{"id":"https://openalex.org/W4392797048","doi":"https://doi.org/10.1109/iscmi59957.2023.10458597","title":"Using \u03bc Genetic Algorithms for Hyper-heuristic Development: A Preliminary Study on Bin Packing Problems","display_name":"Using \u03bc Genetic Algorithms for Hyper-heuristic Development: A Preliminary Study on Bin Packing Problems","publication_year":2023,"publication_date":"2023-11-25","ids":{"openalex":"https://openalex.org/W4392797048","doi":"https://doi.org/10.1109/iscmi59957.2023.10458597"},"language":"en","primary_location":{"id":"doi:10.1109/iscmi59957.2023.10458597","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscmi59957.2023.10458597","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 10th International Conference on Soft Computing &amp;amp; Machine Intelligence (ISCMI)","raw_type":"proceedings-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/A5027131130","display_name":"Jos\u00e9 Carlos Ort\u00edz-Bayliss","orcid":"https://orcid.org/0000-0003-3408-2166"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 C. Ortiz-Bayliss","raw_affiliation_strings":["Tecnologico de Monterrey, School of Engineering and Sciences,Monterrey,Mexico,64849"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, School of Engineering and Sciences,Monterrey,Mexico,64849","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065387561","display_name":"Julio Ju\u00e1rez","orcid":"https://orcid.org/0000-0001-8748-3807"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Julio Ju\u00e1rez","raw_affiliation_strings":["Tecnologico de Monterrey, School of Engineering and Sciences,Monterrey,Mexico,64849"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, School of Engineering and Sciences,Monterrey,Mexico,64849","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072644624","display_name":"Jes\u00fas Guillermo Falc\u00f3n-Cardona","orcid":"https://orcid.org/0000-0003-1131-098X"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jes\u00fas Guillermo Falc\u00f3n-Cardona","raw_affiliation_strings":["Tecnologico de Monterrey, School of Engineering and Sciences,Monterrey,Mexico,64849"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, School of Engineering and Sciences,Monterrey,Mexico,64849","institution_ids":["https://openalex.org/I98461037"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5643,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.74724797,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"54","last_page":"58"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12176","display_name":"Optimization and Packing Problems","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T12176","display_name":"Optimization and Packing Problems","score":0.9995999932289124,"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/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.9991000294685364,"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/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9973999857902527,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/bin-packing-problem","display_name":"Bin packing problem","score":0.9088137149810791},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.642578125},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6059787273406982},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.6036206483840942},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5350599884986877},{"id":"https://openalex.org/keywords/development","display_name":"Development (topology)","score":0.44497525691986084},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4439904987812042},{"id":"https://openalex.org/keywords/bin","display_name":"Bin","score":0.41564565896987915},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.245720773935318},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22256168723106384},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.12543410062789917}],"concepts":[{"id":"https://openalex.org/C87219788","wikidata":"https://www.wikidata.org/wiki/Q814581","display_name":"Bin packing problem","level":3,"score":0.9088137149810791},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.642578125},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6059787273406982},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.6036206483840942},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5350599884986877},{"id":"https://openalex.org/C2776542497","wikidata":"https://www.wikidata.org/wiki/Q5266672","display_name":"Development (topology)","level":2,"score":0.44497525691986084},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4439904987812042},{"id":"https://openalex.org/C156273044","wikidata":"https://www.wikidata.org/wiki/Q4913766","display_name":"Bin","level":2,"score":0.41564565896987915},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.245720773935318},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22256168723106384},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.12543410062789917},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscmi59957.2023.10458597","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscmi59957.2023.10458597","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 10th International Conference on Soft Computing &amp;amp; Machine Intelligence (ISCMI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W16292936","https://openalex.org/W1531863828","https://openalex.org/W1547788791","https://openalex.org/W1561435851","https://openalex.org/W1820078070","https://openalex.org/W2030856354","https://openalex.org/W2064992881","https://openalex.org/W2072441740","https://openalex.org/W2091244131","https://openalex.org/W2131422526","https://openalex.org/W2140759234","https://openalex.org/W2342137734","https://openalex.org/W2346152773","https://openalex.org/W2464289836","https://openalex.org/W2596388212","https://openalex.org/W2753452838","https://openalex.org/W2793096833","https://openalex.org/W2914874978","https://openalex.org/W2967783393","https://openalex.org/W3000633136","https://openalex.org/W3098074841","https://openalex.org/W3120145015","https://openalex.org/W3168727836","https://openalex.org/W3199008318","https://openalex.org/W3210440504","https://openalex.org/W4323643765","https://openalex.org/W4386035002","https://openalex.org/W6631854281","https://openalex.org/W7064179693"],"related_works":["https://openalex.org/W2797538013","https://openalex.org/W2026961896","https://openalex.org/W173368591","https://openalex.org/W2034272113","https://openalex.org/W2138242427","https://openalex.org/W2104955674","https://openalex.org/W4288260564","https://openalex.org/W2068892231","https://openalex.org/W2096053066","https://openalex.org/W2001915926"],"abstract_inverted_index":{"Hyper-heuristics":[0],"have":[1,55],"gained":[2],"attention":[3],"from":[4,32],"the":[5,8,33,48,65,97,103,112],"community":[6],"in":[7,115],"last":[9],"decade,":[10],"given":[11],"their":[12],"capability":[13],"to":[14,30,59,84],"deal":[15],"with":[16],"complex":[17],"combinatorial":[18],"problems.":[19],"Although":[20,52],"they":[21,26],"do":[22],"not":[23],"guarantee":[24],"optimality,":[25],"provide":[27],"a":[28,78],"mechanism":[29],"benefit":[31],"strengths":[34],"of":[35,67],"different":[36],"heuristics":[37,113],"and":[38,102],"obtain":[39],"good-quality":[40],"solutions.":[41],"So,":[42],"by":[43],"selectively":[44],"applying":[45],"such":[46],"heuristics,":[47],"search":[49],"is":[50,71,109],"optimized.":[51],"evolutionary":[53],"algorithms":[54],"successfully":[56],"been":[57],"used":[58],"generate":[60],"hyper-heuristics":[61],"for":[62],"various":[63],"problems,":[64],"number":[66],"objective":[68],"function":[69],"evaluations":[70],"always":[72],"an":[73],"issue.":[74],"We":[75,92],"propose":[76],"using":[77],"<tex":[79],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[80],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\mu$</tex>":[81],"Genetic":[82],"Algorithm":[83],"address":[85],"this":[86,107],"severe":[87],"criticism":[88],"when":[89],"producing":[90],"hyper-heuristics.":[91],"tested":[93],"our":[94],"approach":[95,108],"on":[96],"one-dimensional":[98],"Bin":[99],"Packing":[100],"Problem,":[101],"results":[104],"suggest":[105],"that":[106],"competitive":[110],"concerning":[111],"applied":[114],"isolation.":[116]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}