Distributed estimation based on information-based covariance intersection algorithms

被引：13
|
作者：
Mahmoud, Magdi S. [1 ]
机构：
[1] KFUPM, Dept Syst Engn, Dhahran 31261, Saudi Arabia
来源：
INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING | 2016年 / 30卷 / 05期
关键词：
information matrix filter; covariance intersection; weighted covariance; Kalman-like particle filter; industrial utility boiler; KALMAN-FILTER; MEASUREMENT FUSION; TRACK FUSION; SYSTEMS;
D O I：
10.1002/acs.2638
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
A distributed estimation approach is developed in this paper using information matrix filter on a distributed tracking system in which multiple sensors are tracking the same target. The information matrix filter version is derived from covariance intersection, weighted covariance and Kalman-like particle filter, respectively. The steady performance of these filters is evaluated with different feedback strategies. The developed filters are then validated on an industrial utility boiler. Copyright (c) 2015 John Wiley & Sons, Ltd.
引用
收藏
页码：750 / 778
页数：29
相关论文
共 50 条
  • [41] An information-based computational technique for estimation of chromatographic peak purity
    Lun, Desmond S.
    Jennings, Laura D.
    Koetter, Ralf
    Licht, Stuart
    Medard, Muriel
    JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2007, 47 (05) : 1973 - 1978
  • [42] Sparse Covariance Matrix Estimation by DCA-Based Algorithms
    Duy Nhat Phan
    Hoai An Le Thi
    Tao Pham Dinh
    NEURAL COMPUTATION, 2017, 29 (11) : 3040 - 3077
  • [43] Uncertainty Estimation by Fisher Information-based Evidential Deep Learning
    Deng, Danruo
    Chen, Guangyong
    Yu, Yang
    Liu, Furui
    Heng, Pheng-Ann
    INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 202, 2023, 202
  • [44] Prior Information-Based Bayesian MMSE Estimation of Velocity in HetNets
    Tiwari, Ravi
    Deshmukh, Siddharth
    IEEE WIRELESS COMMUNICATIONS LETTERS, 2019, 8 (01) : 81 - 84
  • [45] Information-based massive data retrieval method based on distributed decision tree algorithm
    Chen, Bin
    Chen, Qingming
    Ye, Peishan
    INTERNATIONAL JOURNAL OF MODELING SIMULATION AND SCIENTIFIC COMPUTING, 2023, 14 (01)
  • [46] NEW PREDICTION ALGORITHMS BY COVARIANCE INFORMATION BASED ON INNOVATION THEORY
    NAKAMORI, S
    HATAJI, A
    AUTOMATICA, 1981, 17 (02) : 379 - 386
  • [47] Improved motion information-based infrared dim target tracking algorithms
    Liu Lei
    Huang Zhijian
    INFRARED PHYSICS & TECHNOLOGY, 2014, 67 : 341 - 349
  • [48] Analysis of image information-based real-time tracking algorithms
    Wang, CP
    Zhu, YC
    Dong, ST
    Huang, JQ
    Quan, HD
    Huang, YH
    ISTM/99: 3RD INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, 1999, : 594 - 597
  • [49] Towards an information-based approach for the dependability evaluation of distributed control systems
    Jumel, F
    Thiriet, JM
    Aubry, JF
    Malasse, O
    IMTC/O3: PROCEEDINGS OF THE 20TH IEEE INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE, VOLS 1 AND 2, 2003, : 270 - 275
  • [50] Distributed Information-Based Cooperative Strategy Adaptation in Opportunistic Mobile Networks
    Misra, Sudip
    Pal, Sujata
    Saha, Barun Kumar
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2015, 26 (03) : 724 - 737
12345