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Evaluation of network effects on the Kalman filter and accumulated state density filter

 
: Govaers, F.; Fuchs, C.; Aschenbruck, N.

:

Institute of Electrical and Electronics Engineers -IEEE-:
2nd International Workshop on Cognitive Information Processing, CIP 2010 : 14-16 June 2010 in Elba, Italy
New York, NY: IEEE, 2010
ISBN: 1-4244-6457-9
ISBN: 978-1-4244-6457-9
ISBN: 978-1-4244-6459-3
pp.364-369
International Workshop on Cognitive Information Processing (CIP) <2, 2010, Elba>
English
Conference Paper
Fraunhofer FKIE

Abstract
Command and control applications are important especially in tactical scenarios. For such scenarios wireless multi-hop networks may be deployed as they can be used even when there is no infrastructure left. Due to the specific characteristics of these networks the problem of Out-of-Sequence (OoS) measurements for tracking applications arises. In this paper, we present an exhaustive, realistic evaluation of OoS measurements induced by network protocol effects. To this end, we compare a standard Kalman filter to an accumulated state density filter. The results show that in wireless multi-hop networks a filter that can deal with OoS measurements is needed.

: http://publica.fraunhofer.de/documents/N-188629.html