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Ivan Garca Vasco Miguel Valero Xavier Prats Luis Delgado Our Work First steps in the development of agent based simulation framework for Airport Collaborative Agent Based Simulation Framework for Airport Decision Making, following


  1. Ivan García Vasco Miguel Valero Xavier Prats Luis Delgado

  2. Our Work • First steps in the development of agent based simulation framework for Airport Collaborative Agent Based Simulation Framework for Airport Decision Making, following EUROCONTROL guidelines. Collaborative Decision Making • Aiming to study the emerging behaviour of the system. 2 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  3. Index • What is A-CDM? • Agent Based Modelling Agent Based Simulation Framework for Airport • Simulator Structure and Models Collaborative Decision Making • How does the simulator work? • Future works • Conclusions 3 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  4. AIRPORT COLLABORATIVE DECISION MAKING What is A-CDM? Agent Based Simulation Framework for Airport 4 Collaborative Decision Making

  5. Airport Collaborative Decision Making basics • Sharing timely and accurate flight, network and airport data Agent Based Simulation Framework for Airport • Use standard systems, procedures and data structure Collaborative Decision Making Objectives: Improve predictability and efficiency of the system • Anticipate situations and facilitate better decision • in advance 5 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  6. CDM in Europe and in the U.S. European A-CDM CDM in the U.S. • Shared decisions between Air • Defined by EUROCONTROL Agent Based Simulation Framework for Airport Traffic Providers and the Aircraft • Shared Information between all Operators the stakeholders involved in • Used during Ground Delay airport operations Programs (ATFM) Collaborative Decision Making • Focus on improve the efficiency • Focus on the improvement of the and prediction of Turn-Around assigned delay when airlines do process cancellation and substitution • Part of SESAR Master Plan • Fully implemented and operative 6 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  7. CDM in Europe and in the U.S. European A-CDM CDM in the U.S. • Shared decisions between Air • Defined by EUROCONTROL Agent Based Simulation Framework for Airport Traffic Providers and the Aircraft • Shared Information between all Operators the stakeholders involved in • Used during Ground Delay airport operations Programs (ATFM) Collaborative Decision Making • Focus on improve the efficiency • Focus on the improvement of the and prediction of Turn-Around assigned delay when airlines do process cancellation and substitution • Part of SESAR Master Plan • Fully implemented and operative 7 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  8. A-CDM Airports Fully implemented Airports: • Munich Agent Based Simulation Framework for Airport • Brussels • Paris CDG • Frankfurt Collaborative Decision Making • London Heathrow • Helsinki • Düsseldorf • Zurich • Oslo 8 Source: EUROCONTROL webpage (20 may 2014) Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  9. ICRAT ’14 European A-CDM Garcia Vasco, Prats, Valero, Delgado Agent Based Simulation Framework for Airport 9 Collaborative Decision Making

  10. A-CDM Implementation  Information Sharing Agent Based Simulation Framework for Airport  Turn Around Process (Milestone Approach)  Variable Taxi Time Calculation Collaborative Decision Making  Pre-departure Sequence  Collaborative Management of FUM  CDM in Adverse Conditions 10 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  11. Information Sharing Agent Based Simulation Framework for Airport Collaborative Decision Making 11 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  12. Information Sharing • Examples of input data from Agent Based Simulation Framework for Airport the different stakeholders: Collaborative Decision Making 12 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  13. Milestone Approach Turn-Around Process divided in 16 milestones Agent Based Simulation Framework for Airport Collaborative Decision Making 13 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  14. Why develop a simulator?  Many actors involved with different behaviours and interactions Agent Based Simulation Framework for Airport  Actual effect on daily operations of the A-CDM implementation for a specific airport is hard to Collaborative Decision Making quantify  Simulation framework will help to evaluate the impact of using different strategies 14 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  15. Agent Based Modeling 15 Agent Based Simulation Framework for Airport Collaborative Decision Making

  16. Why using ABM? Part of the complex science Stakeholders  Agents modelled independently • Agents run autonomously and interact via messages • Agent Based Simulation Framework for Airport Important goal: capture the interactions between agents • Collaborative Decision Making - Example of interaction capturing - Arrows  Messages between agents 16 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  17. Modelling and Programming GAIA Methodology JADE • Models of Roles and interactions to • Framework to implement the agents Agent Based Simulation Framework for Airport define the agents • Java middleware for agent oriented platforms Collaborative Decision Making • Communications  FIPA specifications 17 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  18. and Models Simulator Structure ABM applied to A-CDM 18 Agent Based Simulation Framework for Airport Collaborative Decision Making

  19. Agent Model  A-CDM Agents Agent Based Simulation Framework for Airport  Software Agents Collaborative Decision Making 19 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  20. ICRAT ’14 A-CDM Agents Garcia Vasco, Prats, Valero, Delgado 20 Agent Based Simulation Framework for Airport Collaborative Decision Making

  21. SIMULATOR Information Sharing graphical interface example Agent Based Simulation Framework for Airport Collaborative Decision Making 21 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  22. Software Agents Graphical Interface: Aircraft Data Updates • Number of Aircrafts in ACDM • Agent Based Simulation Framework for Airport Simulator Output Database: Saves simulation results • Simulator Input: Collaborative Decision Making Handles input data • Generate initial data for simulation • Milestone Trigger: Starts every milestone in chronological order • Responsible of simulation timming • 22 Garcia Vasco, Prats, Valero, Delgado

  23. Communications Model Types of Communications: 1) Start Simulation Agent Based Simulation Framework for Airport 2) Start Milestone 3) Update Aircraft Information Collaborative Decision Making 4) Broadcast Aircraft Data Info. 5) Update Graphical Interface 6) Update Log File 23 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  24. simulator work? How does the 24 Agent Based Simulation Framework for Airport Collaborative Decision Making

  25. ICRAT ’14 Exchanged Data * Inside a message Delays 25 Agent Based Simulation Framework for Airport Collaborative Decision Making

  26. Simulator architecture Starting the simulation Agent Based Simulation Framework for Airport Collaborative Decision Making 26 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  27. Simulator architecture Starting the simulation Agent Based Simulation Framework for Airport Collaborative Decision Making 27 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  28. Simulator architecture During the simulation Agent Based Simulation Framework for Airport Collaborative Decision Making 28 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  29. Simulator architecture During the simulation Agent Based Simulation Framework for Airport Collaborative Decision Making 29 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  30. Simulator architecture During the simulation Agent Based Simulation Framework for Airport Collaborative Decision Making 30 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  31. Simulator architecture During the simulation For every Milestone Agent Based Simulation Framework for Airport Collaborative Decision Making 31 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  32. Simulator architecture Ending the simulation Agent Based Simulation Framework for Airport Collaborative Decision Making 32 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  33. Example: Inside milestone 1 Agent Based Simulation Framework for Airport Collaborative Decision Making 33 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  34. Example: Inside milestone 1 Agent Based Simulation Framework for Airport Collaborative Decision Making 34 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  35. Example: Inside milestone 1 Agent Based Simulation Framework for Airport Collaborative Decision Making 35 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  36. Example: Inside milestone 1 Agent Based Simulation Framework for Airport Collaborative Decision Making 36 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  37. Example: Inside milestone 1 Agent Based Simulation Framework for Airport Collaborative Decision Making 37 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

  38. Example: Inside milestone 1 Agent Based Simulation Framework for Airport Collaborative Decision Making 38 Garcia Vasco, Prats, Valero, Delgado ICRAT ’14

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