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An integrated modeling mechanism for optimizing the simulation model of the construction operation

机译:用于优化施工作业仿真模型的集成建模机制

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A planner may use the discrete-event simulation to analyze and design the construction operation process that optimizes the overall performance of a construction system. Normally, the basic elements used in construction operation process simulation system, such as CYCLONE (CYCLic Operation NEtworks), are "activity" and "queue." Activity is used to model the task which consumes resources and takes time to perform. Queue acts as a storage location for resources entering an idle state. In the simulation system, queues have to be created according to the ways of assigning resources to activities. Conventionally, planner defines queues according to his/her judgment by determining which and what amount of resources should be allocated to which activity. Consequently, various modeling schemes have to be examined to obtain the best simulation model. However, such a process of creating queues and activities is time consuming and requires iterations. This paper introduces a Genetic Algorithms (GA)-based modeling mechanism to automate the process of selecting the optimal modeling scheme. Case study shows that this new modeling mechanism along with the implemented computer program not only can ease the process of developing the optimal resource combination but also improve the system performance of the simulation model.
机译:计划者可以使用离散事件模拟来分析和设计优化施工系统整体性能的施工操作过程。通常,在施工作业过程模拟系统中使用的基本元素,例如CYCLONE(CYCLic作业NEtworks),是“活动”和“队列”。活动用于对消耗资源并花费时间来执行的任务进行建模。队列充当资源进入空闲状态的存储位置。在模拟系统中,必须根据将资源分配给活动的方式来创建队列。通常,计划者根据自己的判断来定义队列,方法是确定应为哪些活动分配哪些资源和什么数量的资源。因此,必须检查各种建模方案以获得最佳的仿真模型。但是,这种创建队列和活动的过程很耗时,并且需要迭代。本文介绍了一种基于遗传算法(GA)的建模机制,可以自动选择最佳建模方案。案例研究表明,这种新的建模机制以及所实现的计算机程序不仅可以简化开发最佳资源组合的过程,而且可以提高仿真模型的系统性能。

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