TY - GEN
T1 - Modified EKF-based nonlinear filtering over wireless channels with transmission failure and fading
AU - Li, Luyu
AU - Li, Zhen
AU - Liu, Xiangdong
AU - Sheng, Yongzhi
N1 - Publisher Copyright:
© 2016 TCCT.
PY - 2016/8/26
Y1 - 2016/8/26
N2 - This paper addresses the stochastic stability problem of a modified extended Kalman filter (MEKF), targeted at the state estimation of the nonlinear system through wireless channel, where both transmission failure and channel fading are practically under consideration. For a class of nonlinear systems whose observation's Jacobi Matrix is always invertible, the sufficient conditions of the error covariance matrices are accordingly established. Moreover, the conditions for the stochastic stability of the estimation error are also derived, which is tighter than the conditions of boundedness of the error covariance. Furthermore, a numerical example is given to demonstrate the feasibility of the proposed method.
AB - This paper addresses the stochastic stability problem of a modified extended Kalman filter (MEKF), targeted at the state estimation of the nonlinear system through wireless channel, where both transmission failure and channel fading are practically under consideration. For a class of nonlinear systems whose observation's Jacobi Matrix is always invertible, the sufficient conditions of the error covariance matrices are accordingly established. Moreover, the conditions for the stochastic stability of the estimation error are also derived, which is tighter than the conditions of boundedness of the error covariance. Furthermore, a numerical example is given to demonstrate the feasibility of the proposed method.
KW - Extended Kalman filter
KW - fading
KW - stochastic stability
KW - transmission failure
UR - http://www.scopus.com/inward/record.url?scp=84987879611&partnerID=8YFLogxK
U2 - 10.1109/ChiCC.2016.7553359
DO - 10.1109/ChiCC.2016.7553359
M3 - Conference contribution
AN - SCOPUS:84987879611
T3 - Chinese Control Conference, CCC
SP - 1826
EP - 1830
BT - Proceedings of the 35th Chinese Control Conference, CCC 2016
A2 - Chen, Jie
A2 - Zhao, Qianchuan
A2 - Chen, Jie
PB - IEEE Computer Society
T2 - 35th Chinese Control Conference, CCC 2016
Y2 - 27 July 2016 through 29 July 2016
ER -