Parameter estimation of quantized DARMA systems using weighted least squares

被引:0
作者
Jing, Lida [1 ]
机构
[1] Shandong Univ, Sch Math, 27 Shanda South Rd, Jinan City 250100, Shandong Provin, Peoples R China
关键词
adaptive estimation; parameter estimation; ADAPTIVE-CONTROL; IDENTIFICATION;
D O I
10.1049/cth2.12507
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 paper is concerned with parameter estimate of deterministic autoregressive moving average (DARMA) systems with uniform quantized output observations. By designing system input signals, the recursive least-squares algorithm with designed weights is proved to have convergence properties under the uniform output signal quantizer. The authors analyse the properties of the size of quantization error, which implies that the convergence properties can be achieved when the quantization error satisfies some conditions. A numerical example is supplied to demonstrate the theoretical results.
引用
收藏
页码:1732 / 1738
页数:7
相关论文
共 32 条
  • [1] Wireless sensor networks: a survey
    Akyildiz, IF
    Su, W
    Sankarasubramaniam, Y
    Cayirci, E
    [J]. COMPUTER NETWORKS, 2002, 38 (04) : 393 - 422
  • [2] SELF TUNING REGULATORS
    ASTROM, KJ
    WITTENMARK, B
    [J]. AUTOMATICA, 1973, 9 (02) : 185 - 199
  • [3] A new kernel-based approach to system identification with quantized output data
    Bottegal, Giulio
    Hjalmarsson, Hakan
    Pillonetto, Gianluigi
    [J]. AUTOMATICA, 2017, 85 : 145 - 152
  • [4] THEORY OF GAS SENSORS
    BRAILSFORD, AD
    YUSSOUFF, M
    LOGOTHETIS, EM
    [J]. SENSORS AND ACTUATORS B-CHEMICAL, 1993, 13 (1-3) : 135 - 138
  • [5] 陈翰馥, 1993, Acta Mathematicae Applicatae Sinica, V9, P1, DOI 10.1007/BF02009626
  • [6] CHEN HF, 1990, SCI CHINA SER A, V33, P641
  • [7] CHEN HF, 1987, IEEE T AUTOMAT CONTR, V32, P267, DOI 10.1109/TAC.1987.1104561
  • [8] ADAPTIVE-CONTROL VIA CONSISTENT ESTIMATION FOR DETERMINISTIC SYSTEMS
    CHEN, HF
    GUO, L
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 1987, 45 (06) : 2183 - 2202
  • [9] CONVERGENCE RATE OF LEAST-SQUARES IDENTIFICATION AND ADAPTIVE-CONTROL FOR STOCHASTIC-SYSTEMS
    CHEN, HF
    GUO, L
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 1986, 44 (05) : 1459 - 1476
  • [10] A Weighted Least-Squares Approach to Parameter Estimation Problems Based on Binary Measurements
    Colinet, Eric
    Juillard, Jerome
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2010, 55 (01) : 148 - 152