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

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