元启发式算法的曙光

Odili J.B
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引用次数: 9

摘要

近年来,优化已经成为一个非常受欢迎的研究领域,因此需要技术论文和教程来正确地分析和解释该领域的基础知识。工程、商业和工业过程优化的效率和有效性的核心是元启发式,因此需要对优化算法的基础进行适当的解释,因为优化算法是成功优化企业的引擎室。本文对元启发式算法作为成功优化的必要因素进行了基础讨论,并在分析了一些元启发式算法的基础上得出结论,一个好的元启发式算法应该包括四个组成部分,即全局搜索、局部搜索、随机化和每次迭代时最优解的识别。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
THE DAWN OF METAHEURISTIC ALGORITHMS
Optimization has become such a favored area of research in recent times necessitating the need for technical papers and tutorials that will properly analyze and explain the basics of the field. At the heart of efficiency and effectiveness of optimization of engineering, business and industrial processes is metaheuristics, hence the need for proper explanations of the basics of optimization algorithms since the optimization algorithms are the engine room of successful optimization enterprise. This paper presents a foundational discussion on metaheuristic algorithms as a necessary ingredient in successful optimization endeavors and concludes, after analysis of some metaheuristic algorithms that a good metaheuristic algorithm should consist of four components, namely global search, local search, randomization and identification of the best solution at each iteration.
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