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单词 Simulated annealing
释义

Simulated annealing

中文百科

模拟退火

仿真退火是一种通用概率算法,用来在固定时间内寻求在一个大的搜索空间内找到的最优解。仿真退火是S. Kirkpatrick, C. D. Gelatt和M. P. Vecchi在1983年所发明。而V. Černý在1985年也独立发明此算法。

英语百科

Simulated annealing 模拟退火

Simulated annealing searching for a maximum. The objective here is to get to the highest point; however, it is not enough to use a simple hill climb algorithm, as there are many local maxima. By cooling the temperature slowly the global maximum is found.
Fast
Slow
Graphische Darstellung einer Landschaft, in der ein globales Minimum gefunden werden soll.

Simulated annealing (SA) is a probabilistic technique for approximating the global optimum of a given function. Specifically, it is a metaheuristic to approximate global optimization in a large search space. It is often used when the search space is discrete (e.g., all tours that visit a given set of cities). For problems where finding the precise global optimum is less important than finding an acceptable local optimum in a fixed amount of time, simulated annealing may be preferable to alternatives such as brute-force search or gradient descent.

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更新时间:2025/6/17 8:37:42