考虑居民心理成本的应急物资选址及路径优化研究
Research on the Optimization of Emergency Supplies Allocation and Scheduling Considering the Psychological Costs of Residents
DOI: 10.12677/mos.2025.141097, PDF,   
作者: 孙 坚:上海理工大学管理学院,上海;霍良安*:上海理工大学管理学院,上海;上海理工大学智慧应急管理学院,上海
关键词: 应急选址应急物资调配剥夺成本集成优化遗传算法Emergency Evacuation Allocation of Emergency Supplies Deprivation Cost Integrated Optimization Genetic Algorithm
摘要: 在大规模灾害救援过程中,如果应急物资供应不及时、分配不均衡将会致使灾民产生一定程度的负面心理情绪,进而对救援效率造成影响。针对这一问题,本文构建了绝对剥夺成本函数与相对剥夺成本函数来衡量灾民的负面心理情绪,以衡量灾民的心理影响。此外,通过总剥夺成本来表示资源分配的公平性。以救援总成本最小化为决策目标,建立了一个同时兼顾效率与公平的集成优化模型,涵盖受灾点选址和应急物资分配。为求解该模型,设计了一种分阶段解码的遗传算法来对模型求解。最后,以四川雅安地震受灾点进行实例分析,对模型和算法的有效性及可行性予以了验证,期望能为灾后应急救援提供具有价值的参考。
Abstract: In large-scale disaster relief operations, delays in emergency supplies or imbalances in their distribution can lead to negative psychological effects among disaster victims, which, in turn, may affect the efficiency of the rescue efforts. To address this issue, this paper constructs absolute deprivation cost functions and relative deprivation cost functions to quantify the negative psychological impact on victims. Additionally, the total deprivation cost is used to represent the fairness of resource allocation. With the objective of minimizing the total rescue cost, an integrated optimization model is established, balancing both efficiency and fairness, covering aspects such as emergency evacuation, temporary shelter site selection, and emergency supply distribution. To solve this model, a staged decoding genetic algorithm is designed for model resolution. Finally, a case study based on the disaster-stricken area of Ya’an, Sichuan is conducted to validate the effectiveness and feasibility of the model and algorithm, providing valuable references for post-disaster emergency relief.
文章引用:孙坚, 霍良安. 考虑居民心理成本的应急物资选址及路径优化研究[J]. 建模与仿真, 2025, 14(1): 1060-1072. https://doi.org/10.12677/mos.2025.141097

参考文献

[1] 于冬梅, 高雷阜, 赵世杰. 考虑凸形障碍的应急设施选址与资源分配决策研究[J]. 系统工程理论与实践, 2019, 39(5): 1178-1188.
[2] 陈刚, 张锦, 付江月. 不确定环境中多目标应急物流选址分配模型[J]. 中国安全科学学报, 2016, 26(12): 163-168.
[3] Ma, Y., Xu, W., Qin, L. and Zhao, X. (2019) Site Selection Models in Natural Disaster Shelters: A Review. Sustainability, 11, Article 399. [Google Scholar] [CrossRef
[4] Bayram, V. and Yaman, H. (2018) A Stochastic Programming Approach for Shelter Location and Evacuation Planning. RAIROOperations Research, 52, 779-805. [Google Scholar] [CrossRef
[5] El-Anwar, O., EL-Rayes, K. and Elnashai, A. (2008) Multi-Objective Optimization of Temporary Housing for the 1994 Northridge Earthquake. Journal of Earthquake Engineering, 12, 81-91. [Google Scholar] [CrossRef
[6] Xu, J., Yin, X., Chen, D., An, J. and Nie, G. (2016) Multi-Criteria Location Model of Earthquake Evacuation Shelters to Aid in Urban Planning. International Journal of Disaster Risk Reduction, 20, 51-62. [Google Scholar] [CrossRef
[7] Ozbay, E., Çavuş, Ö. and Kara, B.Y. (2019) Shelter Site Location under Multi-Hazard Scenarios. Computers & Operations Research, 106, 102-118. [Google Scholar] [CrossRef
[8] 赵秀娟, 马运佳, 梁埔君, 等. 粒子群算法在地震灾害应急避难所选址中的应用: 以云南省鲁甸县文屏镇为例[J]. 北京师范大学学报(自然科学版), 2018, 54(2): 217-223.
[9] 孟永昌, 杨赛霓, 史培军. 基于改进遗传算法的路网应急疏散多目标优化[J]. 武汉大学学报(信息科学版), 2014, 39(2): 201-205.
[10] 张佰尚, 范刚龙, 唐攀, 等. 社区应急疏散动态协作调度优化研究[J]. 中国管理科学, 2019, 27(4): 190-197.
[11] Zhao, X., Coates, G. and Xu, W. (2019) A Hierarchical Mathematical Model of the Earthquake Shelter Location-Allocation Problem Solved Using an Interleaved MPSO-GA. Geomatics, Natural Hazards and Risk, 10, 1712-1737. [Google Scholar] [CrossRef
[12] 郑斌, 马祖军, 周愉峰. 震后应急物流动态选址-联运问题的双层规划型[J]. 系统管理学报, 2017, 26(2): 326-337.
[13] 曲冲冲, 王晶, 黄钧, 等. 考虑时效与公平性的震后应急物资动态配送优化研究[J]. 中国管理科学, 2018, 26(6): 178-187.
[14] 陈刚, 付江月. 兼顾公平与效率的多目标应急物资分配问题研究[J]. 管理学报, 2018, 15(3): 459-466.
[15] 朱莉, 曹杰, 顾珺, 等. 公平缓解灾民创伤下的应急物资动态调配研[J]. 系统工程理论与实践, 2020, 40(9): 2427-2437.
[16] 宋英华, 韦良华, 马亚萍, 等. 考虑灾民公平偏好心理的应急物资调配研究[J]. 安全与环境学报, 2023, 23(5): 1530-1536.
[17] 刘长石, 罗亮, 周鲜成, 等. 震后初期应急物资分配-运输的协同决策: 公平与效率兼顾[J]. 控制与决策, 2018, 33(11): 2057-2063.
[18] 王旭坪, 马超, 阮俊虎. 考虑公众心理风险感知的应急物资优化调度[J]. 系统工程理论与实践, 2013, 33(7): 1735-1742.
[19] Geng, S., Hou, H. and Zhang, S. (2020) Multi-Criteria Location Model of Emergency Shelters in Humanitarian Logistics. Sustainability, 12, Article 1759. [Google Scholar] [CrossRef
[20] 王熹徽, 张文鑫, 余玉刚, 等. 考虑灾民痛苦感知的应急避难所选址与物资分配优化[J]. 中国管理科学, 2020, 28(12): 162-172.
[21] 杨茜. 考虑居民心理成本的多周期物流网络优化[J]. 中国储运, 2024(3): 73-75.