实地的事实:利用模拟评估人道主义船队管理政策

Liyi Gu, I. Ryzhov, Mahyar Eftekhar
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引用次数: 4

摘要

在人道主义车队管理中,采购、分配和销售决策的绩效是由车队组成(在不同时间获得且具有不同残值的车辆)、对车队的时变和不确定需求以及车辆在使用时的折旧之间的动态相互作用决定的。当考虑到所有这些因素时,最优决策就变得难以分析。我们建议在一个真实的仿真环境中评估购买、分配和销售政策,该环境直接建模异构车辆属性并跟踪其随时间的演变。利用来自大型国际人道主义组织(LIHO)的数据,模拟器可以识别LIHO现场管理人员看似临时决定背后的理由。例如,通过晚于LIHO建议的时间销售汽车,管理人员实际上是在降低成本;同样,管理人员拒绝在不同的任务类型之间协调车辆,因为以这种方式“共享”的好处充其量是微不足道的。
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The Facts on the Ground: Evaluating Humanitarian Fleet Management Policies Using Simulation
In humanitarian fleet management, the performance of purchase, assignment, and sales decisions is determined by dynamic interactions between the fleet composition (vehicles that were acquired at different times and have different residual values), the time-varying and uncertain demands on the fleet, and the depreciation of the vehicles as they are exploited. When all of these factors are taken into account, optimal decisions become analytically intractable. We pro-pose to evaluate purchase, assignment, and sales policies in a realistic simulation environment that directly models heterogeneous vehicle attributes and tracks their evolution over time. Using data from a large international humanitarian organization (LIHO), the simulator can identify the rationale behind seemingly ad-hoc decisions by field managers at LIHO. For instance, by selling vehicles later than LIHO recommends, managers are actually reducing their costs; similarly, managers decline to coordinate vehicles between mission types because the merits of "sharing" in this way turn out to be marginal at best.
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