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Target Tracking with Distributed Sensing and Optimal Data MigrationThe paper presents an Extended Kalman Filter based framework for airborne target tracking using adaptive information fusion from multi-modal multi-rate distributed sensors network. First, the tracking algorithm execution location is determined using an optimal data migration strategy, which also computes the associated delays for each sensor data to arrive at the computing location. Next, the fast (zero-delay) sensors information is dynamically fused in the filter correction procedure at the arrival instance of each valid sensor reading. Finally, the target estimation is updated based on the valid slow (delayed) data, which are grouped according to the delay-time steps before application of the Larsen's method. This approach is applied to the synthetic sensor data generated by means of the ground based radar and camera models for the simulated target flight in Reflection simulation environment.
Document ID
20220018460
Acquisition Source
Ames Research Center
Document Type
Conference Paper
Authors
Vahram Stepanyan
(Wyle (United States) El Segundo, California, United States)
Keerthana Kannan
(Wyle (United States) El Segundo, California, United States)
Evan T. Kawamura
(Ames Research Center Mountain View, California, United States)
Thomas Lombaerts
(Wyle (United States) El Segundo, California, United States)
Corey Ippolito
(Ames Research Center Mountain View, California, United States)
Date Acquired
December 5, 2022
Subject Category
Computer Systems
Avionics And Aircraft Instrumentation
Meeting Information
Meeting: AIAA SciTech Forum and Exposition
Location: National Harbor, MD
Country: US
Start Date: January 23, 2023
End Date: January 27, 2023
Sponsors: American Institute of Aeronautics and Astronautics
Funding Number(s)
CONTRACT_GRANT: 80ARC020D0010
Distribution Limits
Public
Copyright
Public Use Permitted.
Technical Review
NASA Technical Management
Keywords
Distributed sensing
Data migration
Target tracking
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