Jump state estimation with multiple sensors with packet dropping and delaying channels

被引:7
|
作者
Dolz, Daniel [1 ]
Penarrocha, Ignacio [1 ]
Sanchis, Roberto [1 ]
机构
[1] Univ Jaume 1, Dept Engn Sistemes Ind & Disseny, Casetello, Spain
关键词
state estimation; stochastic stability; wireless sensor network; out-of-sequence measurements (OOSMs); bufferised measurement; networked control systems; packet dropouts; multisensor systems; packet-delaying networks; NETWORKED CONTROL-SYSTEMS; SCARCE MEASUREMENTS; SUBJECT;
D O I
10.1080/00207721.2014.907944
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This work addresses the design of a state observer for systems whose outputs are measured through a communication network. The measurements from each sensor node are assumed to arrive randomly, scarcely and with a time-varying delay. The proposed model of the plant and the network measurement scenarios cover the cases of multiple sensors, out-of-sequence measurements, buffered measurements on a single packet and multirate sensor measurements. A jump observer is proposed that selects a different gain depending on the number of periods elapsed between successfully received measurements and on the available data. A finite set of gains is pre-calculated offline with a tractable optimisation problem, where the complexity of the observer implementation is a design parameter. The computational cost of the observer implementation is much lower than in the Kalman filter, whilst the performance is similar. Several examples illustrate the observer design for different measurement scenarios and observer complexity and show the achievable performance.
引用
收藏
页码:982 / 993
页数:12
相关论文
共 50 条
  • [1] State estimation over packet dropping networks using multiple description coding
    Jin, Zhipu
    Gupta, Vijay
    Murray, Richard M.
    AUTOMATICA, 2006, 42 (09) : 1441 - 1452
  • [2] State Estimation for Systems With Packet Dropping and State Equality Constraints
    Li, Ling
    Song, Xinmin
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2019, 66 (09) : 1572 - 1576
  • [3] Distributed state estimation with state equality constraints in the presence of packet dropping
    Fu, Xiaoyu
    Song, Xinmin
    Liu, Xiyu
    Zhang, Min
    APPLIED MATHEMATICS AND COMPUTATION, 2023, 451
  • [4] Remote State Estimation over a Packet-delaying Network without Packet Acknowledgment
    Shi, Hao
    He, Lidong
    2021 PROCEEDINGS OF THE 40TH CHINESE CONTROL CONFERENCE (CCC), 2021, : 5344 - 5349
  • [5] Optimal stationary state estimation over multiple Markovian packet drop channels
    Xu, Jiapeng
    Gu, Guoxiang
    Gupta, Vijay
    Tang, Yang
    Automatica, 2021, 128
  • [6] Optimal stationary state estimation over multiple Markovian packet drop channels
    Xu, Jiapeng
    Gu, Guoxiang
    Gupta, Vijay
    Tang, Yang
    AUTOMATICA, 2021, 128
  • [7] State Estimation Over a Network: Packet-dropping Analysis and Design
    Shi, Ling
    Qiu, Li
    2009 IEEE INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION, VOLS 1-3, 2009, : 86 - 91
  • [8] State Estimation Over Markovian Packet Dropping Links in the Presence of an Eavesdropper
    Leong, Alex S.
    Quevedo, Daniel E.
    Dey, Subhrakanti
    2017 IEEE 56TH ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2017,
  • [9] Maximizing Energy Efficiency in Multiple Access Channels by Exploiting Packet Dropping and Transmitter Buffering
    Butt, M. Majid
    Jorswieck, Eduard A.
    Ottersten, Bjoern
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2015, 14 (08) : 4129 - 4141
  • [10] Adaptive Adjustment of Noise Covariance for Vehicle State Estimation Under Packet Dropping
    Yuan, Hongwei
    Song, Xinmin
    INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2023, 21 (11) : 3642 - 3649