• DocumentCode
    2899739
  • Title

    Fairness analysis with cost impact for Brasilia´s Flight Information Region using reinforcement learning approach

  • Author

    De Arruda, Antônio C., Jr. ; Leite, Alessandro F. ; De Almeida, Cícero R F ; Crespo, Antônio M F ; Weigang, Li

  • Author_Institution
    TI/BB, Bank of Brazil, Brasilia, Brazil
  • fYear
    2010
  • fDate
    19-22 Sept. 2010
  • Firstpage
    539
  • Lastpage
    544
  • Abstract
    To analyze fairness between passengers and airlines considering financial cost, the management of the adaptation for air traffic flow in a heuristic and dynamically manner is studied in this research. Multi-Agent theory with reinforcement learning approach is used as a basic methodology integrated with a system of Decision Support System Applied to Tactical Air Traffic Flow Management (SISCONFLUX). The objective to develop this model is to increase the safety preserve and reduce the air traffic congestions. Reward structure with evaluation functions of financial cost and delay´s impact is proposed for related flights using real data fr om Brasilia´s Flight Information Region (FIR-BS). With the developed model, the experimental results show that the time delay is 25% less than the results computed only by Graph Theory with the same data, and fairness considering financial cost factor can be used together with congestion scenario in the air traffic management without affecting safety and flow factors.
  • Keywords
    air traffic; decision support systems; delays; graph theory; learning (artificial intelligence); multi-agent systems; traffic engineering computing; travel industry; Brasilia flight information region; air traffic congestions; airlines; decision support system; delay impact; fairness analysis; financial cost evaluation function; graph theory; multiagent theory; reinforcement learning approach; reward structure; tactical air traffic flow management; Aircraft; Airports; Atmospheric modeling; Delay; Markov processes; Multiagent systems; Safety;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Transportation Systems (ITSC), 2010 13th International IEEE Conference on
  • Conference_Location
    Funchal
  • ISSN
    2153-0009
  • Print_ISBN
    978-1-4244-7657-2
  • Type

    conf

  • DOI
    10.1109/ITSC.2010.5624988
  • Filename
    5624988