DocumentCode :
712012
Title :
Real-time predictive analytics to estimate air traffic flow rates
Author :
Kelly, Carol ; Craig, Keith ; Matthews, Michael
Author_Institution :
MIT Lincoln Lab., Lexington, MA, USA
fYear :
2015
fDate :
21-23 April 2015
Abstract :
A Big data Analytics Infrastructure Testbed (BAIT) has been developed with the concept of providing analytics-as-a-service for algorithm developers to use when creating and testing new capabilities for air traffic management decision support. These capabilities typically require considerable processing power and must be tested and compared with a variety of algorithm modifications and parameter adjustments before they are incorporated into an existing real-time infrastructure. The BAIT infrastructure that has been developed and demonstrated has many applications, including: (1) Easily-configurable testing of multiple versions of the same algorithm simultaneously with automatic load balancing (2) Real-time and faster-than-real-time metrics generation providing the ability to alert air traffic flow managers of upcoming issues such as predicted flow rate limitations due to approaching weather (3) Rapid web-based display generation for the demonstration of real-time analytics and metrics This paper provides a description of the BAIT architecture, an initial use case and computational timing comparison, and a description of BAIT´s web browser-based demonstration display.
Keywords :
Big Data; Internet; aerospace computing; air traffic; real-time systems; resource allocation; BAIT architecture; BAIT infrastructure; Big Data analytics infrastructure testbed; Web browser-based demonstration display; Web-based display generation; air traffic flow managers; air traffic flow rates estimation; air traffic management decision support; algorithm modifications; analytics-as-a-service; automatic load balancing; easily-configurable testing; flow rate limitations; parameter adjustments; real-time infrastructure; real-time metrics generation; real-time predictive analytics; Algorithm design and analysis; Big data; Real-time systems; Software algorithms; Storms; Weather forecasting;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Integrated Communication, Navigation, and Surveillance Conference (ICNS), 2015
Conference_Location :
Herdon, VA
Print_ISBN :
978-1-4673-7549-8
Type :
conf
DOI :
10.1109/ICNSURV.2015.7121244
Filename :
7121244
Link To Document :
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