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Iais 2018 03-08-wac18_data-driven_atm-going_digital

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Data-driven trajectory prediction, data analytics for ATM, Visual Analytics for ATM, datAcron H2020, DART SESAR 2020

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Iais 2018 03-08-wac18_data-driven_atm-going_digital

  1. 1. © Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS World ATM Congress 2018 Data-Driven ATM: Going Digital Dr. Georg Fuchs Fraunhofer IAIS | March 8, 2018 | Madrid 1
  2. 2. 2© Fraunhofer Institute for Intelligent Analysis and Information Systems IAIS Data-Driven ATM: Going Digital  Several research projects with focus on Big Data Technologies & Analytics application to ATM  New view angles & deeper understanding of capacity (imbalances), safety, costs, enviromental impact KPAs  Improving predictability of ATFCM, for all stakeholders (AO, NM, FMP, AOP)  Combining state-of-the-art ML & statistical analyses  Transition to Trajectory-based Operations (TBO) – advanced collaborative trajectory prediction  Enriching ATM decision processes by external perspectives (e.g., passenger-centric) Big Data Technologies & Analytics DART
  3. 3. 3© Fraunhofer Institute for Intelligent Analysis and Information Systems IAIS Data-Driven ATM: Going Digital  Several research projects with focus on Big Data Technologies & Analytics application to ATM  Scalable, real-time data analytics  Fault-tolerant distributed systems  Focus on strategic and pre-tactial planning phases  Big Data – 5Vs  Volume (?)  Velocity  Variety  Veracity!  Value? Big Data Technologies & Analytics www.datacron-project.eu
  4. 4. 4© Fraunhofer Institute for Intelligent Analysis and Information Systems IAIS Data-Driven ATM: Going Digital  Visual Analytics – interactive visual interfaces for analytical reasoning  „Detect the expected and discover the unexpected“  Understanding and curating data for analytical processing Visual Analytics
  5. 5. 5© Fraunhofer Institute for Intelligent Analysis and Information Systems IAIS Data-Driven ATM: Going Digital  Visual Analytics – interactive visual interfaces for analytical reasoning  „Detect the expected and discover the unexpected“  Understanding and curating data for analytical processing  Understanding the models – trustability Visual Analytics
  6. 6. 6© Fraunhofer Institute for Intelligent Analysis and Information Systems IAIS Data-Driven ATM: Going Digital  Visual Analytics – interactive visual interfaces for analytical reasoning  „Detect the expected and discover the unexpected“  Understanding and curating data for analytical processing  Understanding the models – trustability  Include tacit knowledge of domain experts (and not just from FMP) Visual Analytics

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