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Learning enhanced simulated annealing

机译:学习增强型模拟退火

摘要

A Learning Enhanced Simulated Annealing (LESA) method is provided. Based on a Simulated Annealing (SA) framework, this method adds a Knowledge Base (KB) initialized at the beginning of the search and updated at each iteration, which memorizes a portion of the search history and guides the further search through a KB trial generator. The basic idea of LESA is that its search history is stored in a KB, and a KB trial generator extracts information from it and uses it to generate a new trial. The next move of the search is the weighted sum of the trial generated by the KB trial generator and the trial generated by the usual SA trial generator. The knowledge base is then updated after each search iteration.
机译:提供了一种学习增强型模拟退火(LESA)方法。此方法基于模拟退火(SA)框架,添加了在搜索开始时初始化并在每次迭代时更新的知识库(KB),该知识库可存储一部分搜索历史并通过KB试用生成器引导进一步的搜索。 LESA的基本思想是,其搜索历史记录存储在KB中,并且KB试验生成器从中提取信息,并使用该信息生成新的试验。搜索的下一步是KB试验生成器生成的试验与普通SA试验生成器生成的试验的加权总和。然后,在每次搜索迭代之后更新知识库。

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