Iais 2018 03-08-wac18_data-driven_atm-going_digital

© 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© 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© 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© 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© 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© 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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Iais 2018 03-08-wac18_data-driven_atm-going_digital

  • 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© 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© 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© 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© 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© 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