Optimising the Distribution of Multi-Cycle Emergency Supplies after a Disaster

被引:11
|
作者
Wang, Fuyu [1 ]
Ge, Xuefei [1 ]
Li, Yan [1 ]
Zheng, Jingjing [2 ]
Zheng, Weichen [1 ]
机构
[1] Anhui Univ Technol, Sch Management Sci & Engn, Maanshan 243032, Peoples R China
[2] Huaibei Normal Univ, Sch Math Sci, Huaibei 235000, Peoples R China
基金
中国国家自然科学基金;
关键词
large-scale sudden-onset disasters; perceived satisfaction; emergency material distribution; multi-objective optimisation; improved NSGA-II algorithm; NETWORK FLOW MODEL; RELIEF; MULTICOMMODITY; LOGISTICS;
D O I
10.3390/su15020902
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In order to achieve rapid and fair distribution of emergency supplies after a large-scale sudden disaster, this paper constructs a comprehensive time perception satisfaction function and a comprehensive material loss pain function to portray the perceived satisfaction of disaster victims based on objective constraints such as limited transport, multimodal transport and supply being less than demand, and at the same time considers the subjective perception of time and material quantity of disaster victims under limited rational conditions, and constructs a multi-objective optimisation model for the dispatch of multi-cycle emergency supplies by combining comprehensive rescue cost information. For the characteristics of the proposed model, based on the NSGA-II algorithm, generalized reverse learning strategy, coding repair strategy, improved adaptive crossover, variation strategy, and elite retention strategy are introduced. Based on this, we use the real data of the 2008 Wenchuan earthquake combined with simulated data to design corresponding cases for validation and comparison with the basic NSGA-II algorithm, SPEA-II and MOPSO algorithms. The results show that the proposed model and algorithm can effectively solve the large-scale post-disaster emergency resource allocation problem, and the improved NSGA- II algorithm has better performance.
引用
收藏
页数:26
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