Impulse response estimation of massive multi-input systems

被引:4
|
作者
Tan, Ai Hui [1 ]
机构
[1] Multimedia Univ, Fac Engn, Cyberjaya 63100, Malaysia
关键词
System identification; Perturbation signals; Impulse responses; Estimation;
D O I
10.1016/j.ifacsc.2017.11.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Impulse response estimation of massive multi-input systems requires the development of new approaches due to constraints imposed by conventional methods. Two key challenges which need to be addressed are, firstly, the requirement on the perturbation signal period and secondly, the processing time. A novel identification technique is proposed using a set of correlated signals with an iterative algorithm to overcome these challenges. In particular, it is shown that for a system with 100 inputs, the proposed technique is capable of reducing the minimum signal period by a factor of 2.4 compared with a current state-of-the-art algorithm. Additionally, the low computational complexity allows the proposed technique to be utilised for massive systems with long impulse responses. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1 / 9
页数:9
相关论文
共 50 条
  • [1] Identification of Impulse Responses of Multi-Input Systems
    Tan, Ai Hui
    Ng, Yin Hoe
    2017 IEEE 2ND INTERNATIONAL CONFERENCE ON AUTOMATIC CONTROL AND INTELLIGENT SYSTEMS (I2CACIS), 2017, : 13 - 18
  • [2] HLS parameter estimation for multi-input multi-output systems
    Yuan, Ping
    Ding, Feng
    Liu, Peter X.
    2008 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-9, 2008, : 857 - +
  • [4] Mixed order response function estimation from multi-input non-linear systems
    Dewson, T
    Irving, AD
    PHYSICA D, 1996, 94 (1-2): : 19 - 35
  • [5] Low-complexity channel estimation for time division duplex massive multi-user multi-input multi-output systems
    Hawej, Muamer
    Shayan, Yousef R.
    IET COMMUNICATIONS, 2021, 15 (01) : 43 - 50
  • [6] Multi-input programming of cellular response
    Arunima Singh
    Nature Methods, 2019, 16 : 1080 - 1080
  • [7] Multi-input programming of cellular response
    Singh, Arunima
    NATURE METHODS, 2019, 16 (11) : 1080 - 1080
  • [8] Weighted compressive sensing based uplink channel estimation for time division duplex massive multi-input multi-output systems
    Nan, Yang
    Zhang, Li
    Sun, Xin
    IET COMMUNICATIONS, 2017, 11 (03) : 355 - 361
  • [9] NOTE ON CONTROLLABILITY OF MULTI-INPUT SYSTEMS
    RAMANI, N
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1976, 21 (03) : 431 - 432
  • [10] MULTI-INPUT OBSERVER FOR ESTIMATION OF COMPRESSOR FLOW
    Kalabic, Uros
    Kolmanovsky, Ilya
    Buckland, Julia
    PROCEEDINGS OF THE ASME 2013 DYNAMIC SYSTEMS AND CONTROL CONFERENCE (DSCC2013), VOL. 1, 2013,