TY - GEN
T1 - Stochastic stability of extended filtering for nonlinear systems with measurement packet losses
AU - Wang, Gang
AU - Chen, Jie
AU - Sun, Jian
PY - 2013
Y1 - 2013
N2 - This paper is concerned with stochastic stability of a new extended filtering for nonlinear systems subject to measurement packet losses. The measurements sensored are transmitted to remote estimator through a packet-dropping network. By introducing a time-stamped packet arrival indicator sequence, the measurement loss process is modeled as an independent, identically distributed (i.i.d.) and therefore a Bernoulli process. Boundedness of estimation error covariance matrices is studied by verifying existence of a critical threshold for measurement packet arrival probability. It is also shown that, under appropriate assumptions, the estimation error remains bounded as long as noise covariance matrices and initial estimation error can be ensured small enough.
AB - This paper is concerned with stochastic stability of a new extended filtering for nonlinear systems subject to measurement packet losses. The measurements sensored are transmitted to remote estimator through a packet-dropping network. By introducing a time-stamped packet arrival indicator sequence, the measurement loss process is modeled as an independent, identically distributed (i.i.d.) and therefore a Bernoulli process. Boundedness of estimation error covariance matrices is studied by verifying existence of a critical threshold for measurement packet arrival probability. It is also shown that, under appropriate assumptions, the estimation error remains bounded as long as noise covariance matrices and initial estimation error can be ensured small enough.
KW - Extended filtering
KW - Measurement packet losses
KW - Nonlinear systems
KW - Stochastic stability
UR - http://www.scopus.com/inward/record.url?scp=84879857588&partnerID=8YFLogxK
U2 - 10.2316/P.2013.799-045
DO - 10.2316/P.2013.799-045
M3 - Conference contribution
AN - SCOPUS:84879857588
SN - 9780889869462
T3 - Proceedings of the 3rd IASTED Asian Conference on Modelling, Identification, and Control, AsiaMIC 2013
SP - 127
EP - 133
BT - Proceedings of the 3rd IASTED Asian Conference on Modelling, Identification, and Control, AsiaMIC 2013
T2 - 3rd IASTED Asian Conference on Modelling, Identification, and Control, AsiaMIC 2013
Y2 - 10 April 2013 through 12 April 2013
ER -