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Optimizing the schedule of dispatching RMC trucks through genetic algorithms

机译:通过遗传算法优化RMC卡车的调度时间表

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Effectively and efficiently delivering Ready Mixed Concrete (RMC) to construction sites is an important issue to the RMC batch plant manager. The RMC batch plant manager has to consider both timeliness and flexibility to develop an efficient schedule of dispatching RMC trucks, which balances the operations at the construction sites and the batch plant. The requests of RMC deliveries from different construction sites usually swamp into the batch plant at certain working hours. As a result, the batch plant manager has to quickly decide a dispatching schedule that can satisfy the needs from different construction sites. The existing dispatching schedule mainly depends on the experiences and preferences of the dispatcher. For example, the RMC plant manager may dispatch as many RMC trucks as possible to the busiest construction site. However, such an approach might result in the RMC trucks line up at the busiest job site while keeping other construction sites waiting for the arrivals of RMC trucks. A systematic approach to such a problem has seldom been taken due to the complexity and uncertainty involved within the dispatching process. Therefore, there is a need to develop a systematic model that optimizes the schedule of dispatching RMC trucks. This paper first analyzes the factors that impact the RMC delivery process, then builds a model based on Genetic Algorithms and the simulation technique to find the best dispatching schedule which minimizes the total waiting duration of RMC trucks at construction sites and satisfies the needs of RMC deliveries from different construction sites. In addition, a user-friendly computer program is built to help the batch plant manager streamline the dispatching process. Results show that this new systematic model along with the implemented computer program can quickly generate efficient and flexible solutions to dispatching RMC trucks.
机译:向RMC批工厂经理有效和高效地向建筑工地交付预拌混凝土(RMC)是一个重要的问题。 RMC批处理工厂经理必须同时考虑及时性和灵活性,以制定出有效的调度RMC卡车时间表,以平衡施工现场和批处理工厂的运营。来自不同施工现场的RMC交付要求通常会在某些工作时间进入批量工厂。结果,批工厂经理必须快速确定可以满足不同建筑工地需求的调度时间表。现有的调度时间表主要取决于调度员的经验和偏好。例如,RMC工厂经理可以将尽可能多的RMC卡车派往最繁忙的建筑工地。但是,这种方法可能会导致RMC卡车在最繁忙的工作现场排队,同时让其他建筑工地等待RMC卡车的到来。由于调度过程涉及复杂性和不确定性,因此很少采用系统的方法来解决此问题。因此,需要开发一种系统模型来优化RMC卡车的调度时间表。本文首先分析了影响RMC交付过程的因素,然后基于遗传算法和仿真技术建立了一个模型,以找到最佳调度计划,从而最大程度地缩短了RMC卡车在施工现场的总等待时间,并满足了RMC交付的需求。来自不同的建筑工地。此外,还建立了一个用户友好的计算机程序,以帮助批处理工厂经理简化调度过程。结果表明,这种新的系统模型以及已实施的计算机程序可以快速生成高效,灵活的解决方案,以调度RMC卡车。

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