K. Tsuchiya et al., A deterministic annealing algorithm for a combinatorial optimization problem using replicator equations, PHYSICA D, 149(3), 2001, pp. 161-173
We have proposed an optimization method for a combinatorial optimization pr
oblem using replicator equations. To improve the solution further, a determ
inistic annealing algorithm may be applied. During the annealing process, b
ifurcations of equilibrium solutions will occur and affect the performance
of the deterministic annealing algorithm. In this paper, the bifurcation st
ructure of the proposed model is analyzed in detail. It is shown that only
pitchfork bifurcations occur in the annealing process, and the solution obt
ained by the annealing is the branch uniquely connected with the uniform so
lution. It is also shown experimentally that in many cases, this solution c
orresponds to a good approximate solution of the optimization problem. Base
d on the results, a deterministic annealing algorithm is proposed and appli
ed to the quadratic assignment problem to verify its performance. (C) 2001
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