Stability conditions for multi-sensor state estimation over a lossy network
نویسندگان
چکیده
This paper studies a networked state estimation problem for a spatially large linear system with a distributed array of sensors, each of which offers partial state measurements. A lossy communication network is used to transmit the sensor measurements to a central estimator where the minimum mean square error (MMSE) state estimate is computed. Under aMarkovian packet lossmodel, we provide necessary and sufficient conditions for the stability of the estimator for any diagonalizable system in the sense that themean of the state estimation error covariancematrix is uniformly bounded. In particular, the stability conditions for the second-order systems with an i.i.d. packet loss model are explicitly expressed as simple inequalities in terms of the largest open-loop pole and the packet loss rate. © 2015 Elsevier Ltd. All rights reserved.
منابع مشابه
Stability of Kalman Filtering with Multiple Sensors Involving Lossy Communications
We study a networked state estimation problem for a linear system with multiple sensors, each of which transmits its measurements to a central estimator via a lossy communication network for computing the minimum mean-square-error (MMSE) state estimate. Under a general Markov packet loss process, we establish necessary and sufficient conditions for the stability of the estimator for any diagona...
متن کاملStability Analysis of Multi-Sensor Kalman Filtering over Lossy Networks
This paper studies the remote Kalman filtering problem for a distributed system setting with multiple sensors that are located at different physical locations. Each sensor encapsulates its own measurement data into one single packet and transmits the packet to the remote filter via a lossy distinct channel. For each communication channel, a time-homogeneous Markov chain is used to model the nor...
متن کاملLQG control over lossy TCP - like networks with probabilistic packet acknowledgements Emanuele
This paper focuses on control applications over lossy data networks. Sensor data is transmitted to an estimation-control unit over a network, and control commands are issued to subsystems over the same network. Sensor, control and acknowledgement packets may be randomly lost according to a Bernoulli process. In this context, the discrete-time Linear Quadratic Gaussian (LQG) optimal control prob...
متن کاملDistributed Estimation over Wireless Sensor Networks with Packet Losses
A distributed adaptive algorithm to estimate a time-varying signal, measured by a wireless sensor network, is designed and analyzed. One of the major features of the algorithm is that no central coordination among the nodes needs to be assumed. The measurements taken by the nodes of the network are affected by noise, and the communication among the nodes is subject to packet losses. Nodes excha...
متن کاملNetworked Control Systems: Estimation and Control Over Lossy Networks
This article discusses optimal estimation and control for lossy networks. Conditions for stability are provided both for two-link and multiple-link networks. The online adaptation of network resources (controlled communication) is also considered.
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- Automatica
دوره 53 شماره
صفحات -
تاریخ انتشار 2015