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Proceedings Paper

Dynamic data driven analytics for multi-domain environments
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Paper Abstract

Recent trends in artificial intelligence and machine learning (AI/ML), dynamic data driven application systems (DDDAS), and cloud computing provide opportunities for enhancing multidomain systems performance. The DDDAS framework utilizes models, measurements, and computation to enhance real-time sensing, performance, and analysis. One example the represents a multi-domain scenario is “fly-by-feel” avionics systems that can support autonomous operations. A "fly-by-feel" system measures the aerodynamic forces (wind, pressure, temperature) for physics-based adaptive flight control to increase maneuverability, safety and fuel efficiency. This paper presents a multidomain approach that identifies safe flight operation platform position needs from which models, data, and information are invoked for effective multidomain control. Concepts are presented to demonstrate the DDDAS approach for enhanced multi-domain coordination bringing together modeling (data at rest), control (data in motion) and command (data in use).

Paper Details

Date Published: 10 May 2019
PDF: 10 pages
Proc. SPIE 11006, Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications, 1100604 (10 May 2019); doi: 10.1117/12.2519210
Show Author Affiliations
Erik Blasch, Air Force Research Lab. (United States)
Jonathan Ashdown, Air Force Research Lab. (United States)
Fotis Kopsaftopoulos, Rensselaer Polytechnic Institute (United States)
Carlos Varela, Rensselaer Polytechnic Institute (United States)
Richard Newkirk, Air Force Research Lab. (United States)

Published in SPIE Proceedings Vol. 11006:
Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications
Tien Pham, Editor(s)

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