Chaotic optimization method combined with coordinate transformation

被引:0
|
作者
Niitsuma, Hirotaka [1 ]
Ishii, Shin [1 ]
Ito, Minoru [1 ]
机构
[1] Grad. School of Information Science, Nara Inst. of Science and Technology, Nara 630-01 01, Japan
关键词
Chaos theory - Constraint theory - Curve fitting - Eigenvalues and eigenfunctions - Mathematical models - Mathematical transformations - Problem solving - Quadratic programming;
D O I
10.1002/1520-6440(200102)84:23.0.CO;2-U
中图分类号
学科分类号
摘要
We propose a nonlinear optimization method based on a combination of chaotic dynamics and a coordinate transformation. The coordinate transformation serves to make small eigenvalues of the curvature matrix of the objective function, which is defined for each optimization problem. Then, the objective function becomes flat so that the chaotic dynamics is able to search for possible solutions over a wide domain. We apply our method to a chaotic version of the doubly constrained network model (DCN) that solves quadratic assignment problems. As a result, our new method achieves solution improvements.
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页码:12 / 20
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