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Dynamic Site Layout Planning Using Approximate Dynamic Programming

机译:使用近似动态规划的动态站点布局规划

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Dynamic site layout planning requires identifying and updating the positions of all temporary construction facilities such as offices, storage areas, and workshops over the entire project duration. Existing models do not guarantee global optimal solutions because they focus on optimizing the planning and layout of successive construction stages in a chronological order, without considering the future implications of layout decisions made in early stages. This paper presents the development of an approximate dynamic programming model that is capable of searching for and identifying global optimal dynamic site layout plans. The model applies the concepts of approximate dynamic programming to estimate the future effects of layout decisions in early stages on future decisions in later stages. The model is developed in three main phases: (1) formulating the decision variables, geometric constraints, and objective function of the dynamic site layout planning problem; (2) modeling the problem using approximate dynamic programming; and (3) implementing and evaluating the performance of the model. An evaluation example is analyzed to illustrate the use of the model and demonstrate its capabilities in generating global optimal solution for dynamic site layout planning of construction projects.
机译:动态场地布局规划要求在整个项目持续时间内,识别并更新所有临时建筑设施(例如办公室,存储区和车间)的位置。现有模型不能保证全局最优解,因为它们专注于按时间顺序优化连续施工阶段的规划和布局,而不考虑早期阶段做出的布局决策的未来含义。本文介绍了一种近似动态规划模型的开发,该模型能够搜索和识别全局最佳动态站点布局计划。该模型应用近似动态编程的概念来估计早期布局决策对后期决策的未来影响。该模型分为三个主要阶段:(1)制定动态场地布局规划问题的决策变量,几何约束和目标函数; (2)使用近似动态规划对问题进行建模; (3)实施和评估模型的性能。分析了一个评估示例,以说明该模型的用法,并展示其在为建设项目的动态场地布局规划生成全局最佳解决方案时的能力。

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