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Automated Multi-Plant Scheduling of Ready-Mixed Concrete Trucks

机译:预拌混凝土卡车的多工厂自动化调度

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Ready-Mixed Concrete (RMC) is a perishable product; hence, specifications such as ASTM C94 recommend the delivery of RMC under 1.5 hours to ensure the quality. It is known that certain scheduling practices and driving behaviors lead to operational inefficiencies and poor-quality RMC. We propose a model to schedule RMC trucks while maximizing both the job coverage and profit, as well as meeting constraints such as ASTM C94 and continuous casting. The proposed solution consists of a rule checker and a scheduler. Rule checker enforces constraints such as deadlines, working hours, travel time. The scheduler uses simulated annealing to assign as many jobs as possible while maximizing the overall profit. We consider scenarios where trucks are attached to a given RMC plant, as well as allowed to move across plants as per the job requirements Using a workload derived from an actual RMC delivery company; we demonstrate that the proposed solution has good coverage of jobs while maximizing the overall profit. For example, compared to the manual job allocation, proposed solution increases the average job coverage and profit by 13% and 9%, respectively. When trucks are allowed to move across plants, job coverage and profit increase to 16% and 14%, respectively. By automatically adjusting the first unload time by a few 10s of minutes to reduce job conflicts we further enhanced above numbers by 21% and 13%, respectively.
机译:预拌混凝土(RMC)是一种易腐产品。因此,ASTM C94等规范建议在1.5小时内交付RMC,以确保质量。众所周知,某些调度实践和驾驶行为会导致操作效率低下和RMC质量低下。我们提出了一个模型,可以在最大程度地扩大工作范围和利润的同时,对RMC卡车进行调度,并满足诸如ASTM C94和连续铸造之类的限制。所提出的解决方案由规则检查器和调度程序组成。规则检查器会强制执行约束,例如截止日期,工作时间,旅行时间。调度程序使用模拟退火来分配尽可能多的作业,同时使总利润最大化。我们考虑了将卡车连接到给定RMC工厂并允许根据工作要求在工厂之间移动的方案。我们证明了所提出的解决方案具有很好的工作覆盖范围,同时最大程度地提高了整体利润。例如,与手动职位分配相比,建议的解决方案将平均职位覆盖率和利润分别提高了13%和9%。当卡车被允许跨工厂移动时,工作范围和利润分别增加到16%和14%。通过自动将首次卸载时间调整几十分钟来减少作业冲突,我们分别将数字提高了21%和13%。

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