":[6,13,96,106,238],"a":[7,27,88,151],"novel":[8],"swarm-based":[9],"metaheuristic":[10],"optimizer.":[11],"It":[12],"mainly":[14],"modeled":[15],"by":[16,38,174,192,212],"simulating":[17],"three":[18,92,214],"behaviors":[20],"of":[21,33,45,56,76,126,137,186,206,235],"the":[22,49,53,63,70,74,81,124,130,135,140,158,162,187,204,223,233],"rays,":[24],"which":[25],"has":[26],"good":[28],"performance.":[29],"However,":[30],"several":[31],"drawbacks":[32],"MRFO":[34,90],"have":[35,202],"been":[36],"noticed":[37],"analyzing":[39],"its":[40],"mathematical":[41],"model.":[42],"Random":[43],"selection":[44],"reference":[46],"points":[47],"in":[48,80,98,108,129,139,227],"early":[50,131],"iterations":[51,132],"weakens":[52],"exploitation":[54,113,138],"capability":[55],"MRFO.":[57,236],"Chain":[58],"tends":[60],"to":[61,111,156,166,208],"lead":[62],"algorithm":[64,71],"into":[65],"local":[66],"optimum.":[67],"In":[68],"addition,":[69],"suffers":[72],"from":[73],"deficiency":[75],"decreasing":[77],"population":[78,164],"diversity":[79],"late":[82],"iteration.":[83],"To":[84],"address":[85],"these":[86],"shortcomings,":[87],"modified":[89],"using":[91,116,161],"strategies,":[93],"called":[94],"m-MRFO,":[95],"proposed":[97,226],"this":[99,109,228],"paper.":[100],"An":[101],"elite":[102],"search":[103],"pool":[104],"(ESP)":[105],"established":[107],"paper":[110,229],"enhance":[112,134],"capability.":[114],"By":[115],"adaptive":[117],"control":[118],"parameter":[119],"strategies":[120],"(ACP),":[121],"we":[122,149,201],"expand":[123],"range":[125],"MRFO\u2019s":[127],"exploration":[128],"and":[133,145,180,197],"accuracy":[136],"later":[141],"iterations,":[142],"balancing":[143],"exploiting":[144],"exploring":[146],"capabilities.":[147],"Furthermore,":[148],"use":[150],"distribution":[152],"estimation":[153],"strategy":[154,225],"(DES)":[155],"adjust":[157],"evolutionary":[159],"direction":[160],"dominant":[163],"information":[165],"promote":[167],"convergence.":[168],"m-MRFO":[170,207,237],"performance":[171,234],"was":[172,189],"verified":[173,191],"selecting":[175],"23":[176],"classical":[177],"test":[178,182,196],"functions":[179],"CEC2017":[181],"suite.":[183],"significance":[185],"results":[188,220],"also":[190],"Friedman":[193],"test,":[194],"Wilcoxon":[195],"Iman-Davenport":[198],"test.":[199],"Moreover,":[200],"confirmed":[203],"potential":[205],"solve":[209],"real-world":[210],"problems":[211],"solving":[213],"engineering":[215],"design":[216],"problems.":[217],"simulation":[219],"show":[221],"that":[222],"improvement":[224],"can":[230],"effectively":[231],"improve":[232],"highly":[239],"competitive.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":23},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":3}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}
