{"id":"https://openalex.org/W3120145015","doi":"https://doi.org/10.1109/ssci47803.2020.9308538","title":"Discovering Action Regions for Solving the Bin Packing Problem through Hyper-heuristics","display_name":"Discovering Action Regions for Solving the Bin Packing Problem through Hyper-heuristics","publication_year":2020,"publication_date":"2020-12-01","ids":{"openalex":"https://openalex.org/W3120145015","doi":"https://doi.org/10.1109/ssci47803.2020.9308538","mag":"3120145015"},"language":"en","primary_location":{"id":"doi:10.1109/ssci47803.2020.9308538","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci47803.2020.9308538","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Symposium Series on Computational Intelligence (SSCI)","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":null,"display_name":"Arturo Silva-Galvez","orcid":null},"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":true,"raw_author_name":"Arturo Silva-Galvez","raw_affiliation_strings":["Tecnologico de Monterrey, School of Engineering and Sciences"],"affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, School of Engineering and Sciences","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047277677","display_name":"Jorge Orozco","orcid":"https://orcid.org/0000-0002-7196-3977"},"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":"Jorge Orozco-Sanchez","raw_affiliation_strings":["Tecnologico de Monterrey, School of Engineering and Sciences"],"affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, School of Engineering and Sciences","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087711878","display_name":"Lara-Cardenas Erick","orcid":"https://orcid.org/0000-0002-6357-4680"},"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":"Erick Lara-Cardenas","raw_affiliation_strings":["Tecnologico de Monterrey, School of Engineering and Sciences"],"affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, School of Engineering and Sciences","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","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":"Jose Carlos Ortiz-Bayliss","raw_affiliation_strings":["Tecnologico de Monterrey, School of Engineering and Sciences"],"affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, School of Engineering and Sciences","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040026225","display_name":"Iv\u00e1n Amaya","orcid":"https://orcid.org/0000-0002-8821-7137"},"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":"Ivan Amaya","raw_affiliation_strings":["Tecnologico de Monterrey, School of Engineering and Sciences"],"affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, School of Engineering and Sciences","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086193689","display_name":"Jorge M. Cruz\u2010Duarte","orcid":"https://orcid.org/0000-0003-4494-7864"},"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":"Jorge M. Cruz-Duarte","raw_affiliation_strings":["Tecnologico de Monterrey, School of Engineering and Sciences"],"affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, School of Engineering and Sciences","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049386377","display_name":"Hugo Terashima\u2010Mar\u00edn","orcid":"https://orcid.org/0000-0002-5320-0773"},"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":"Hugo Terashima-Marin","raw_affiliation_strings":["Tecnologico de Monterrey, School of Engineering and Sciences"],"affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, School of Engineering and Sciences","institution_ids":["https://openalex.org/I98461037"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I98461037"],"apc_list":null,"apc_paid":null,"fwci":0.542,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.75376184,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"822","last_page":"828"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12176","display_name":"Optimization and Packing Problems","score":0.9997000098228455,"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":0.9997000098228455,"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/T10567","display_name":"Vehicle Routing Optimization Methods","score":0.9975000023841858,"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":0.9851999878883362,"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/heuristics","display_name":"Heuristics","score":0.8995449542999268},{"id":"https://openalex.org/keywords/bin-packing-problem","display_name":"Bin packing problem","score":0.7514415383338928},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.6926693916320801},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6574157476425171},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.5625879168510437},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5437721610069275},{"id":"https://openalex.org/keywords/container","display_name":"Container (type theory)","score":0.4487069845199585},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4448363184928894},{"id":"https://openalex.org/keywords/hyper-heuristic","display_name":"Hyper-heuristic","score":0.4327646493911743},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.4108520746231079},{"id":"https://openalex.org/keywords/bin","display_name":"Bin","score":0.4058745801448822},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39620572328567505},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.26536497473716736},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24296453595161438},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07119274139404297}],"concepts":[{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.8995449542999268},{"id":"https://openalex.org/C87219788","wikidata":"https://www.wikidata.org/wiki/Q814581","display_name":"Bin packing problem","level":3,"score":0.7514415383338928},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.6926693916320801},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6574157476425171},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.5625879168510437},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5437721610069275},{"id":"https://openalex.org/C2781018962","wikidata":"https://www.wikidata.org/wiki/Q5164884","display_name":"Container (type theory)","level":2,"score":0.4487069845199585},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4448363184928894},{"id":"https://openalex.org/C117270229","wikidata":"https://www.wikidata.org/wiki/Q5957539","display_name":"Hyper-heuristic","level":5,"score":0.4327646493911743},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.4108520746231079},{"id":"https://openalex.org/C156273044","wikidata":"https://www.wikidata.org/wiki/Q4913766","display_name":"Bin","level":2,"score":0.4058745801448822},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39620572328567505},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.26536497473716736},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24296453595161438},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07119274139404297},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C188888258","wikidata":"https://www.wikidata.org/wiki/Q7353390","display_name":"Robot learning","level":4,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C19966478","wikidata":"https://www.wikidata.org/wiki/Q4810574","display_name":"Mobile robot","level":3,"score":0.0},{"id":"https://openalex.org/C90509273","wikidata":"https://www.wikidata.org/wiki/Q11012","display_name":"Robot","level":2,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ssci47803.2020.9308538","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci47803.2020.9308538","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Symposium Series on Computational Intelligence (SSCI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321739","display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda","ror":"https://ror.org/059ex5q34"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W26704448","https://openalex.org/W1668207500","https://openalex.org/W1974709582","https://openalex.org/W1976289370","https://openalex.org/W1996264924","https://openalex.org/W2013067314","https://openalex.org/W2026566141","https://openalex.org/W2042512761","https://openalex.org/W2044180942","https://openalex.org/W2072441740","https://openalex.org/W2073849744","https://openalex.org/W2091244131","https://openalex.org/W2105175235","https://openalex.org/W2131422526","https://openalex.org/W2140405352","https://openalex.org/W2151594935","https://openalex.org/W2151865372","https://openalex.org/W2161393961","https://openalex.org/W2342137734","https://openalex.org/W2347027478","https://openalex.org/W2403006405","https://openalex.org/W2464289836","https://openalex.org/W2510358055","https://openalex.org/W2580414719","https://openalex.org/W2594831561","https://openalex.org/W2603098331","https://openalex.org/W2606623026","https://openalex.org/W2748734647","https://openalex.org/W2753452838","https://openalex.org/W2781324069","https://openalex.org/W2783585128","https://openalex.org/W2793096833","https://openalex.org/W2888396351","https://openalex.org/W2891971415","https://openalex.org/W2904037980","https://openalex.org/W2904136820","https://openalex.org/W2942982669","https://openalex.org/W2967783393","https://openalex.org/W3144123408","https://openalex.org/W3145506661","https://openalex.org/W4242226605","https://openalex.org/W6713189077","https://openalex.org/W6735866399","https://openalex.org/W6743228126","https://openalex.org/W6757289598"],"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/W4288260564","https://openalex.org/W4255148175","https://openalex.org/W2971368033","https://openalex.org/W2001915926","https://openalex.org/W3034800622"],"abstract_inverted_index":{"Hyper-heuristics":[0],"represent":[1],"an":[2],"innovative":[3],"method":[4],"for":[5],"solving":[6],"hard":[7],"combinatorial":[8],"problems":[9],"such":[10,104],"as":[11,88],"the":[12,45,51,61,65,76,82,117,123,134],"Bin":[13],"Packing":[14],"Problem.":[15],"In":[16],"this":[17,54],"work,":[18],"we":[19,86,93,107],"propose":[20],"a":[21,39,48,101,109,152],"solution":[22,42,62],"model":[23,43,73],"that":[24,33,115],"incorporates":[25],"insights":[26],"from":[27],"unsupervised":[28],"learning":[29],"to":[30,64,80,138],"produce":[31],"solvers":[32],"base":[34],"their":[35],"decisions":[36],"on":[37,75,151],"maximizing":[38],"reward.":[40],"The":[41,71,145],"takes":[44],"form":[46],"of":[47,84,119,127,154],"hyper-heuristic.":[49],"As":[50],"search":[52],"progresses,":[53],"strategy":[55],"chooses":[56],"among":[57],"different":[58],"heuristics,":[59],"adapting":[60],"process":[63],"current":[66],"problem":[67,143],"state":[68],"under":[69],"exploration.":[70],"proposed":[72],"relies":[74],"k-means":[77],"clustering":[78],"algorithm":[79],"identify":[81],"centroids":[83],"what":[85],"define":[87],"\u201caction":[89],"regions\u201d":[90],"(regions":[91],"where":[92],"can":[94],"recommend":[95,100],"one":[96,137,141],"particular":[97],"heuristic).":[98],"To":[99],"heuristic":[102,132],"in":[103],"action":[105,128],"regions,":[106],"use":[108],"simple":[110],"yet":[111],"useful":[112],"reward-based":[113],"approach":[114],"analyzes":[116],"performance":[118],"individual":[120],"heuristics.":[121],"Then,":[122],"hyper-heuristic":[124],"(a":[125],"collection":[126],"regions)":[129],"decides":[130],"which":[131],"is":[133],"most":[135],"suitable":[136],"apply":[139],"given":[140],"specific":[142],"state.":[144],"experimental":[146],"setup":[147],"was":[148],"carried":[149],"out":[150],"total":[153],"580":[155],"bin":[156],"packing":[157],"instances":[158],"with":[159],"promising":[160],"results.":[161]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}
