{"id":"https://openalex.org/W3014605981","doi":"https://doi.org/10.2514/1.i010807","title":"An Interactive Conflict Solver for Learning Air Traffic Conflict Resolutions","display_name":"An Interactive Conflict Solver for Learning Air Traffic Conflict Resolutions","publication_year":2020,"publication_date":"2020-04-02","ids":{"openalex":"https://openalex.org/W3014605981","doi":"https://doi.org/10.2514/1.i010807","mag":"3014605981"},"language":"en","primary_location":{"id":"doi:10.2514/1.i010807","is_oa":false,"landing_page_url":"https://doi.org/10.2514/1.i010807","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_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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Aerospace Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://dr.ntu.edu.sg/bitstream/10356/144383/2/JAIS_Manuscript_Resubmitted__R1%20%282%29.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048334565","display_name":"P. Tran","orcid":"https://orcid.org/0000-0003-2932-292X"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Phu N. Tran","raw_affiliation_strings":["Nanyang Technological University, Singapore 637460, Republic of Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore 637460, Republic of Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091693318","display_name":"Duc-Thinh Pham","orcid":"https://orcid.org/0000-0001-5156-8171"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Duc-Thinh Pham","raw_affiliation_strings":["Nanyang Technological University, Singapore 637460, Republic of Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore 637460, Republic of Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004991649","display_name":"Sim Kuan Goh","orcid":"https://orcid.org/0000-0003-4635-742X"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Sim Kuan Goh","raw_affiliation_strings":["Nanyang Technological University, Singapore 637460, Republic of Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore 637460, Republic of Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","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":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Sameer Alam","raw_affiliation_strings":["Nanyang Technological University, Singapore 637460, Republic of Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore 637460, Republic of Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081721894","display_name":"V\u0169 D\u01b0\u01a1ng","orcid":"https://orcid.org/0000-0002-0189-4080"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Vu Duong","raw_affiliation_strings":["Nanyang Technological University, Singapore 637460, Republic of Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore 637460, Republic of Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":37.5384,"has_fulltext":true,"cited_by_count":42,"citation_normalized_percentile":{"value":0.99424397,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"17","issue":"6","first_page":"271","last_page":"277"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11489","display_name":"Air Traffic Management and Optimization","score":0.9998000264167786,"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":0.9998000264167786,"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/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.9904999732971191,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10524","display_name":"Traffic control and management","score":0.9824000000953674,"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-control","display_name":"Air traffic control","score":0.8132951259613037},{"id":"https://openalex.org/keywords/solver","display_name":"Solver","score":0.6822820901870728},{"id":"https://openalex.org/keywords/conflict-resolution","display_name":"Conflict resolution","score":0.6348143815994263},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.624496579170227},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.6065282821655273},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5614998936653137},{"id":"https://openalex.org/keywords/air-traffic-management","display_name":"Air traffic management","score":0.5493929386138916},{"id":"https://openalex.org/keywords/conflict-management","display_name":"Conflict management","score":0.49496525526046753},{"id":"https://openalex.org/keywords/intelligent-agent","display_name":"Intelligent agent","score":0.4681171774864197},{"id":"https://openalex.org/keywords/free-flight","display_name":"Free flight","score":0.467507928609848},{"id":"https://openalex.org/keywords/traffic-conflict","display_name":"Traffic conflict","score":0.46705543994903564},{"id":"https://openalex.org/keywords/air-traffic-controller","display_name":"Air traffic controller","score":0.45673418045043945},{"id":"https://openalex.org/keywords/situation-awareness","display_name":"Situation awareness","score":0.44558465480804443},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.41418665647506714},{"id":"https://openalex.org/keywords/multi-agent-system","display_name":"Multi-agent system","score":0.4100252389907837},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.373134970664978},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3336707055568695},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.32839733362197876},{"id":"https://openalex.org/keywords/traffic-congestion","display_name":"Traffic congestion","score":0.3111422657966614},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.23111119866371155},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.1701248586177826},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12324821949005127}],"concepts":[{"id":"https://openalex.org/C166961238","wikidata":"https://www.wikidata.org/wiki/Q221395","display_name":"Air traffic control","level":2,"score":0.8132951259613037},{"id":"https://openalex.org/C2778770139","wikidata":"https://www.wikidata.org/wiki/Q1966904","display_name":"Solver","level":2,"score":0.6822820901870728},{"id":"https://openalex.org/C21711469","wikidata":"https://www.wikidata.org/wiki/Q1194317","display_name":"Conflict resolution","level":2,"score":0.6348143815994263},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.624496579170227},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.6065282821655273},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5614998936653137},{"id":"https://openalex.org/C2776777543","wikidata":"https://www.wikidata.org/wiki/Q1361182","display_name":"Air traffic management","level":3,"score":0.5493929386138916},{"id":"https://openalex.org/C2779683958","wikidata":"https://www.wikidata.org/wiki/Q1640893","display_name":"Conflict management","level":2,"score":0.49496525526046753},{"id":"https://openalex.org/C74072328","wikidata":"https://www.wikidata.org/wiki/Q1142726","display_name":"Intelligent agent","level":2,"score":0.4681171774864197},{"id":"https://openalex.org/C149947181","wikidata":"https://www.wikidata.org/wiki/Q5500229","display_name":"Free flight","level":3,"score":0.467507928609848},{"id":"https://openalex.org/C178944661","wikidata":"https://www.wikidata.org/wiki/Q7832489","display_name":"Traffic conflict","level":4,"score":0.46705543994903564},{"id":"https://openalex.org/C2908850654","wikidata":"https://www.wikidata.org/wiki/Q862632","display_name":"Air traffic controller","level":3,"score":0.45673418045043945},{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.44558465480804443},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.41418665647506714},{"id":"https://openalex.org/C41550386","wikidata":"https://www.wikidata.org/wiki/Q529909","display_name":"Multi-agent system","level":2,"score":0.4100252389907837},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.373134970664978},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3336707055568695},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.32839733362197876},{"id":"https://openalex.org/C2779888511","wikidata":"https://www.wikidata.org/wiki/Q244156","display_name":"Traffic congestion","level":2,"score":0.3111422657966614},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.23111119866371155},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.1701248586177826},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12324821949005127},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C64093975","wikidata":"https://www.wikidata.org/wiki/Q356677","display_name":"Floating car data","level":3,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.2514/1.i010807","is_oa":false,"landing_page_url":"https://doi.org/10.2514/1.i010807","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_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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Aerospace Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/144383","is_oa":true,"landing_page_url":"https://hdl.handle.net/10356/144383","pdf_url":"https://dr.ntu.edu.sg/bitstream/10356/144383/2/JAIS_Manuscript_Resubmitted__R1%20%282%29.pdf","source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":{"id":"pmh:oai:dr.ntu.edu.sg:10356/144383","is_oa":true,"landing_page_url":"https://hdl.handle.net/10356/144383","pdf_url":"https://dr.ntu.edu.sg/bitstream/10356/144383/2/JAIS_Manuscript_Resubmitted__R1%20%282%29.pdf","source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4419076230","display_name":null,"funder_award_id":"M4062429.052","funder_id":"https://openalex.org/F4320335534","funder_display_name":"Air Traffic Management Research Institute"}],"funders":[{"id":"https://openalex.org/F4320323155","display_name":"Chinese Academy of Agricultural Sciences","ror":"https://ror.org/0313jb750"},{"id":"https://openalex.org/F4320335534","display_name":"Air Traffic Management Research Institute","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3014605981.pdf","grobid_xml":"https://content.openalex.org/works/W3014605981.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1501334126","https://openalex.org/W1990681647","https://openalex.org/W2116234938","https://openalex.org/W2124497430","https://openalex.org/W2145339207","https://openalex.org/W2177146446","https://openalex.org/W2257979135","https://openalex.org/W2414494236","https://openalex.org/W2419213189","https://openalex.org/W2567297362","https://openalex.org/W2570282873","https://openalex.org/W2574978968","https://openalex.org/W2769474857","https://openalex.org/W2781562614","https://openalex.org/W2781787258","https://openalex.org/W2804178825","https://openalex.org/W2883616392","https://openalex.org/W2887021705","https://openalex.org/W2888988300","https://openalex.org/W2911296969"],"related_works":["https://openalex.org/W2329782413","https://openalex.org/W2110601898","https://openalex.org/W1964433254","https://openalex.org/W2071578693","https://openalex.org/W2058750219","https://openalex.org/W1909457176","https://openalex.org/W1810199839","https://openalex.org/W2001664628","https://openalex.org/W1996267345","https://openalex.org/W2588152845"],"abstract_inverted_index":{"The":[0,117],"increasing":[1],"demand":[2],"in":[3,17,30,40,46,57,92],"air":[4,10,24],"transportation":[5],"is":[6,83,120,130],"pushing":[7],"the":[8,18,60,73,134,138,155,162,174,179],"current":[9,51],"traffic":[11,25],"management":[12],"system":[13,82,97,184],"to":[14,37,89,109,125,164,172,195,203],"its":[15],"limits":[16],"airspace":[19],"capacity":[20],"and":[21,113,144],"workload":[22],"of":[23,34,64,99,178,193],"controllers":[26],"(ATCOs).":[27],"ATCOs":[28,91,194],"are":[29,55,69,142],"an":[31,78,103,114],"urgent":[32],"need":[33],"assistant":[35,88],"tools":[36],"aid":[38],"them":[39],"dealing":[41],"with":[42,59,137,205,207],"increased":[43,208],"traffic,":[44],"specifically":[45],"resolving":[47,93],"potential":[48,94],"conflict.":[49],"Because":[50],"automated":[52],"conflict":[53,106,127],"resolutions":[54],"not":[56,152],"conformance":[58],"thinking":[61],"or":[62],"preferences":[63],"individual":[65],"ATCOs,":[66],"consequently,":[67],"they":[68,201],"unlikely":[70],"accepted":[71],"by":[72,146],"ATCOs.":[74],"In":[75],"this":[76],"work,":[77],"artificial":[79],"intelligence":[80],"(AI)":[81],"built":[84],"as":[85,189],"a":[86],"digital":[87,191],"support":[90],"conflicts.":[95],"Our":[96,183],"consists":[98],"two":[100],"core":[101],"components:":[102],"intelligent":[104,148],"interactive":[105,149],"solver":[107],"(iCS)":[108],"acquire":[110],"ATCOs\u2019":[111,175],"demonstrations,":[112],"AI":[115,118,135],"agent.":[116],"agent":[119,136],"based":[121],"on":[122],"reinforcement":[123],"learning":[124],"suggest":[126,165],"resolutions.":[128,168,182],"It":[129],"observed":[131],"that":[132],"providing":[133],"human":[139],"resolutions,":[140],"which":[141],"acquired":[143],"characterized":[145],"our":[147],"conflicts":[150],"solver,":[151],"only":[153],"improves":[154],"agent\u2019s":[156,180],"performance":[157],"but":[158],"also":[159],"gives":[160],"it":[161],"capability":[163],"more":[166],"humanlike":[167],"That":[169],"could":[170,185],"help":[171],"increase":[173],"acceptance":[176],"rate":[177],"suggested":[181],"be":[186],"further":[187],"developed":[188],"personalized":[190],"assistants":[192],"maintain":[196],"their":[197],"workloads":[198],"manageable":[199],"when":[200],"have":[202],"deal":[204],"sectors":[206],"traffic.":[209]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":9}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
