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
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