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本文件含论文及源代码。论文首先介绍了基本遗传算法的基本原理、特点及其基本实现技术,接着针对背包问题,论述了遗传算法在编码表示和遗传算子(包括选择算子、交叉算子变异算子这三种算子)等方面的应用情况。并且结合背包问题实例,给出了具体的编码方法,运行参数,群体大小,最大迭代次数,以及合适的遗传算子。最后,简单说明了遗传算法在求解背包问题中的应用并对遗传算法解决背包问题的前景提出了展望。-The file containing the papers and source code. The paper first introduces the basic principles of the basic genetic algorithm, the characteristics of its basic implementation techniques, and then for the knapsack problem, discusses the genetic algorithm coded representation and genetic operators (including selection operator, crossover operator mutation operator three count sub), and other aspects of the application. And the combination of an instance of the knapsack problem, given specific encoding method, operating parameters, population size, maximum number of iterations, and appropriate genetic operators. Finally, a brief description of the genetic algorithm Knapsack problem and genetic algorithm to solve the knapsack problem prospects prospect.
Date : 2025-12-16 Size : 411kb User : 李海波
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