THE SINGULAR-VALUE DECOMPOSITION - APPLIED IN THE MODELING AND PREDICTION OF QUASI-PERIODIC PROCESSES

被引:19
作者
KANJILAL, PP
PALIT, S
机构
[1] Department of Electronics and Electrical Communication Engineering, Indian Institute of Technology, Kharagpur
关键词
SINGULAR VALUE DECOMPOSITION; ORTHOGONAL TRANSFORMATION; MODELING; PREDICTION; PERIODIC PROCESSES; QUASI-PERIODIC PROCESSES;
D O I
10.1016/0165-1684(94)90215-1
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Singular value decomposition is used as a tool in the analysis of quasiperiodic processes. The prime orthogonal components are used to separate the regular and the irregular parts of the process. Linear prediction of the orthogonal components of the regular part leads to periodic prediction. For quasiperiodic processes, the same on the non-linearly transformed irregular part is used as additional component to produce periodic prediction. Prediction using singular value decomposition is compared numerically with that obtained using some established methods and the superiority of the former is demonstrated.
引用
收藏
页码:257 / 267
页数:11
相关论文
共 9 条
[1]  
Box, Cox, An analysis of transformations, J. Roy. Statist. Soc., 26, pp. 211-252, (1964)
[2]  
Box, Jenkins, Time Series Analysis, Forecasting and Control, (1970)
[3]  
Golub, Van Loan, Matrix Computations, (1989)
[4]  
Kay, Modern Spectral Estimation, Prentice-Hall Signal Processing Series, (1988)
[5]  
Lawson, Hanson, Solving Least Squares Problems, (1974)
[6]  
Mackey, Glass, Oscillations and chaos in physiological control systems, Science, 197, 4300, pp. 287-289, (1977)
[7]  
Parker, Chua, Chaos A tutorial for engineers, Proceedings of the IEEE, 75, pp. 982-1008, (1987)
[8]  
Tong, Threshold Models in Non-linear Time Series Analysis, Lecture Notes in Statistics, (1983)
[9]  
Tukey, On the comparative anatomy of transformations, The Annals of Mathematical Statistics, 28, pp. 602-632, (1957)