基于近似动态规划的移民安置中心容量管理

Capacity management of migrant accommodation centers using approximate dynamic programming

Journal of the Operational Research Society · 2021
被引 6
ABS 3

中文导读

本文用近似动态规划方法管理移民安置中心的容量和移民转移,在希腊五个岛屿的测试中比简单启发式算法表现更好,为决策者应对不确定移民数量提供参考。

Abstract

Irregular migration has become a major macro-economic and political challenge. Due to rising political conflicts and income inequality across the world, the number of migrants is expected to increase exponentially over the coming decade. Thus, it is of critical importance to effectively use the limited resources allocated to humanitarian operations for irregular migration. In this paper we model the problem of capacity management and migrant transfers within a network of migrant accommodation centres with stochastic dynamic programming. Our study extends the literature on stochastic modelling and humanitarian operations by applying Approximate Dynamic Programming (ADP) into a new context. The model is translatable in other similar migratory routes and locations around the world where governments need to deal with uncertain numbers of irregular migrants. We test our approach on five Greek islands which have been the main migrant arrival points during the European Migrant Crisis. The results show that ADP provides a better computational performance than a simple myopic heuristic. The sensitivity analysis gives insights to the decision-makers about the impact of parameter values on the policies.

人道主义运营随机动态规划移民管理运筹学