Wavelet-based On-line Multiscale Subspace Identification of Nuclear Reactor

被引:2
|
作者
Vajpayee, Vineet [1 ]
Mukhopadhyay, Siddhartha [1 ,2 ]
Tiwari, Akhilanand Pati [1 ,3 ]
机构
[1] Homi Bhabha Natl Inst, Bombay 400094, Maharashtra, India
[2] Bhabha Atom Res Ctr, Seismol Div, Bombay 400085, Maharashtra, India
[3] Bhabha Atom Res Ctr, Reactor Control Syst Design Sect, Bombay 400085, Maharashtra, India
来源
IFAC PAPERSONLINE | 2018年 / 51卷 / 15期
关键词
Nuclear Reactor; On-line Identification; Subspace Methods; Wavelets; TIME-VARYING SYSTEMS;
D O I
10.1016/j.ifacol.2018.09.160
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 formulates a methodology of on-line subspace identification in wavelet based multiresolution framework. The proposed strategy integrates proficiency of wavelets for multiscale data representation with the robust parameter estimation ability of subspace identification. The efficacy of proposed technique is demonstrated on point kinetics nuclear reactor taking the effects of temperature and xenon poisoning into consideration. The nonlinear process is approximated by multiple linear state-space models identified at significant scales. Time variation in the process has been taken into account by updating parameters with the arrival of new dataset. It is validated through simulations that the proposed scheme gives better output prediction as compared to other single-scale and multiscale techniques. (C) 2018, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码:347 / 352
页数:6
相关论文
共 50 条
  • [31] Multiscale wavelet-based analysis to detect hidden geodiversity
    Naparus-Aljancic, Magdalena
    Patru-Stupariu, Ileana
    Stupariu, Mihai Sorin
    PROGRESS IN PHYSICAL GEOGRAPHY-EARTH AND ENVIRONMENT, 2017, 41 (05): : 601 - 619
  • [32] Prediction of respiratory motion with wavelet-based multiscale autoregression
    Ernst, Floris
    Schlaefer, Alexander
    Schweikard, Achim
    MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION- MICCAI 2007, PT 2, PROCEEDINGS, 2007, 4792 : 668 - +
  • [33] Wavelet-based multiscale similarity measure for complex networks
    Agarwal, Ankit
    Maheswaran, Rathinasamy
    Marwan, Norbert
    Caesar, Levke
    Kurths, Juergen
    EUROPEAN PHYSICAL JOURNAL B, 2018, 91 (11):
  • [34] Wavelet-Based Multiscale Intermittency Analysis: The Effect of Deformation
    Angulo, Jose M.
    Madrid, Ana E.
    ENTROPY, 2023, 25 (07)
  • [35] Spatially adaptive wavelet-based multiscale image restoration
    Banham, MR
    Katsaggelos, AK
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 1996, 5 (04) : 619 - 634
  • [36] Wavelet-based multiscale anisotropic diffusion for MR imaging
    Zhong, JM
    Dardzinski, B
    Holland, S
    Wansapura, J
    Schmithorst, V
    Medical Imaging 2005: Image Processing, Pt 1-3, 2005, 5747 : 1046 - 1053
  • [37] A Multiresolution Wavelet based Subspace Identification
    Vajpayee, Vineet
    Mukhopadhyay, Siddhartha
    Tiwari, Akhilanand Pati
    IFAC PAPERSONLINE, 2016, 49 (01): : 247 - 253
  • [38] Wavelet-based multiscale similarity measure for complex networks
    Ankit Agarwal
    Rathinasamy Maheswaran
    Norbert Marwan
    Levke Caesar
    Jürgen Kurths
    The European Physical Journal B, 2018, 91
  • [39] A WAVELET-BASED APPROACH FOR DIAGNOSIS OF INTERNAL LEAKAGE IN HYDRAULIC ACTUATORS USING ON-LINE MEASUREMENTS
    Goharrizi, Amin Yazdanpanah
    Sepehri, Nariman
    Wu, Yan
    INTERNATIONAL JOURNAL OF FLUID POWER, 2010, 11 (01) : 61 - 69
  • [40] A subspace approach to timing acquisition for wavelet-based multirate transmissions
    Fu, Chih-Ming
    Hwang, Wen-Liang
    Huang, Chung-Lin
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2007, 55 (06) : 1111 - 1115