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Systems Modeling and Optimization of Container Ship Berthing with Various Enterprise Risks

机译:多种企业风险的集装箱船泊位系统建模与优化

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Scheduling for logistics systems, such as assigning of container vessels to marine port terminals, is subject to uncertainty in product arrival times, resource availability, efficiency of available resources, product volume, and others. A model-based approach is developed to create schedule options that are evaluated on multiple performance objectives. Mixed-integer linear programming minimizing the schedule cost is coupled with Monte Carlo simulation that samples inputs represented by random variables. This results in probabilistic assignments of vessels to terminals. Based on the likelihood of assignments, multiple schedule options are created and filtered. The schedule options are subsequently evaluated for the random variables and multiple performance criteria are observed. This allows stakeholders to negotiate a schedule that balances cost, delay, and other objectives. The approach is demonstrated for a marine container port in the United States. The research contributes to the methods and applications of scheduling for systems with stochastic elements. The results and methods are of interest to enterprises whose schedules face significant uncertainty, including the fields of logistics, construction, manufacturing, and others.
机译:物流系统的计划,例如将集装箱船分配给海运港口码头,受到产品到达时间,资源可用性,可用资源效率,产品数量等方面不确定性的影响。开发了一种基于模型的方法来创建计划选项,这些计划选项可以在多个性能目标上进行评估。最小化计划成本的混合整数线性规划与蒙特卡洛模拟相结合,该模拟对由随机变量表示的输入进行采样。这导致船只到终端的概率分配。根据分配的可能性,创建并过滤了多个计划选项。随后评估调度选项的随机变量,并观察到多个性能标准。这使利益相关者可以协商一个计划,以平衡成本,延迟和其他目标。该方法已在美国的海运集装箱港口得到证明。该研究为具有随机元素的系统调度方法和应用做出了贡献。结果和方法对于日程安排面临很大不确定性的企业很有用,包括物流,建筑,制造等领域。

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