Stochastic gradient algorithm for state space system with d-step delay

被引:0
|
作者
Gu, Ya [1 ]
Ding, Rui [1 ]
机构
[1] Jiangnan Univ, Minist Educ, Key Lab Adv Proc Control Light Ind, Wuxi 214122, Peoples R China
基金
中国国家自然科学基金;
关键词
Stochastic gradient algorithm; State space models; Time-delay; LEAST-SQUARES IDENTIFICATION; DUAL-RATE SYSTEMS; NONUNIFORMLY SAMPLED SYSTEMS; PARAMETER-ESTIMATION; AUXILIARY MODEL; MULTI-INNOVATION; HIERARCHICAL IDENTIFICATION; MULTIVARIABLE SYSTEMS; PERFORMANCE ANALYSIS; CARARMA SYSTEMS;
D O I
暂无
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 researches parameter and state estimation problems for linear systems with d-step delay. Combining the linear transformation and the property of the shift operator, the canonical state space model with d-step delay is transformed into an identification model. The stochastic gradient algorithm is raised to identify the parameter vectors. Finally, an example is presented to validate the given algorithms.
引用
收藏
页码:1924 / 1928
页数:5
相关论文
共 50 条
  • [1] A multi-innovation state and parameter estimation algorithm for a state space system with d-step state-delay
    Xu, Ling
    Ding, Feng
    Gu, Ya
    Alsaedi, Ahmed
    Hayat, Tasawar
    [J]. SIGNAL PROCESSING, 2017, 140 : 97 - 103
  • [2] Parameter estimation for a multivariable state space system with d-step state-delay
    Gu, Ya
    Ding, Feng
    [J]. JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2013, 350 (04): : 724 - 736
  • [3] Multi-Innovation Stochastic Gradient Parameter and State Estimation Algorithm for Dual-Rate State-Space Systems with d-Step Time Delay
    Gu, Ya
    Zhu, Quanmin
    Liu, Jicheng
    Zhu, Peiyi
    Chou, Yongxin
    [J]. COMPLEXITY, 2020, 2020
  • [4] Parameter estimation algorithm for d-step time delay systems
    Gu, Ya
    Zhu, Peiyi
    Li, Xiangli
    Gu, Jianfei
    [J]. INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2019, 32 (3-4) : 199 - 203
  • [5] State filtering and parameter estimation for linear systems with d-step state-delay
    Gu, Ya
    Ding, Feng
    Li, Junhong
    [J]. IET SIGNAL PROCESSING, 2014, 8 (06) : 639 - 646
  • [6] Robust state estimation for uncertain linear discrete systems with d-step state delay
    Wang, Jing
    Mao, Yao
    Li, Ziqiang
    Gao, Junwei
    Liu, Huabo
    [J]. IET CONTROL THEORY AND APPLICATIONS, 2021, 15 (13): : 1708 - 1723
  • [7] Performance Analysis of the Auxiliary Model-Based Stochastic Gradient Parameter Estimation Algorithm for State-Space Systems with One-Step State Delay
    Ding, Feng
    Gu, Ya
    [J]. CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2013, 32 (02) : 585 - 599
  • [8] Performance Analysis of the Auxiliary Model-Based Stochastic Gradient Parameter Estimation Algorithm for State-Space Systems with One-Step State Delay
    Feng Ding
    Ya Gu
    [J]. Circuits, Systems, and Signal Processing, 2013, 32 : 585 - 599
  • [9] Robust state estimation for uncertain linear discrete systems with d-step measurement delay and deterministic input signals
    Tian, Yu
    Meng, Fanli
    Mao, Yao
    Gao, Junwei
    Liu, Huabo
    [J]. IET CYBER-SYSTEMS AND ROBOTICS, 2023, 5 (01)
  • [10] A New Non-Full Rank Algorithm for the IMC-Derived d-Step MIMO Structures in the Pole-Free State Space
    Feliks, Tomasz
    Hunek, Wojciech Przemyslaw
    [J]. IEEE ACCESS, 2020, 8 : 121357 - 121365