adaptive unscented Gaussian sum filter;
cyber-physical systems;
partial variational Bayesian;
state estimation;
TARGET TRACKING;
D O I:
10.1002/asjc.3236
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
In this article, we consider the state estimation problem for nonlinear cyber-physical systems with non-Gaussian process noises under actuator false data injection attacks from the perspective of defenders. The process noises and actuator false data injection attacks herein are regarded as non-Gaussian noises. Then, the prior density of the state is considered as a sum of Gaussians with unknown covariance matrixes. The partial variational Bayesian method is applied to approximate the unknown covariance matrixes, and the unscented Gaussian sum filter is used for state estimation as well as decreasing the computing complexity. Finally, some simulation results are presented to show the effectiveness of the proposed state estimation method.
机构:
TU Wien, Inst Mech & Mechatron Control & Proc Automat, Vienna, AustriaTU Wien, Inst Mech & Mechatron Control & Proc Automat, Vienna, Austria
Boehler, Lukas
;
Ritzberger, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
AVL List GmbH, Graz, AustriaTU Wien, Inst Mech & Mechatron Control & Proc Automat, Vienna, Austria
Ritzberger, Daniel
;
Hametner, Christoph
论文数: 0引用数: 0
h-index: 0
机构:
TU Wien, Inst Mech & Mechatron Control & Proc Automat, Vienna, Austria
TU Wien, Christian Doppler Lab Innovat Control & Monitorin, Vienna, AustriaTU Wien, Inst Mech & Mechatron Control & Proc Automat, Vienna, Austria
Hametner, Christoph
;
Jakubek, Stefan
论文数: 0引用数: 0
h-index: 0
机构:
TU Wien, Inst Mech & Mechatron Control & Proc Automat, Vienna, AustriaTU Wien, Inst Mech & Mechatron Control & Proc Automat, Vienna, Austria
机构:
TU Wien, Inst Mech & Mechatron Control & Proc Automat, Vienna, AustriaTU Wien, Inst Mech & Mechatron Control & Proc Automat, Vienna, Austria
Boehler, Lukas
;
Ritzberger, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
AVL List GmbH, Graz, AustriaTU Wien, Inst Mech & Mechatron Control & Proc Automat, Vienna, Austria
Ritzberger, Daniel
;
Hametner, Christoph
论文数: 0引用数: 0
h-index: 0
机构:
TU Wien, Inst Mech & Mechatron Control & Proc Automat, Vienna, Austria
TU Wien, Christian Doppler Lab Innovat Control & Monitorin, Vienna, AustriaTU Wien, Inst Mech & Mechatron Control & Proc Automat, Vienna, Austria
Hametner, Christoph
;
Jakubek, Stefan
论文数: 0引用数: 0
h-index: 0
机构:
TU Wien, Inst Mech & Mechatron Control & Proc Automat, Vienna, AustriaTU Wien, Inst Mech & Mechatron Control & Proc Automat, Vienna, Austria