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Programming of Pavement Maintenance Based on Genetic Algorithm

机译:基于遗传算法的路面养护程序设计

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Programming of pavement maintenance is a difficult optimization problem that suffers from combinatorial explosion due to the very large number of possible combinations involved. Operational and other real world constraints make the optimization process a rather complex problem. An efficient constraint handling method is especially important for this highly constrained problem. Artificial intelligence techniques such as Genetic Algorithms (GAs) have been introduced as a useful tool for the optimization of pavement maintenance problems. However, its efficiency largely depends on how constraints are handled. This paper discusses the Penalty Method as a constraint handling method for GA operations. A practical maintenance programming problem was considered to illustrate the method. How the penalty method works for the example problem is explained in details. The output of the GA operations is also analyzed from the pavement maintenance management point of view.
机译:路面养护的编程是一个困难的优化问题,由于涉及大量可能的组合,因此遭受组合爆炸的困扰。操作和其他现实世界的限制使优化过程成为一个相当复杂的问题。对于这个高度受限的问题,有效的约束处理方法尤其重要。诸如遗传算法(GAs)之类的人工智能技术已被引入作为优化路面养护问题的有用工具。但是,其效率在很大程度上取决于如何处理约束。本文讨论了罚分法作为遗传算法操作的约束处理方法。考虑了一个实际的维护程序设计问题来说明该方法。详细说明了惩罚方法如何解决示例问题。还从路面维护管理的角度分析了GA作业的输出。

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