{"id":"https://openalex.org/W4392471221","doi":"https://doi.org/10.1007/s40747-024-01365-8","title":"A predictive-reactive strategy for flight test task scheduling with aircraft grounding","display_name":"A predictive-reactive strategy for flight test task scheduling with aircraft grounding","publication_year":2024,"publication_date":"2024-03-05","ids":{"openalex":"https://openalex.org/W4392471221","doi":"https://doi.org/10.1007/s40747-024-01365-8"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-024-01365-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01365-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01365-8.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01365-8.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101117628","display_name":"Bei Tian","orcid":"https://orcid.org/0000-0001-8142-3651"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bei Tian","raw_affiliation_strings":["School of Aeronautics and Astronautics, Shanghai Jiao Tong University, DongChuan Road 800, Shanghai, 200240, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Aeronautics and Astronautics, Shanghai Jiao Tong University, DongChuan Road 800, Shanghai, 200240, China","institution_ids":["https://openalex.org/I9842412","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101487120","display_name":"Gang Xiao","orcid":"https://orcid.org/0000-0002-9259-6790"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Gang Xiao","raw_affiliation_strings":["School of Aeronautics and Astronautics, Shanghai Jiao Tong University, DongChuan Road 800, Shanghai, 200240, China"],"raw_orcid":"https://orcid.org/0000-0002-9259-6790","affiliations":[{"raw_affiliation_string":"School of Aeronautics and Astronautics, Shanghai Jiao Tong University, DongChuan Road 800, Shanghai, 200240, China","institution_ids":["https://openalex.org/I9842412","https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109757239","display_name":"Yu Shen","orcid":"https://orcid.org/0009-0005-3736-1509"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yu Shen","raw_affiliation_strings":["School of Aeronautics and Astronautics, Shanghai Jiao Tong University, DongChuan Road 800, Shanghai, 200240, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Aeronautics and Astronautics, Shanghai Jiao Tong University, DongChuan Road 800, Shanghai, 200240, China","institution_ids":["https://openalex.org/I9842412","https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101117628","https://openalex.org/A5101487120","https://openalex.org/A5109757239"],"corresponding_institution_ids":["https://openalex.org/I183067930","https://openalex.org/I9842412"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":1.3322,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.81275976,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"10","issue":"3","first_page":"4329","last_page":"4349"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9983999729156494,"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/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9983999729156494,"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/T12401","display_name":"Scheduling and Timetabling Solutions","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10567","display_name":"Vehicle Routing Optimization Methods","score":0.993399977684021,"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/computer-science","display_name":"Computer science","score":0.5473851561546326},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.547131359577179},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.5286693572998047},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.5188766121864319},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.4142109751701355},{"id":"https://openalex.org/keywords/flight-test","display_name":"Flight test","score":0.41329097747802734},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3989766538143158},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.37065553665161133},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.3395651578903198},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3265748620033264},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24784904718399048},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.22958633303642273},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.09360256791114807}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5473851561546326},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.547131359577179},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.5286693572998047},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.5188766121864319},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.4142109751701355},{"id":"https://openalex.org/C2777943292","wikidata":"https://www.wikidata.org/wiki/Q3319996","display_name":"Flight test","level":2,"score":0.41329097747802734},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3989766538143158},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.37065553665161133},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.3395651578903198},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3265748620033264},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24784904718399048},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.22958633303642273},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.09360256791114807},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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:10.1007/s40747-024-01365-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01365-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01365-8.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:89566500fa5146a1865586ef6fc7f1be","is_oa":true,"landing_page_url":"https://doaj.org/article/89566500fa5146a1865586ef6fc7f1be","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 10, Iss 3, Pp 4329-4349 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-024-01365-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01365-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01365-8.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2203524576","display_name":null,"funder_award_id":"61973212","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G995346498","display_name":null,"funder_award_id":"61673270","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4392471221.pdf"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W1499199352","https://openalex.org/W1601649239","https://openalex.org/W1852849176","https://openalex.org/W1977357978","https://openalex.org/W1987346008","https://openalex.org/W1993131108","https://openalex.org/W1994863634","https://openalex.org/W2004242398","https://openalex.org/W2014158879","https://openalex.org/W2024869280","https://openalex.org/W2040140158","https://openalex.org/W2048380783","https://openalex.org/W2071306171","https://openalex.org/W2090682854","https://openalex.org/W2137451760","https://openalex.org/W2160960057","https://openalex.org/W2209913494","https://openalex.org/W2262276395","https://openalex.org/W2475309516","https://openalex.org/W2580175322","https://openalex.org/W2736601468","https://openalex.org/W2790994833","https://openalex.org/W2886540449","https://openalex.org/W2891509374","https://openalex.org/W2895278220","https://openalex.org/W2967488166","https://openalex.org/W2980905600","https://openalex.org/W2983516868","https://openalex.org/W2984561397","https://openalex.org/W3003172735","https://openalex.org/W3006275750","https://openalex.org/W3033186750","https://openalex.org/W3034205053","https://openalex.org/W3034462283","https://openalex.org/W3038962357","https://openalex.org/W3043809918","https://openalex.org/W3092208345","https://openalex.org/W3098465408","https://openalex.org/W3100366369","https://openalex.org/W3100789280","https://openalex.org/W3119107356","https://openalex.org/W3134310157","https://openalex.org/W3164920666","https://openalex.org/W3169194525","https://openalex.org/W3170112077","https://openalex.org/W3179231948","https://openalex.org/W3194743413","https://openalex.org/W3194871405","https://openalex.org/W3201611808","https://openalex.org/W3202538394","https://openalex.org/W3202775986","https://openalex.org/W3206918010","https://openalex.org/W3214354909","https://openalex.org/W4200310726","https://openalex.org/W4206820958","https://openalex.org/W4220994423","https://openalex.org/W4226336852","https://openalex.org/W4297816725","https://openalex.org/W4306767163","https://openalex.org/W4313529846","https://openalex.org/W4362635873","https://openalex.org/W4364366554"],"related_works":["https://openalex.org/W2004597074","https://openalex.org/W4213214852","https://openalex.org/W2736674626","https://openalex.org/W2195904091","https://openalex.org/W2973875853","https://openalex.org/W2512014291","https://openalex.org/W2315999538","https://openalex.org/W187740018","https://openalex.org/W2162286586","https://openalex.org/W4255368532"],"abstract_inverted_index":{"Abstract":[0],"In":[1,19,84],"flight":[2,6,22,40,49,74],"test":[3,7,23,41,50,75],"engineering,":[4],"the":[5,11,20,25,39,73,85,105,113,132,149,162,167],"duration":[8],"(FTD)":[9],"affects":[10],"aircraft\u2019s":[12],"delivery":[13],"node":[14],"and":[15,30,43,118,137,164],"directly":[16],"impacts":[17],"costs.":[18],"actual":[21],"process,":[24,130],"environmental":[26],"status":[27],"updates":[28],"frequently,":[29],"various":[31],"uncertain":[32],"events":[33],"are":[34,158],"often":[35],"encountered,":[36],"which":[37],"affect":[38],"progress":[42],"project":[44],"implementation.":[45],"Therefore,":[46],"when":[47],"scheduling":[48,77],"tasks,":[51],"rescheduling":[52,100,107,142],"should":[53],"be":[54],"taken":[55],"into":[56],"account.":[57],"This":[58],"paper":[59],"proposes":[60],"a":[61,66,88,127],"predictive-reactive":[62],"strategy":[63],"based":[64,139],"on":[65,140],"deep":[67],"reinforcement":[68],"learning":[69],"approach":[70],"to":[71,94,111,160],"solve":[72],"task":[76,116],"problem":[78,101,123],"with":[79],"consideration":[80],"of":[81,166],"aircraft":[82],"grounding.":[83],"predictive":[86],"stage,":[87],"constructive":[89],"heuristic":[90],"algorithm":[91],"is":[92,102,124,146],"designed":[93],"generate":[95],"an":[96],"initial":[97],"schedule.":[98],"The":[99,122,144],"solved":[103],"by":[104,148],"appropriate":[106],"method":[108],"that":[109],"aims":[110],"optimize":[112],"FTD":[114],"deviation,":[115],"reallocation,":[117],"workload":[119],"cost":[120],"simultaneously.":[121],"modeled":[125],"as":[126],"Markov":[128],"decision":[129],"including":[131],"well-designed":[133],"state":[134],"features,":[135],"rewards,":[136],"actions":[138],"different":[141],"methods.":[143],"policy":[145,151],"trained":[147],"proximal":[150],"optimization":[152],"algorithm.":[153],"At":[154],"last,":[155],"numerical":[156],"results":[157],"provided":[159],"demonstrate":[161],"effectiveness":[163],"superiority":[165],"proposed":[168],"approach.":[169]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-24T08:23:43.765630","created_date":"2025-10-10T00:00:00"}