TY - JOUR
T1 - Chaotic optimization method combined with coordinate transformation
AU - Niitsuma, Hirotaka
AU - Ishii, Shin
AU - Ito, Minoru
PY - 2001/1/1
Y1 - 2001/1/1
N2 - 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.
AB - 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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U2 - 10.1002/1520-6440(200102)84:2<12::AID-ECJC2>3.0.CO;2-U
DO - 10.1002/1520-6440(200102)84:2<12::AID-ECJC2>3.0.CO;2-U
M3 - Article
AN - SCOPUS:0035201142
SN - 1042-0967
VL - 84
SP - 12
EP - 20
JO - Electronics and Communications in Japan, Part III: Fundamental Electronic Science (English translation of Denshi Tsushin Gakkai Ronbunshi)
JF - Electronics and Communications in Japan, Part III: Fundamental Electronic Science (English translation of Denshi Tsushin Gakkai Ronbunshi)
IS - 2
ER -