DocumentCode
2417560
Title
Optimal design of generalized lapped orthogonal transforms: multiobjective optimization techniques and experimental results
Author
Shimodaira, Hisashi
Author_Institution
Fac. of Inf. & Commun., Bunkyo Univ., Kanagawa, Japan
fYear
2003
fDate
10-12 Dec. 2003
Firstpage
102
Lastpage
109
Abstract
We explore multiobjective optimization techniques for the design of generalized lapped orthogonal transforms (GenLOTs). The design objectives handled are the coding gain, the stopband attenuation and the DC leakage. As the optimization algorithm, the pattern search method is used and also as the multiobjective optimization method, the weighted linear combination (WLC) and minmax methods are handled. Some techniques and findings to obtain good optima by these methods are presented. The experimental results show the following. The pattern search method with the strategy for selecting the starting point and the method for assigning the frequency slot has a capability to yield good optima. The WLC and minmax methods have a capability to yield various good optima by varying the relative magnitude of each weight. There is a good possibility that the solution by the pattern search method is one of the global optima in some cases.
Keywords
image coding; optimisation; pattern matching; DC leakage; generalized lapped orthogonal transform; minmax method; multiobjective optimization technique; optimal design; pattern search method; stopband attenuation; weighted linear combination; Attenuation; Design optimization; Discrete cosine transforms; Discrete transforms; Filtering algorithms; Image coding; Optimization methods; Pareto optimization; Search methods; Signal processing algorithms;
fLanguage
English
Publisher
ieee
Conference_Titel
Multimedia Software Engineering, 2003. Proceedings. Fifth International Symposium on
Conference_Location
Taichung, Taiwan
Print_ISBN
0-7695-2031-6
Type
conf
DOI
10.1109/MMSE.2003.1254428
Filename
1254428
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