Singular value decomposition of time-varying matrices

被引:19
|
作者
Baumann, M [1 ]
Helmke, U [1 ]
机构
[1] Univ Wurzburg, Inst Math, D-97074 Wurzburg, Germany
关键词
singular value decomposition; time-varying matrices; continuation methods;
D O I
10.1016/S0167-739X(02)00162-0
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper is concerned with an algorithm to compute the singular value decomposition (SVD) of time-varying square matrices. In a first step we consider the task of diagonalizing symmetric time-varying matrices A(t). A differential equation is proposed, whose solutions asymptotically track the diagonalizing transformation. In particular, perfect matching of the initial conditions is not required and the solutions converge exponentially towards the desired transformation. Then the desired differential equation for tracking the SVD is derived. Robustness of the algorithms is guaranteed by our approach. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:353 / 361
页数:9
相关论文
共 50 条
  • [1] Online singular value decomposition of time-varying matrix via zeroing neural dynamics
    Chen, Jianrong
    Zhang, Yunong
    [J]. NEUROCOMPUTING, 2020, 383 (383) : 314 - 323
  • [2] An evaluation criterion on the accuracy of time-varying wavelet extraction based on singular value decomposition
    Wang, Rongrong
    Dai, Yongshou
    Li, Chuang
    Zhang, Manman
    Zhang, Peng
    [J]. Geophysical Prospecting for Petroleum, 2015, 54 (05) : 531 - 540
  • [3] Time-varying singular value decomposition for periodic transient identification in bearing fault diagnosis
    Zhang, Shangbin
    Lu, Siliang
    He, Qingbo
    Kong, Fanrang
    [J]. JOURNAL OF SOUND AND VIBRATION, 2016, 379 : 213 - 231
  • [4] Zeroing Neural Network for Pseudoinversion of an Arbitrary Time-Varying Matrix Based on Singular Value Decomposition
    Kornilova, Mariya
    Kovalnogov, Vladislav
    Fedorov, Ruslan
    Zamaleev, Mansur
    Katsikis, Vasilios N.
    Mourtas, Spyridon D.
    Simos, Theodore E.
    [J]. MATHEMATICS, 2022, 10 (08)
  • [5] Singular value decomposition for a class of linear time-varying systems with application to switched linear systems
    Hara, N.
    Kokame, H.
    Konishi, K.
    [J]. SYSTEMS & CONTROL LETTERS, 2010, 59 (12) : 792 - 798
  • [6] Time-Varying Frequency-Modulated Component Extraction Based on Parameterized Demodulation and Singular Value Decomposition
    Chen, Shiqian
    Yang, Yang
    Wei, Kexiang
    Dong, Xingjian
    Peng, Zhike
    Zhang, Wenming
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2016, 65 (02) : 276 - 285
  • [7] Time-varying singular value decomposition analysis of electrodermal activity: A novel method of cognitive load estimation
    Ghaderyan, Peyvand
    Abbasi, Ataollah
    Ebrahimi, Afshin
    [J]. MEASUREMENT, 2018, 126 : 102 - 109
  • [8] Singular value decomposition based learning identification for linear time-varying systems: From recursion to iteration
    Song, Fazhi
    Li, Li
    Liu, Yang
    Dong, Yue
    [J]. INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2023, 33 (12) : 6986 - 7003
  • [9] FAST-CONVERGENCE SINGULAR VALUE DECOMPOSITION FOR TRACKING TIME-VARYING CHANNELS IN MASSIVE MIMO SYSTEMS
    Tsai, Pei-Yun
    Chang, Yi
    Li, Jian-Lin
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2018, : 1085 - 1089
  • [10] Singular value decomposition for a class of linear time-varying systems and its application to switched linear systems
    Hara, Naoyuki
    Kokame, Hideki
    Konishi, Keiji
    [J]. 2009 AMERICAN CONTROL CONFERENCE, VOLS 1-9, 2009, : 5707 - +