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Real-Time Monitoring and Prediction of Airspace SafetyThe U.S. National Airspace System (NAS) has reached an extremely high level of safety in recent years. However, it will only become more difficult to maintain the current level of safety with the forecasted increase in operations, and so the FAA has been making revolutionary changes to the NAS to both expand capacity and ensure safety. Our work complements these efforts by developing a novel model-based framework for real-time monitoring and prediction of the safety of the NAS. Our framework is divided into two parts: (offline) safety analysis and modeling part, and a real-time (online) monitoring and prediction of safety. The goal of the safety analysis task is to identify hazards to flight (distilled from several national databases) and to codify these hazards within our framework such that we can monitor and predict them. From these we define safety metrics that can be monitored and predicted using dynamic models of airspace operations, aircraft, and weather, along with a rigorous, mathematical treatment of uncertainty. We demonstrate our overall approach and highlight the advantages of this approach over the current state-of-the-art through simulated scenarios.
Document ID
20180006637
Acquisition Source
Ames Research Center
Document Type
Technical Memorandum (TM)
Authors
Roychoudhury, Indranil
(SGT, Inc. Moffett Field, CA, United States)
Spirkovska, Lilly
(NASA Ames Research Center Moffett Field, CA, United States)
Daigle, Matthew
Balaban, Edward
(NASA Ames Research Center Moffett Field, CA, United States)
Sankararaman, Shankar
(SGT, Inc. Moffett Field, CA, United States)
Kulkarni, Chetan
(SGT, Inc. Moffett Field, CA, United States)
Poll, Scott
(NASA Ames Research Center Moffett Field, CA, United States)
Goebel, Kai
(GE Global Research Center Niskayuna, NY, United States)
Date Acquired
October 24, 2018
Publication Date
December 1, 2018
Subject Category
Statistics And Probability
Air Transportation And Safety
Report/Patent Number
ARC-E-DAA-TN28054
NASA/TM-2015-218928
Report Number: ARC-E-DAA-TN28054
Report Number: NASA/TM-2015-218928
Funding Number(s)
CONTRACT_GRANT: NNA14AA60C
WBS: WBS 999182.02.60.01.01
Distribution Limits
Public
Copyright
Public Use Permitted.
Keywords
safety metrics
prognosis
National Airspace System
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