TY - GEN
T1 - Target tracking with infrared imaging and millimetre-wave radar sensor
AU - Zhang, Xuejing
AU - Ma, Long
AU - Chen, He
AU - Yang, Jing
PY - 2013
Y1 - 2013
N2 - Two commonly used tracking fusion methods for Kalmanfilter- based multi-sensor data fusion which are weighed crosscovariance fusion and augmented measurement fusion are analysed in this paper. Based on tracking fusion of infrared sensor and millimetre wave Radar ,the fused states and measurements are compared with individual estimates. Results are presented using Monte Carlo simulation by two given virtual trajectories which show that: (1)the two fusion methods are functionally equivalent if the sensors used for data fusion have identical measurement matrix;(2)the obtained joint state-vector estimate is better than the individual sensor-based estimate. Also presented are the possible reason caused the bias between individual position estimate and true followed by the analysis of the computational advantages of each method.
AB - Two commonly used tracking fusion methods for Kalmanfilter- based multi-sensor data fusion which are weighed crosscovariance fusion and augmented measurement fusion are analysed in this paper. Based on tracking fusion of infrared sensor and millimetre wave Radar ,the fused states and measurements are compared with individual estimates. Results are presented using Monte Carlo simulation by two given virtual trajectories which show that: (1)the two fusion methods are functionally equivalent if the sensors used for data fusion have identical measurement matrix;(2)the obtained joint state-vector estimate is better than the individual sensor-based estimate. Also presented are the possible reason caused the bias between individual position estimate and true followed by the analysis of the computational advantages of each method.
KW - Extended measurement
KW - Extended-Kalman filter
KW - Infrared image
KW - Millimetre wave radar
KW - Weighed cross-covariance fusion
UR - http://www.scopus.com/inward/record.url?scp=84894580208&partnerID=8YFLogxK
U2 - 10.1049/cp.2013.0291
DO - 10.1049/cp.2013.0291
M3 - Conference contribution
AN - SCOPUS:84894580208
SN - 9781849196031
T3 - IET Conference Publications
BT - IET International Radar Conference 2013
T2 - IET International Radar Conference 2013
Y2 - 14 April 2013 through 16 April 2013
ER -