DocumentCode :
3305348
Title :
Processor based estimation of targets
Author :
Kumar, R. Raja ; Kumar, A. Niranjil ; Valarmathi, J. ; Reddy, Kommi Krishna
Author_Institution :
VIT Univ., Vellore, India
fYear :
2012
fDate :
3-5 Oct. 2012
Firstpage :
1016
Lastpage :
1020
Abstract :
Data fusion techniques combine data from multiple sensors and related information from associated databases, to achieve improved accuracies and more specific inferences than could be achieved by the use of a single sensor alone. Objective of this paper is to implement data association algorithms for target tracking based on range only measurements given by multiple sensors located at different positions using a TMS processor, first in a single target scenario and then in a multi-target scenario where ranges obtained from each sensor are required to be associated to the correct targets. In case of a single target multi-sensor (STMS) scenario, Gauss-Newton iterative method based Data Fusion is carried out to determine the target position. In case of multi-target multi-sensor (MTMS) scenario, each radar provides data regarding range of targets as detected by it. Considering all possible combinations of ranges, the probable fused target positions are estimated using Gauss-Newton technique. The near approximated fused position is then determined from probable positions by Minimum Mean Square Estimation (MMSE).
Keywords :
Newton method; estimation theory; least mean squares methods; microprocessor chips; sensor fusion; target tracking; Gauss-Newton iterative method; MMSE; MTMS scenario; TMS processor; associated databases; data association algorithms; data fusion techniques; minimum mean square estimation; multiple sensors; multitarget multisensor; near approximated fused position; processor based estimation; range only measurements; single target multisensor; target tracking; Estimation; Iterative methods; Radar tracking; Sensor fusion; Target tracking; Gauss-Newton method; MTMS; Multilateration; STMS; TMS processor;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT), 2012 4th International Congress on
Conference_Location :
St. Petersburg
ISSN :
2157-0221
Print_ISBN :
978-1-4673-2016-0
Type :
conf
DOI :
10.1109/ICUMT.2012.6459643
Filename :
6459643
Link To Document :
بازگشت