在相关需求不确定性下,为人道主义救援目的预定位网络设计
1Antai College of Economics and Management, Shanghai Jiao Tong University, Shanghai 200030, China.
概括
设计有效的人道主义救援网络对于应对灾害至关重要. 这项研究表明,考虑到相关的需求不确定性,可以显著减少受影响地区未满足的需求.
科学领域:
- 运营研究 运营研究
- 灾害管理 灾害管理
- 供应链优化 供应链优化
背景情况:
- 预定救援网络对于减轻自然灾害和公共卫生紧急情况至关重要.
- 设计这些网络是复杂的,因为有限的信息和相关的需求不确定性在不同地区.
研究的目的:
- 为了应对设计人道主义救援网络的挑战,与相关的需求不确定性和有限的信息相关.
- 开发一个可操作的模型,以优化救援网络中的位置和库存决策.
主要方法:
- 制定了一种混合整数双阶段分布稳固的位置库存模型,包含需求相关性.
- 重构了NP-hard模型作为一个可处理的混合整数圆问题,使用共定圆和半确定的放松.
- 开发了一种可解释的分支和定价启发式,用于加速解决问题.
主要成果:
- 显式建模需求相关性被证明可以降低缓解网络设计中未满足的需求.
- 拟议的模型和启发式方法为复杂的优化问题提供了可处理的计算方法.
- 案例研究和模拟结果都验证了该方法的有效性.
结论:
- 考虑相关需求对于提高人道主义救援网络效率至关重要.
- 开发的分布性强大的优化框架为不确定性下的网络设计提供了实际的解决方案.
- 这项研究有助于制定更具弹性和有效的灾害应对策略.
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