Title :
Two-dimensional curve fitting and prediction using spectral analysis
Author :
Fernando, K.V. ; Nicholson, H.
Author_Institution :
University of Sheffield, Department of Control Engineering, Sheffield, UK
fDate :
9/1/1982 12:00:00 AM
Abstract :
A curve-fitting or prediction problem for two-dimensional or cyclic processes is defined and solved using spectral techniques. The assumed statistical model is structurally similar to the Karhunen-Lo¿¿ve expansion, and the technique can be implemented using the singular-value decomposition. Two examples using published data illustrate the feasibility of the method and the peculiarities associated with the problem.
Keywords :
curve fitting; extrapolation; filtering and prediction theory; spectral analysis; Karhunen-Loeve expansion; cyclic processes; singular-value decomposition; spectral analysis; statistical model; two dimensional curve fitting;
Journal_Title :
Control Theory and Applications, IEE Proceedings D
DOI :
10.1049/ip-d.1982.0035