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A new multi-target tracking algorithm for a large number of orbiting objects
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Delande, E. D., Houssineau, Jeremie, Franco, Jose, Frueh, C. and Clark, D. E. (2017) A new multi-target tracking algorithm for a large number of orbiting objects. In: 27th AAS/AIAA Space Flight Mechanics Meeting, San Antonio, United States, 5-9 Feb 2017. Published in: Advances in the Astronautical Sciences Series, 160 pp. 2077-2096. ISBN 9780877036371.
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Official URL: http://www.univelt.com/book=6047
Abstract
This paper demonstrates the applicability of the filter for Hypothesised and Independent Stochastic Populations (HISP), a multi-target joint detection/tracking algorithm derived from a recent estimation framework for stochastic populations, to wide area surveillance scenarios in the context of Space Situational Awareness. Designed for multi-object estimation problems where the data association between targets and collected observations is moderately ambiguous, the HISP filter has a linear complexity with the number of maintained tracks and the number of observations, and is a scalable filtering solution adapted to large-scale target tracking scenarios. It is illustrated on a challenging surveillance problem involving 30 targets on different orbits, observed by 3 sensors with limited coverage, measurement noise, false alarms, and missed detections.
Item Type: | Conference Item (Lecture) | ||||
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Divisions: | Faculty of Science, Engineering and Medicine > Science > Statistics | ||||
Journal or Publication Title: | Advances in the Astronautical Sciences Series | ||||
Publisher: | Univelt, Inc | ||||
ISBN: | 9780877036371 | ||||
Official Date: | 2017 | ||||
Dates: |
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Volume: | 160 | ||||
Page Range: | pp. 2077-2096 | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Access rights to Published version: | Restricted or Subscription Access | ||||
Conference Paper Type: | Lecture | ||||
Title of Event: | 27th AAS/AIAA Space Flight Mechanics Meeting | ||||
Type of Event: | Conference | ||||
Location of Event: | San Antonio, United States | ||||
Date(s) of Event: | 5-9 Feb 2017 |
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