{"id":"https://openalex.org/W4285054910","doi":"https://doi.org/10.2514/1.i011048","title":"Hyperheuristic Approach Based on Reinforcement Learning for Air Traffic Complexity Mitigation","display_name":"Hyperheuristic Approach Based on Reinforcement Learning for Air Traffic Complexity Mitigation","publication_year":2022,"publication_date":"2022-05-16","ids":{"openalex":"https://openalex.org/W4285054910","doi":"https://doi.org/10.2514/1.i011048"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.2514/1.i011048","pdf_url":null,"source":{"id":"https://openalex.org/S4210240151","display_name":"Journal of Aerospace Information Systems","issn_l":"2327-3097","issn":["2327-3097"],"is_oa":false,"is_in_doaj":false,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310315709","host_organization_name":"American Institute of Aeronautics and Astronautics","host_organization_lineage":["https://openalex.org/P4310315709"],"host_organization_lineage_names":["American Institute of Aeronautics and Astronautics"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"journal-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://enac.hal.science/hal-03668724/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056621978","display_name":"Paveen Juntama","orcid":"https://orcid.org/0000-0002-8052-516X"},"institutions":[{"id":"https://openalex.org/I100296615","display_name":"\u00c9cole Nationale de l\u2019Aviation Civile","ror":"https://ror.org/022zdgq74","country_code":"FR","type":"funder","lineage":["https://openalex.org/I100296615"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Paveen Juntama","raw_affiliation_strings":["French Civil Aviation University, 31055 Toulouse Cedex 4, France"],"affiliations":[{"raw_affiliation_string":"French Civil Aviation University, 31055 Toulouse Cedex 4, France","institution_ids":["https://openalex.org/I100296615"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112892426","display_name":"Daniel Delahaye","orcid":null},"institutions":[{"id":"https://openalex.org/I100296615","display_name":"\u00c9cole Nationale de l\u2019Aviation Civile","ror":"https://ror.org/022zdgq74","country_code":"FR","type":"funder","lineage":["https://openalex.org/I100296615"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Daniel Delahaye","raw_affiliation_strings":["French Civil Aviation University, 31055 Toulouse Cedex 4, France"],"affiliations":[{"raw_affiliation_string":"French Civil Aviation University, 31055 Toulouse Cedex 4, France","institution_ids":["https://openalex.org/I100296615"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061335150","display_name":"Supatcha Chaimatanan","orcid":"https://orcid.org/0000-0002-9957-9504"},"institutions":[{"id":"https://openalex.org/I198105771","display_name":"Kasetsart University","ror":"https://ror.org/05gzceg21","country_code":"TH","type":"funder","lineage":["https://openalex.org/I198105771"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Supatcha Chaimatanan","raw_affiliation_strings":["Kasetsart University, 10900 Bangkok, Thailand"],"affiliations":[{"raw_affiliation_string":"Kasetsart University, 10900 Bangkok, Thailand","institution_ids":["https://openalex.org/I198105771"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008604294","display_name":"Sameer Alam","orcid":"https://orcid.org/0000-0002-7379-8223"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"funder","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Sameer Alam","raw_affiliation_strings":["Nanyang Technological University, Singapore 639798, Republic of Singapore"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore 639798, Republic of Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institution_assertions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.785,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.793421,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":91},"biblio":{"volume":"19","issue":"9","first_page":"633","last_page":"648"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11489","display_name":"Air Traffic Management and Optimization","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T11489","display_name":"Air Traffic Management and Optimization","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T11599","display_name":"Aviation Industry Analysis and Trends","score":0.9957,"subfield":{"id":"https://openalex.org/subfields/2000","display_name":"General Economics, Econometrics and Finance"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10524","display_name":"Traffic control and management","score":0.9947,"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/air-traffic-management","display_name":"Air Traffic Management","score":0.606914},{"id":"https://openalex.org/keywords/national-airspace-system","display_name":"National Airspace System","score":0.43596038},{"id":"https://openalex.org/keywords/free-flight","display_name":"Free flight","score":0.41339505}],"concepts":[{"id":"https://openalex.org/C166961238","wikidata":"https://www.wikidata.org/wiki/Q221395","display_name":"Air traffic control","level":2,"score":0.8074409},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.63039696},{"id":"https://openalex.org/C2776777543","wikidata":"https://www.wikidata.org/wiki/Q1361182","display_name":"Air traffic management","level":3,"score":0.606914},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5665474},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5150087},{"id":"https://openalex.org/C126980161","wikidata":"https://www.wikidata.org/wiki/Q863783","display_name":"Simulated annealing","level":2,"score":0.51175547},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.45043117},{"id":"https://openalex.org/C2780722376","wikidata":"https://www.wikidata.org/wiki/Q6970266","display_name":"National Airspace System","level":3,"score":0.43596038},{"id":"https://openalex.org/C149947181","wikidata":"https://www.wikidata.org/wiki/Q5500229","display_name":"Free flight","level":3,"score":0.41339505},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.26658958},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19262329},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.19091147},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14378005},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.089155495},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.2514/1.i011048","pdf_url":null,"source":{"id":"https://openalex.org/S4210240151","display_name":"Journal of Aerospace Information Systems","issn_l":"2327-3097","issn":["2327-3097"],"is_oa":false,"is_in_doaj":false,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310315709","host_organization_name":"American Institute of Aeronautics and Astronautics","host_organization_lineage":["https://openalex.org/P4310315709"],"host_organization_lineage_names":["American Institute of Aeronautics and Astronautics"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://enac.hal.science/hal-03668724","pdf_url":"https://enac.hal.science/hal-03668724/document","source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://enac.hal.science/hal-03668724/file/2021-08-I011048.pdf","pdf_url":"https://enac.hal.science/hal-03668724/file/2021-08-I011048.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://hal-enac.archives-ouvertes.fr/hal-03668724/file/2021-08-I011048.pdf","pdf_url":"https://hal-enac.archives-ouvertes.fr/hal-03668724/file/2021-08-I011048.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://hal-enac.archives-ouvertes.fr/hal-03668724/document","pdf_url":"https://hal-enac.archives-ouvertes.fr/hal-03668724/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://enac.hal.science/hal-03668724","pdf_url":"https://enac.hal.science/hal-03668724/document","source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":27,"referenced_works":["https://openalex.org/W1507057216","https://openalex.org/W1536647479","https://openalex.org/W186922744","https://openalex.org/W1998476362","https://openalex.org/W2020351850","https://openalex.org/W2040003745","https://openalex.org/W2043471254","https://openalex.org/W2048372914","https://openalex.org/W2056956492","https://openalex.org/W2067503240","https://openalex.org/W2082114362","https://openalex.org/W2107060431","https://openalex.org/W2159427933","https://openalex.org/W2218203127","https://openalex.org/W2343081373","https://openalex.org/W2462800345","https://openalex.org/W2561675875","https://openalex.org/W2596948206","https://openalex.org/W2746022366","https://openalex.org/W2783585128","https://openalex.org/W2790634817","https://openalex.org/W2891971415","https://openalex.org/W2973371563","https://openalex.org/W3017062736","https://openalex.org/W3143810033","https://openalex.org/W32403112","https://openalex.org/W606759102"],"related_works":["https://openalex.org/W3212538849","https://openalex.org/W2232320607","https://openalex.org/W2188701058","https://openalex.org/W2184851776","https://openalex.org/W2155329577","https://openalex.org/W2123753634","https://openalex.org/W2057520623","https://openalex.org/W1964433254","https://openalex.org/W155995248","https://openalex.org/W1539880609"],"abstract_inverted_index":{"Airspace":[0],"capacity":[1,20,32,188],"has":[2,29],"become":[3],"a":[4,15,37,105],"critical":[5],"resource":[6],"for":[7,187],"air":[8,123,159,193],"transportation.":[9],"Complexity":[10],"in":[11,55,110,156,190],"traffic":[12,48,60,109,124,160,194],"patterns":[13],"is":[14,21,100,134],"structural":[16],"problem,":[17],"whereby":[18],"airspace":[19],"sometimes":[22],"saturated":[23],"before":[24],"the":[25,31,59,81,90,94,111,118,131,142,146,163,171,191],"number":[26,164],"of":[27,108,130,158,165,170],"aircraft":[28],"reached":[30],"threshold.":[33],"This":[34,180],"paper":[35],"addresses":[36],"strategic":[38],"planning":[39],"problem":[40],"with":[41,104,137],"an":[42,184],"efficient":[43],"optimization":[44,95],"approach":[45,78,120,181],"that":[46,117],"minimizes":[47],"complexity":[49,125,161],"based":[50,84],"on":[51,80,85],"linear":[52],"dynamical":[53],"systems":[54],"order":[56],"to":[57,88],"improve":[58,89],"structure.":[61],"Traffic":[62],"structuring":[63],"techniques":[64],"comprise":[65],"departure":[66],"time":[67,178],"adjustment,":[68],"en":[69],"route":[70],"trajectory":[71],"deviation,":[72],"and":[73,102,145,162],"flight-level":[74],"allocation.":[75],"The":[76,97,128,150],"resolution":[77],"relies":[79],"hyperheuristic":[82],"framework":[83],"reinforcement":[86],"learning":[87],"searching":[91],"strategy":[92],"during":[93],"process.":[96],"proposed":[98,119,132,151,172],"methodology":[99],"implemented":[101],"tested":[103],"full":[106],"day":[107],"French":[112],"airspace.":[113],"Numerical":[114],"results":[115,155],"show":[116],"can":[121,182],"reduce":[122],"by":[126,176],"92.8%.":[127],"performance":[129],"algorithm":[133,152],"then":[135],"compared":[136],"two":[138],"different":[139],"algorithms,":[140],"including":[141],"random":[143],"search":[144],"standard":[147],"simulated":[148],"annealing.":[149],"provides":[153],"better":[154],"terms":[157],"modified":[166],"trajectories.":[167],"Further":[168],"analysis":[169],"model":[173],"was":[174],"conducted":[175],"considering":[177],"uncertainties.":[179],"be":[183],"innovative":[185],"solution":[186],"management":[189,195],"future":[192],"system.":[196]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4285054910","counts_by_year":[{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1}],"updated_date":"2025-02-15T22:22:59.310640","created_date":"2022-07-13"}