TY - JOUR
T1 - Joint tracking and classification with constraints and reassignment by radar and ESM
AU - Jiang, Hong
AU - Zhan, Kun
AU - Xu, Long
N1 - Publisher Copyright:
© 2015 Elsevier Inc. All rights reserved.
PY - 2015
Y1 - 2015
N2 - We consider the problem of joint tracking and classification using the information from radar and electronic support measure. For each target class, a separate filter is operated in parallel, and each class-dependent filter is implemented by interacting multiple model regularized particle filter. The speed likelihood for each class is defined using a priori information about speed constraint and combined with the likelihoods from two sensors to improve tracking and classification. Moreover, the output of classifier is also used for particle reassignment of different classes, which might lead to better performance. Simulations show that our proposed method can provide reliable tracking and correct classification.
AB - We consider the problem of joint tracking and classification using the information from radar and electronic support measure. For each target class, a separate filter is operated in parallel, and each class-dependent filter is implemented by interacting multiple model regularized particle filter. The speed likelihood for each class is defined using a priori information about speed constraint and combined with the likelihoods from two sensors to improve tracking and classification. Moreover, the output of classifier is also used for particle reassignment of different classes, which might lead to better performance. Simulations show that our proposed method can provide reliable tracking and correct classification.
KW - Electronic support measure
KW - Interacting multiple model regularized
KW - Joint tracking and classification
KW - Particle filter
KW - Particle reassignment
KW - Speed constraint
UR - https://www.scopus.com/pages/publications/84933675539
U2 - 10.1016/j.dsp.2015.01.004
DO - 10.1016/j.dsp.2015.01.004
M3 - 文章
AN - SCOPUS:84933675539
SN - 1051-2004
VL - 40
SP - 213
EP - 223
JO - Digital Signal Processing: A Review Journal
JF - Digital Signal Processing: A Review Journal
IS - 1
ER -