{"id":"https://openalex.org/W4399718585","doi":"https://doi.org/10.1093/jcde/qwae055","title":"Many-objective artificial hummingbird algorithm: an effective many-objective algorithm for engineering design problems","display_name":"Many-objective artificial hummingbird algorithm: an effective many-objective algorithm for engineering design problems","publication_year":2024,"publication_date":"2024-06-14","ids":{"openalex":"https://openalex.org/W4399718585","doi":"https://doi.org/10.1093/jcde/qwae055"},"language":"en","primary_location":{"id":"doi:10.1093/jcde/qwae055","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwae055","pdf_url":"https://academic.oup.com/jcde/advance-article-pdf/doi/10.1093/jcde/qwae055/58238397/qwae055.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://academic.oup.com/jcde/advance-article-pdf/doi/10.1093/jcde/qwae055/58238397/qwae055.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073167751","display_name":"Kanak Kalita","orcid":"https://orcid.org/0000-0001-9289-9495"},"institutions":[{"id":"https://openalex.org/I101407740","display_name":"Chandigarh University","ror":"https://ror.org/05t4pvx35","country_code":"IN","type":"education","lineage":["https://openalex.org/I101407740"]},{"id":"https://openalex.org/I1330855593","display_name":"Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology","ror":"https://ror.org/05bc5bx80","country_code":"IN","type":"education","lineage":["https://openalex.org/I1330855593"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Kanak Kalita","raw_affiliation_strings":["Department of Mechanical Engineering, Vel Tech Rangarajan Dr Sagunthala R&D Institute of Science and Technology , Avadi 600062 , India","University Centre for Research & Development, Chandigarh University , Mohali 140413 , India","Department of Mechanical Engineering, Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Avadi 600 062, India"],"raw_orcid":"https://orcid.org/0000-0001-9289-9495","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Vel Tech Rangarajan Dr Sagunthala R&D Institute of Science and Technology , Avadi 600062 , India","institution_ids":["https://openalex.org/I1330855593"]},{"raw_affiliation_string":"University Centre for Research & Development, Chandigarh University , Mohali 140413 , India","institution_ids":["https://openalex.org/I101407740"]},{"raw_affiliation_string":"Department of Mechanical Engineering, Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Avadi 600 062, India","institution_ids":["https://openalex.org/I1330855593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066826293","display_name":"Pradeep Jangir","orcid":"https://orcid.org/0000-0001-6944-4775"},"institutions":[{"id":"https://openalex.org/I85461943","display_name":"Saveetha University","ror":"https://ror.org/0034me914","country_code":"IN","type":"education","lineage":["https://openalex.org/I85461943"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pradeep Jangir","raw_affiliation_strings":["Department of Biosciences, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences , Chennai 602105 , India"],"raw_orcid":"https://orcid.org/0000-0001-6944-4775","affiliations":[{"raw_affiliation_string":"Department of Biosciences, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences , Chennai 602105 , India","institution_ids":["https://openalex.org/I85461943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028865939","display_name":"Sundaram B. Pandya","orcid":"https://orcid.org/0000-0002-3336-3786"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sundaram B Pandya","raw_affiliation_strings":["Department of Electrical Engineering, Shri K.J. Polytechnic , Bharuch 392001 , India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Shri K.J. Polytechnic , Bharuch 392001 , India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086551021","display_name":"R\u00f3bert \u010cep","orcid":"https://orcid.org/0000-0001-9610-4215"},"institutions":[{"id":"https://openalex.org/I142208455","display_name":"VSB - Technical University of Ostrava","ror":"https://ror.org/05x8mcb75","country_code":"CZ","type":"education","lineage":["https://openalex.org/I142208455"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Robert \u010cep","raw_affiliation_strings":["Department of Machining, Assembly and Engineering Metrology, Faculty of Mechanical Engineering, VSB-Technical University of Ostrava , Ostrava 70800 , Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Machining, Assembly and Engineering Metrology, Faculty of Mechanical Engineering, VSB-Technical University of Ostrava , Ostrava 70800 , Czech Republic","institution_ids":["https://openalex.org/I142208455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023403556","display_name":"Laith Abualigah","orcid":"https://orcid.org/0000-0002-2203-4549"},"institutions":[{"id":"https://openalex.org/I146367977","display_name":"Applied Science Private University","ror":"https://ror.org/01ah6nb52","country_code":"JO","type":"education","lineage":["https://openalex.org/I146367977"]},{"id":"https://openalex.org/I27570832","display_name":"Jadara University","ror":"https://ror.org/001drnv35","country_code":"JO","type":"education","lineage":["https://openalex.org/I27570832"]},{"id":"https://openalex.org/I31079310","display_name":"Al al-Bayt University","ror":"https://ror.org/028jh2126","country_code":"JO","type":"education","lineage":["https://openalex.org/I31079310"]},{"id":"https://openalex.org/I72264486","display_name":"University of Tabuk","ror":"https://ror.org/04yej8x59","country_code":"SA","type":"education","lineage":["https://openalex.org/I72264486"]},{"id":"https://openalex.org/I91633459","display_name":"Middle East University","ror":"https://ror.org/059bgad73","country_code":"JO","type":"education","lineage":["https://openalex.org/I91633459"]}],"countries":["JO","SA"],"is_corresponding":false,"raw_author_name":"Laith Abualigah","raw_affiliation_strings":["Applied Science Research Center, Applied Science Private University , Amman 11931 , Jordan","Artificial Intelligence and Sensing Technologies (AIST) Research Center, University of Tabuk , Tabuk 71491 , Saudi Arabia","Computer Science Department, Al al-Bayt University , Mafraq 25113 , Jordan","Jadara Research Center, Jadara University , Irbid 21110 , Jordan","MEU Research Unit, Middle East University , Amman 11831 , Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Science Research Center, Applied Science Private University , Amman 11931 , Jordan","institution_ids":["https://openalex.org/I146367977"]},{"raw_affiliation_string":"Artificial Intelligence and Sensing Technologies (AIST) Research Center, University of Tabuk , Tabuk 71491 , Saudi Arabia","institution_ids":["https://openalex.org/I72264486"]},{"raw_affiliation_string":"Computer Science Department, Al al-Bayt University , Mafraq 25113 , Jordan","institution_ids":["https://openalex.org/I31079310"]},{"raw_affiliation_string":"Jadara Research Center, Jadara University , Irbid 21110 , Jordan","institution_ids":["https://openalex.org/I27570832"]},{"raw_affiliation_string":"MEU Research Unit, Middle East University , Amman 11831 , Jordan","institution_ids":["https://openalex.org/I91633459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036598764","display_name":"Hazem Migdady","orcid":"https://orcid.org/0000-0003-1174-9239"},"institutions":[{"id":"https://openalex.org/I197507618","display_name":"Oman Medical College","ror":"https://ror.org/00eckk830","country_code":"OM","type":"healthcare","lineage":["https://openalex.org/I197507618"]}],"countries":["OM"],"is_corresponding":false,"raw_author_name":"Hazem Migdady","raw_affiliation_strings":["CSMIS Department, Oman College of Management and Technology , Barka 320 , Oman"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSMIS Department, Oman College of Management and Technology , Barka 320 , Oman","institution_ids":["https://openalex.org/I197507618"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026428185","display_name":"Mohammad Sh. Daoud","orcid":"https://orcid.org/0000-0003-2682-9231"},"institutions":[{"id":"https://openalex.org/I161913731","display_name":"Al Ain University","ror":"https://ror.org/023abrt21","country_code":"AE","type":"education","lineage":["https://openalex.org/I161913731"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohammad Sh Daoud","raw_affiliation_strings":["College of Engineering, Al Ain University , Abu Dhabi 112612 , United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering, Al Ain University , Abu Dhabi 112612 , United Arab Emirates","institution_ids":["https://openalex.org/I161913731"]}]}],"institutions":[],"countries_distinct_count":6,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5073167751"],"corresponding_institution_ids":["https://openalex.org/I101407740","https://openalex.org/I1330855593"],"apc_list":{"value":1650,"currency":"USD","value_usd":1650},"apc_paid":{"value":1650,"currency":"USD","value_usd":1650},"fwci":3.1113,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.92384651,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"11","issue":"4","first_page":"16","last_page":"39"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9991000294685364,"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":0.9991000294685364,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9695000052452087,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.951200008392334,"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/sorting","display_name":"Sorting","score":0.7135348916053772},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6439981460571289},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.6400432586669922},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.594318151473999},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5087214112281799},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5085252523422241},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5072938799858093},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.49027493596076965},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.46203187108039856},{"id":"https://openalex.org/keywords/sorting-algorithm","display_name":"Sorting algorithm","score":0.4385163187980652},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4369089603424072},{"id":"https://openalex.org/keywords/hummingbird","display_name":"Hummingbird","score":0.4186442196369171},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.27607619762420654},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2622188925743103}],"concepts":[{"id":"https://openalex.org/C111696304","wikidata":"https://www.wikidata.org/wiki/Q2303697","display_name":"Sorting","level":2,"score":0.7135348916053772},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6439981460571289},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6400432586669922},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.594318151473999},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5087214112281799},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5085252523422241},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5072938799858093},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.49027493596076965},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.46203187108039856},{"id":"https://openalex.org/C108094655","wikidata":"https://www.wikidata.org/wiki/Q181593","display_name":"Sorting algorithm","level":3,"score":0.4385163187980652},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4369089603424072},{"id":"https://openalex.org/C2780610420","wikidata":"https://www.wikidata.org/wiki/Q43624","display_name":"Hummingbird","level":2,"score":0.4186442196369171},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.27607619762420654},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2622188925743103},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","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/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1093/jcde/qwae055","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwae055","pdf_url":"https://academic.oup.com/jcde/advance-article-pdf/doi/10.1093/jcde/qwae055/58238397/qwae055.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"},{"id":"pmh:oai:dspace.vsb.cz:10084/158379","is_oa":true,"landing_page_url":"http://hdl.handle.net/10084/158379","pdf_url":null,"source":{"id":"https://openalex.org/S4306401668","display_name":"DSpace V\u0160B-TUO (V\u0160B-TUO)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I142208455","host_organization_name":"VSB - Technical University of Ostrava","host_organization_lineage":["https://openalex.org/I142208455"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Peer-reviewed"}],"best_oa_location":{"id":"doi:10.1093/jcde/qwae055","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwae055","pdf_url":"https://academic.oup.com/jcde/advance-article-pdf/doi/10.1093/jcde/qwae055/58238397/qwae055.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.6700000166893005,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320311649","display_name":"Ministry of Education","ror":"https://ror.org/036nq5137"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399718585.pdf"},"referenced_works_count":66,"referenced_works":["https://openalex.org/W1553373771","https://openalex.org/W1662894842","https://openalex.org/W2022485595","https://openalex.org/W2023685757","https://openalex.org/W2025525377","https://openalex.org/W2058142975","https://openalex.org/W2071694551","https://openalex.org/W2075220263","https://openalex.org/W2117362819","https://openalex.org/W2120091775","https://openalex.org/W2143381319","https://openalex.org/W2312339748","https://openalex.org/W2324246482","https://openalex.org/W2343601797","https://openalex.org/W2466060750","https://openalex.org/W2495093152","https://openalex.org/W2520973147","https://openalex.org/W2556421959","https://openalex.org/W2556798807","https://openalex.org/W2592966456","https://openalex.org/W2751605210","https://openalex.org/W2799991731","https://openalex.org/W2802800902","https://openalex.org/W2808807389","https://openalex.org/W2888338796","https://openalex.org/W2918702815","https://openalex.org/W2998757713","https://openalex.org/W3011016572","https://openalex.org/W3033720139","https://openalex.org/W3089913216","https://openalex.org/W3095748321","https://openalex.org/W3128499486","https://openalex.org/W3207282689","https://openalex.org/W3211434935","https://openalex.org/W4212936493","https://openalex.org/W4239037608","https://openalex.org/W4254020119","https://openalex.org/W4280537970","https://openalex.org/W4292674593","https://openalex.org/W4293198317","https://openalex.org/W4306246986","https://openalex.org/W4306928238","https://openalex.org/W4310052030","https://openalex.org/W4317038489","https://openalex.org/W4319778046","https://openalex.org/W4366256686","https://openalex.org/W4366572385","https://openalex.org/W4366597092","https://openalex.org/W4385355643","https://openalex.org/W4386160671","https://openalex.org/W4386275648","https://openalex.org/W4387340406","https://openalex.org/W4387757448","https://openalex.org/W4388713823","https://openalex.org/W4390660405","https://openalex.org/W4391146722","https://openalex.org/W4393098575","https://openalex.org/W4393333926","https://openalex.org/W6603949535","https://openalex.org/W6638887577","https://openalex.org/W6639034105","https://openalex.org/W6677467926","https://openalex.org/W6684212943","https://openalex.org/W6771600955","https://openalex.org/W6771627385","https://openalex.org/W6842405213"],"related_works":["https://openalex.org/W2809748609","https://openalex.org/W3033694952","https://openalex.org/W2372558933","https://openalex.org/W2349288944","https://openalex.org/W2085265870","https://openalex.org/W797244100","https://openalex.org/W1999431223","https://openalex.org/W2043772124","https://openalex.org/W2801186172","https://openalex.org/W2367560286"],"abstract_inverted_index":{"Abstract":[0],"Many-objective":[1],"optimization":[2,67],"presents":[3],"unique":[4],"challenges":[5],"in":[6,24,84,145],"balancing":[7],"diversity":[8,159],"and":[9,79,97,101,123,142,151,160,186,199,202,257,281],"convergence":[10,74],"of":[11,32,64,212,278],"solutions.":[12],"Traditional":[13],"approaches":[14],"struggle":[15],"with":[16,130,196],"this":[17],"balance,":[18],"leading":[19,171],"to":[20,41,60,72,112,138,157,233,240,245,250,255,261,269],"suboptimal":[21],"solution":[22,77],"distributions":[23],"the":[25,36,62,85,114,119,121,139,146,213,266,271],"objective":[26,86,147],"space":[27],"especially":[28],"at":[29],"higher":[30],"number":[31],"objectives.":[33],"This":[34,46],"necessitates":[35],"need":[37],"for":[38,209],"innovative":[39],"strategies":[40,154],"adeptly":[42],"manage":[43],"these":[44],"complexities.":[45],"study":[47],"introduces":[48],"a":[49,81],"Many-Objective":[50,174,177],"Artificial":[51],"Hummingbird":[52],"Algorithm":[53,190],"(MaOAHA),":[54],"an":[55],"advanced":[56],"evolutionary":[57],"algorithm":[58],"designed":[59],"overcome":[61],"limitations":[63],"existing":[65],"many-objective":[66],"methods.":[68],"The":[69,104,163,192,216],"objectives":[70,201],"are":[71,135,155,207],"improve":[73],"rates,":[75],"maintain":[76,158],"diversity,":[78,280],"achieve":[80],"uniform":[82],"distribution":[83],"space.":[87,148],"MaOAHA":[88,168,222],"implements":[89],"information":[90],"feedback":[91],"mechanism":[92],"(IFM),":[93],"reference":[94],"point-based":[95,127],"selection":[96],"association,":[98],"non-dominated":[99,131],"sorting,":[100,132],"niche":[102],"preservation.":[103],"IFM":[105],"utilizes":[106],"historical":[107],"data":[108],"from":[109],"previous":[110],"generations":[111],"inform":[113],"update":[115],"process,":[116],"thereby":[117],"improving":[118],"algorithm\u2019s":[120],"exploration":[122],"exploitation":[124],"capabilities.":[125],"Reference":[126,181],"selection,":[128],"along":[129],"ensures":[133],"solutions":[134],"both":[136],"close":[137],"Pareto":[140],"front":[141],"evenly":[143],"spread":[144,247],"Niche":[149],"preservation":[150],"density":[152],"estimation":[153],"employed":[156],"prevent":[161],"overcrowding.":[162],"comprehensive":[164],"experimental":[165],"analysis":[166],"benchmarks":[167],"against":[169],"four":[170],"algorithms":[172],"viz.":[173],"Gradient-Based":[175],"Optimizer,":[176,180],"Particle":[178],"Swarm":[179],"Vector":[182],"Guided":[183],"Evolutionary":[184],"Algorithm,":[185],"Nondominated":[187],"Sorting":[188],"Genetic":[189],"III.":[191],"DTLZ1\u2013DTLZ7":[193],"benchmark":[194],"sets":[195],"four,":[197],"six,":[198],"eight":[200],"five":[203],"real-world":[204],"problems":[205],"(RWMaOP1\u2013RWMaOP5)":[206],"considered":[208],"performance":[210],"assessment":[211],"selected":[214],"algorithms.":[215],"results":[217],"demonstrate":[218],"that":[219],"internal":[220],"parameter-free":[221],"significantly":[223],"outperforms":[224],"its":[225,275],"counterparts,":[226],"achieving":[227],"better":[228],"generational":[229,236],"distance":[230,237],"by":[231,238,243,248,253,259],"up":[232,239,244,249,254,260],"52.38%,":[234],"inverse":[235],"38.09%,":[241],"spacing":[242],"56%,":[246],"71.42%,":[251],"hypervolume":[252],"44%,":[256],"runtime":[258],"52%.":[262],"These":[263],"metrics":[264],"affirm":[265],"MaOAHA\u2019s":[267],"capability":[268],"enhance":[270],"decision-making":[272],"processes":[273],"through":[274],"adept":[276],"balance":[277],"convergence,":[279],"uniformity.":[282]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2024-06-17T00:00:00"}