应急物资储备与调度优化研究综述

黄莉; 严孜; 王伟

doi:10.3969/j.issn.0258-2724.20210632

应急物资储备与调度优化研究综述

doi: 10.3969/j.issn.0258-2724.20210632

黄莉^1,,
严孜¹,
王伟^2, ,

1.
河海大学公共管理学院, 江苏南京 211100
2.
河海大学港口海岸与近海工程学院, 江苏南京 210098

基金项目: 国家自然科学基金（71974052）；国家重点研发计划课题（2021YFC3001002）；江苏省政府引导性计划（软科学研究）（BR2020090）；江苏省水利科技计划（2020023）

详细信息

作者简介:
黄莉（1982—），女，副教授，博士，研究方向为应急物流，E-mail：lily8214@126.com

通讯作者:
王伟（1979—），男，教授，博士，研究方向为港口物流和应急物流，E-mail：13813826667@163.com

中图分类号: C936
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- 文章访问数: 1045
- HTML全文浏览量: 202
- PDF下载量: 128
- 被引次数: 0
出版历程
- 收稿日期: 2021-08-02
- 修回日期: 2022-03-22
- 网络出版日期: 2022-09-06

Research Review of Emergency Supplies Reserve and Scheduling Optimization

HUANG Li^1
,,
YAN Zi¹,
WANG Wei^{2
, ,}

1.
School of Public Administration, Hohai University, Nanjing 211100, China
2.
College of Harbour, Coastal and Offshore Engineering, Hohai University, Nanjing 210098, China

摘要

摘要:
三防（防汛、防旱、防台）应急物资的储备管理是三防工作非工程措施中的重要环节，也是三防工作顺利开展的基础. 基于三防应急物资储备与调度在提升灾害应对能力中重要性的分析，分别从应急物流（应急物流的概念、应急物资需求、储备规模与储备模式、应急物流节点选址与布局规划、应急物资存储策略与货位分配、应急物流调度优化）和三防应急物资储备管理等方面对相关研究进行梳理，分析现有研究的进展和存在不足. 目前的洪涝、干旱、台风灾害预测预报与风险评估领域已经形成一系列突破性的研究成果，但存在几个方面的问题：一是没有考虑灾害风险评估结果与三防应急物资需求之间的关联性；二是缺少更具体更有针对性的研究，例如：储备网络、节点、通道的可靠性等；三是现有研究中关于不确定条件下三防应急物资调配－路径集成问题的动态规划未得到较好的解决. 受我国灾害管理部门分割的影响，现有的研究也大多分开进行，整合三防应急物资储备管理一体化的研究需求迫切，因此，基于需求驱动确定物资储备规模，并对三防应急物资储备优化与集成调度开展系统性研究是现实所需.
- 物流 /
- 应急服务 /
- 三防 /
- 应急物资储备 /
- 调度
Abstract:
The reserve management of emergency supplies for three-precaution (flood control, drought relief and typhoon prevention) is an important part of non-engineering measures and the foundation of the three-precaution. Based on the importance analysis of emergency supplies reserve and scheduling in improving disaster response capability, the relevant researches are sorted out from emergency logistics (including concept of emergency logistics, emergency supplies demand, reserve scale and reserve mode, emergency logistics node location and layout planning, emergency supplies reserve strategies and allocation, emergency logistic scheduling optimization) and emergency supplies reserve management. Furthermore, the progress and shortcomings of existing research are analyzed. A series of breakthrough research results have been achieved in the prediction and risk assessment of flood, drought and typhoon disasters, but there are several problems: First, the relationship between disaster risk assessment results and emergency supplies demand has not been considered; Second, there is a lack of more specific and targeted research, such as the reliability of reserve network, nodes, channels; Third, the existing research on the dynamic planning of emergency supplies allocation and path integration under uncertain conditions has not been well resolved. Affected by the division of disaster management departments in China, most of the existing researches are carried out separately, and there is an urgent need to integrate the management of emergency supplies for flood control, drought relief and typhoon prevention. Therefore, it is necessary to determine the reserve scale of emergency supplies based on demand-driven, and to carry out systematic research on the optimization and integrated scheduling of emergency supplies in the future.
- logistics /
- emergency services /
- flood control, drought relief and typhoon prevention /
- emergency supplies reserve /
- scheduling

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参考文献(132)

[1]	WHYBARK D C. Issues in managing disaster relief inventories[J]. International Journal of Production Economics, 2007, 108(1/2): 228-235.
[2]	刘嘉,李亚男. 应急物流领域研究热点和趋势的可视化分析[J]. 武汉理工大学学报(信息与管理工程版),2018,40(1): 5-11. LIU Jia, LI Yanan. Visualization analysis of hot spot and trend of emergency logistics research field[J]. Journal of Wuhan University of Technology (Information & Management Engineering), 2018, 40(1): 5-11.
[3]	孟祥娟. 灾前防汛物资库存储备量研究[D]. 南京: 南京财经大学, 2017.
[4]	SHEU J B. Challenges of emergency logistics management[J]. Transportation Research Part E: Logistics and Transportation Review, 2007, 43(6): 655-659. doi: 10.1016/j.tre.2007.01.001
[5]	LU S. Research on evaluation of emergency logistic plans based on the similarity of intuitionistic language[J]. Key Engineering Materials, 2011, 467/468/469: 42-47.
[6]	DIEHLMANN F, LÜTTENBERG M, VERDONCK L, et al. Public-private collaborations in emergency logistics: a framework based on logistical and game-theoretical concepts[J]. Safety Science, 2021, 141: 105301.1-105301.16.
[7]	欧忠文,王会云,姜大立,等. 应急物流[J]. 重庆大学学报(自然科学版),2004,27(3): 164-167. OU Zhongwen, WANG Huiyun, JIANG Dali, et al. Emergency logistics[J]. Journal of Chongqing University (Natural Science Edition), 2004, 27(3): 164-167.
[8]	尚卫东,周东. “物流术语”标准探究[J]. 物流技术(装备版),2013,32(4): 77-79.
[9]	高东椰,刘新华. 浅论应急物流[J]. 中国物流与采购,2003(23): 22-23. doi: 10.16079/j.cnki.issn1671-6663.2003.23.008
[10]	宋传平. 我国应急物流系统的构建和保障条件[J]. 中国流通经济,2011,25(4): 21-24. doi: 10.3969/j.issn.1007-8266.2011.04.005 SONG Chuanping. The construction of China's emergency logistics system and the guarantee system[J]. China Business and Market, 2011, 25(4): 21-24. doi: 10.3969/j.issn.1007-8266.2011.04.005
[11]	王兰英,郭子雪,张玉芬,等. 基于直觉模糊案例推理的应急物资需求预测模型[J]. 中国矿业大学学报,2015,44(4): 775-780. doi: 10.13247/j.cnki.jcumt.000375 WANG Lanying, GUO Zixue, ZHANG Yufen, et al. An emergency supplies demand prediction model based on intuitionistic fuzzy case reasoning[J]. Journal of China University of Mining & Technology, 2015, 44(4): 775-780. doi: 10.13247/j.cnki.jcumt.000375
[12]	XU X Y, QI Y Q, HUA Z S. Forecasting demand of commodities after natural disasters[J]. Expert Systems With Applications, 2010, 37(6): 4313-4317. doi: 10.1016/j.eswa.2009.11.069
[13]	赵一兵,高虹霓,冯少博. 基于支持向量机回归的应急物资需求预测[J]. 计算机仿真,2013,30(8): 408-412. doi: 10.3969/j.issn.1006-9348.2013.08.095 ZHAO Yibing, GAO Hongni, FENG Shaobo. Emergency materials demand prediction based on support vector machine regression[J]. Computer Simulation, 2013, 30(8): 408-412. doi: 10.3969/j.issn.1006-9348.2013.08.095
[14]	曾波,孟伟,刘思峰,等. 面向灾害应急物资需求的灰色异构数据预测建模方法[J]. 中国管理科学,2015,23(8): 84-91. ZENG Bo, MENG Wei, LIU Sifeng, et al. Prediction modeling method of grey isomerism data for calamity emergency material demand[J]. Chinese Journal of Management Science, 2015, 23(8): 84-91.
[15]	朱华桂. 突发灾害情境下应急需求动态演化研究[J]. 学海,2015(1): 164-168. doi: 10.3969/j.issn.1001-9790.2015.01.014
[16]	薛红,徐锐迪,王圆,等. 基于深度学习的集群式供应链应急物资需求预测研究[J]. 计算机工程与科学,2021,43(4): 753-760. doi: 10.3969/j.issn.1007-130X.2021.04.023 XUE Hong, XU Ruidi, WANG Yuan, et al. Demand forecasting of cluster supply chain emergency materials based on deep learning[J]. Computer Engineering & Science, 2021, 43(4): 753-760. doi: 10.3969/j.issn.1007-130X.2021.04.023
[17]	张磊. 面向地震灾情时序变化的应急救援物资需求动态预测研究[J]. 灾害学,2018,33(3): 161-164. doi: 10.3969/j.issn.1000-811X.2018.03.031 ZHANG Lei. Research on dynamic demand prediction of emergency relief materials oriented to the temporal and spatial change of earthquake disaster losses[J]. Journal of Catastrophology, 2018, 33(3): 161-164. doi: 10.3969/j.issn.1000-811X.2018.03.031
[18]	魏宇琪,杨敏,梁樑. 基于需求预测和模块化的应急物资库库联动方法研究[J]. 中国管理科学,2019,27(6): 123-135. WEI Yuqi, YANG Min, LIANG Liang. Research on the linkage method of relief materials warehouse based on demand forecasting and modularization[J]. Chinese Journal of Management Science, 2019, 27(6): 123-135.
[19]	刘艳,钱坤,张艳萍. 时空需求差异下应急物资预储系统构建及仿真[J]. 系统工程,2021,39(6): 58-69. LIU Yan, QIAN Kun, ZHANG Yanping. Construction and simulation of emergency material pre-storage system under space-time demand difference[J]. Systems Engineering, 2021, 39(6): 58-69.
[20]	郭影,孟庆春,戎晓霞. 基于临期回收和响应供给策略的易逝性应急物资库存决策研究[J]. 中国管理科学,2019,27(11): 127-137. GUO Ying, MENG Qingchun, RONG Xiaoxia. Inventory decisions for perishable emergency materials under strategies of return and urgent supply[J]. Chinese Journal of Management Science, 2019, 27(11): 127-137.
[21]	谢欢. 应急物流中的优化储备问题研究[D]. 成都: 电子科技大学, 2009.
[22]	OZGUVEN E E, OZBAY K. An RFID-based inventory management framework for emergency relief operations[J]. Transportation Research Part C: Emerging Technologies, 2015, 57: 166-187. doi: 10.1016/j.trc.2015.06.021
[23]	PANDO V, SAN-JOSÉ L A, GARCÍA-LAGUNA J, et al. A newsvendor inventory model with an emergency order to supply a non-increasing fraction of shortage[J]. Applied Mathematics and Computation, 2014, 237: 560-570. doi: 10.1016/j.amc.2014.03.122
[24]	张建. 自然灾害应急物流物资库存研究[D]. 南京: 南京航空航天大学, 2012.
[25]	丁斌,桂斌. 基于合作博弈的预付条件下应急物资库存策略[J]. 运筹与管理,2011,20(3): 60-65. doi: 10.3969/j.issn.1007-3221.2011.03.009 DING Bin, GUI Bin. On emergency material inventory strategy under pre-payment based on cooperative game[J]. Operations Research and Management Science, 2011, 20(3): 60-65. doi: 10.3969/j.issn.1007-3221.2011.03.009
[26]	秦军昌,王刊良. 一个跨期应急物资库存模型及其解析仿真求解算法[J]. 运筹与管理,2008,17(4): 45-50,55. doi: 10.3969/j.issn.1007-3221.2008.04.009 QIN Junchang, WANG Kanliang. An intertemporal integrated inventory model for emergency materials and its analytic-based simulation algorithm[J]. Operations Research and Management Science, 2008, 17(4): 45-50,55. doi: 10.3969/j.issn.1007-3221.2008.04.009
[27]	ALFREDSSON P, VERRIJDT J. Modeling emergency supply flexibility in a two-echelon inventory system[J]. Management Science, 1999, 45(10): 1416-1431. doi: 10.1287/mnsc.45.10.1416
[28]	霍佳震,李虎. 零备件库存多点转运的批量订货模型与算法[J]. 系统工程理论与实践,2007,27(12): 62-67. doi: 10.3321/j.issn:1000-6788.2007.12.010 HUO Jiazhen, LI Hu. Batch ordering policy of multi-location spare parts inventory system with emergency lateral transshipments[J]. Systems Engineering-Theory & Practice, 2007, 27(12): 62-67. doi: 10.3321/j.issn:1000-6788.2007.12.010
[29]	郭晓光. 面向自然灾害的应急物流网络规划与运作研究[D]. 北京: 北京交通大学, 2013.
[30]	胡少龙,韩传峰,孟令鹏,等. 考虑企业生产能力储备的应急物资配置随机规划模型[J]. 系统工程理论与实践,2018,38(6): 1536-1544. doi: 10.12011/1000-6788(2018)06-1536-09 HU Shaolong, HAN Chuanfeng, MENG Lingpeng, et al. A stochastic programming model for emergency supplies allocation with consideration of production capacity reserves of enterprise[J]. Systems Engineering-Theory & Practice, 2018, 38(6): 1536-1544. doi: 10.12011/1000-6788(2018)06-1536-09
[31]	PHILLIPS B D, METZ W C, NIEVES L A. Disaster threat: Preparedness and potential response of the lowest income quartile[J]. Global Environmental Change Part B: Environmental Hazards, 2005, 6(3): 123-133.
[32]	WHYBARK D C. Issues in managing disaster relief inventories[J]. International Journal of Production Economics, 2007, 108(1/2): 228-235.
[33]	扈衷权,田军,王鹏,等. 政企联合储备模式下应急物资储备及采购定价研究[J]. 系统工程理论与实践,2020,40(12): 3181-3193. doi: 10.12011/SETP2020-0057 HU Zhongquan, TIAN Jun, WANG Peng, et al. A research on emergency supplies reserve and purchase pricing under the mode of joint reserve of governments and enterprises[J]. Systems Engineering—Theory & Practice, 2020, 40(12): 3181-3193. doi: 10.12011/SETP2020-0057
[34]	扈衷权,田军,冯耕中. 基于期权采购的政企联合储备应急物资模型[J]. 系统工程理论与实践,2018,38(8): 2032-2044. doi: 10.12011/1000-6788(2018)08-2032-13 HU Zhongquan, TIAN Jun, FENG Gengzhong. The model of joint emergency supplies reserves of governments and enterprises based on option procurement[J]. Systems Engineering—Theory & Practice, 2018, 38(8): 2032-2044. doi: 10.12011/1000-6788(2018)08-2032-13
[35]	刘阳,田军,冯耕中. 基于数量柔性契约与Markov链的应急物资采购模型[J]. 系统工程理论与实践,2020,40(1): 119-133. doi: 10.12011/1000-6788-2018-0604-15 LIU Yang, TIAN Jun, FENG Gengzhong. Government's relief supplies procurement model based on quantity flexible contract and Markov chain[J]. Systems Engineering—Theory & Practice, 2020, 40(1): 119-133. doi: 10.12011/1000-6788-2018-0604-15
[36]	雷晓康,周文光. 基于网络平台的应急物资市场化机制构建研究[J]. 四川大学学报(哲学社会科学版),2019(2): 103-111. LEI Xiaokang, ZHOU Wenguang. A study on the marketization of emergency materials based on an Internet platform[J]. Journal of Sichuan University (Philosophy and Social Science Edition), 2019(2): 103-111.
[37]	BAHARMAND H, COMES T, LAURAS M. Bi-objective multi-layer location-allocation model for the immediate aftermath of sudden-onset disasters[J]. Transportation Research Part E: Logistics and Transportation Review, 2019, 127: 86-110. doi: 10.1016/j.tre.2019.05.002
[38]	王兰英,郭子雪,张玉芬,等. 基于直觉模糊案例推理的应急物资需求预测模型[J]. 中国矿业大学学报,2015,44(4): 775-780. WANG Lanying, GUO Zixue, ZHANG Yufen, et al. An emergency supplies demand prediction model based on intuitionistic fuzzy case reasoning[J]. Journal of China University of Mining & Technology, 2015, 44(4): 775-780.
[39]	XU X Y, QI Y Q, HUA Z S. Forecasting demand of commodities after natural disasters[J]. Expert Systems With Applications, 2010, 37(6): 4313-4317. doi: 10.1016/j.eswa.2009.11.069
[40]	赵一兵,高虹霓,冯少博. 基于支持向量机回归的应急物资需求预测[J]. 计算机仿真,2013,30(8): 408-412. doi: 10.3969/j.issn.1006-9348.2013.08.095 ZHAO Yibing, GAO Hongni, FENG Shaobo. Emergency materials demand prediction based on support vector machine regression[J]. Computer Simulation, 2013, 30(8): 408-412. doi: 10.3969/j.issn.1006-9348.2013.08.095
[41]	曾波,孟伟,刘思峰,等. 面向灾害应急物资需求的灰色异构数据预测建模方法[J]. 中国管理科学,2015,23(8): 84-91. ZENG Bo, MENG Wei, LIU Sifeng, et al. Prediction modeling method of grey isomerism data for calamity emergency material demand[J]. Chinese Journal of Management Science, 2015, 23(8): 84-91.
[42]	朱华桂. 突发灾害情境下应急需求动态演化研究[J]. 学海,2015(1): 164-168. doi: 10.3969/j.issn.1001-9790.2015.01.014
[43]	谢欢. 应急物流中的优化储备问题研究[D]. 成都: 电子科技大学, 2009.
[44]	OZGUVEN E E, OZBAY K. An RFID-based inventory management framework for emergency relief operations[J]. Transportation Research Part C: Emerging Technologies, 2015, 57: 166-187. doi: 10.1016/j.trc.2015.06.021
[45]	PANDO V, SAN-JOSÉ L A, GARCÍA-LAGUNA J, et al. A newsvendor inventory model with an emergency order to supply a non-increasing fraction of shortage[J]. Applied Mathematics and Computation, 2014, 237: 560-570. doi: 10.1016/j.amc.2014.03.122
[46]	张建. 自然灾害应急物流物资库存研究[D]. 南京: 南京航空航天大学, 2012.
[47]	MOHAMADI A, YAGHOUBI S, PISHVAEE M S. Fuzzy multi-objective stochastic programming model for disaster relief logistics considering telecommunication infrastructures: a case study[J]. Operational Research, 2019, 19(1): 59-99. doi: 10.1007/s12351-016-0285-2
[48]	郑琰,黄兴,潘颖. 城市应急物流中心多目标选址模型及方法研究[J]. 重庆理工大学学报(自然科学),2020,34(6): 239-246. ZHENG Yan, HUANG Xing, PAN Ying. Research on the multi-objective facility location model for urban emergency logistics centers[J]. Journal of Chongqing University of Technology (Natural Science), 2020, 34(6): 239-246.
[49]	ARREOLA-RISA A, DECROIX G A. Inventory management under random supply disruptions and partial backorders[J]. Naval Research Logistics, 1998, 45(7): 687-703. doi: 10.1002/(SICI)1520-6750(199810)45:7<687::AID-NAV3>3.0.CO;2-7
[50]	BANOMYONG R, SOPADANG A. Using Monte Carlo simulation to refine emergency logistics response models: a case study[J]. International Journal of Physical Distribution & Logistics Management, 2010, 40(8/9): 709-721.
[51]	董骏峰,肖娇,梁昌勇,等. 基于模块化的多层级储备库应急物资储备模型[J]. 中国安全科学学报,2018,28(11): 182-188. doi: 10.16265/j.cnki.issn1003-3033.2018.11.029 DONG Junfeng, XIAO Jiao, LIANG Changyong, et al. Model for multi-tiered repositories emergency supplies reserves based on modularization[J]. China Safety Science Journal, 2018, 28(11): 182-188. doi: 10.16265/j.cnki.issn1003-3033.2018.11.029
[52]	郭子雪,张强. 模糊聚类分析在突发事件应急物资分类中应用[J]. 计算机工程与应用,2009,45(35): 208-211. doi: 10.3778/j.issn.1002-8331.2009.35.063 GUO Zixue, ZHANG Qiang. Application of fuzzy clustering analysis in classification of emergency materials[J]. Computer Engineering and Applications, 2009, 45(35): 208-211. doi: 10.3778/j.issn.1002-8331.2009.35.063
[53]	陈岩. ZH供电企业应急物资储备策略的研究[D]. 广州: 华南理工大学, 2015.
[54]	胡卿汉,何娟,董青. 区块链架构下医用防疫紧急物资供应信息管理研究: 以我国新型冠状病毒肺炎防疫物资定向捐赠为例[J]. 卫生经济研究,2020,37(4): 10-14. HU Qinghan, HE Juan, DONG Qing. Research on emergency materials supply information management of medical epidemic prevention under blockchain architecture—targeted donation of COVID-19 prevention materials as an example[J]. Health Economics Research, 2020, 37(4): 10-14.
[55]	许成瑞,冯云,汪贻生. 基于超限学习机的应急物资分级研究[J]. 兵器装备工程学报,2018,39(9): 125-129. doi: 10.11809/bqzbgcxb2018.09.027 XU Chengrui, FENG Yun, WANG Yisheng. Study on classification of emergency material based on extreme learning machine[J]. Journal of Ordnance Equipment Engineering, 2018, 39(9): 125-129. doi: 10.11809/bqzbgcxb2018.09.027
[56]	陈岩. ZH供电企业应急物资储备策略的研究[D]. 广州: 华南理工大学, 2015.
[57]	马仲能,袁太平,林铭潮. 电网企业应急物资库存模式研究[J]. 低碳世界,2019,9(1): 38-40. doi: 10.3969/j.issn.2095-2066.2019.01.023
[58]	马会玲,魏鹏. 应急救护物资数字化管理应用[J]. 中华航空航天医学杂志,2019,30(4): 310-310. doi: 10.3760/cma.j.issn.1007-6239.2019.04.020
[59]	NOLZ P C, SEMET F, DOERNER K F. Risk approaches for delivering disaster relief supplies[J]. OR Spectrum, 2011, 33(3): 543-569. doi: 10.1007/s00291-011-0258-z
[60]	ZHENG Y J, LING H F. Emergency transportation planning in disaster relief supply chain management: a cooperative fuzzy optimization approach[J]. Soft Computing, 2013, 17(7): 1301-1314. doi: 10.1007/s00500-012-0968-4
[61]	HUANG M, SMILOWITZ K R, BALCIK B. A continuous approximation approach for assessment routing in disaster relief[J]. Transportation Research Part B:Methodological, 2013, 50: 20-41. doi: 10.1016/j.trb.2013.01.005
[62]	ZHOU Y W, LIU J, ZHANG Y T, et al. A multi-objective evolutionary algorithm for multi-period dynamic emergency resource scheduling problems[J]. Transportation Research Part E: Logistics and Transportation Review, 2017, 99: 77-95. doi: 10.1016/j.tre.2016.12.011
[63]	朱莉,曹杰. 灾害风险下应急资源调配的超网络优化研究[J]. 中国管理科学,2012,20(6): 141-148. doi: 10.16381/j.cnki.issn1003-207x.2012.06.018 ZHU Li, CAO Jie. Supernetwork optimization of emergency resources allocation under disaster risk[J]. Chinese Journal of Management Science, 2012, 20(6): 141-148. doi: 10.16381/j.cnki.issn1003-207x.2012.06.018
[64]	曾正洋,许维胜,徐志宇,等. 应急物流中的累计时间式多车场车辆路径问题[J]. 控制与决策,2014,29(12): 2183-2188. doi: 10.13195/j.kzyjc.2013.1080 ZENG Zhengyang, XU Weisheng, XU Zhiyu, et al. Cumulative multi-depot vehicle routing problem in emergency logistics[J]. Control and Decision, 2014, 29(12): 2183-2188. doi: 10.13195/j.kzyjc.2013.1080
[65]	郭咏梅,胡大伟,陈翔. 改进蚁群算法求解带时间窗的应急物流开环车辆路径问题[J]. 长安大学学报(自然科学版),2017,37(6): 105-112. doi: 10.19721/j.cnki.1671-8879.2017.06.015 GUO Yongmei, HU Dawei, CHEN Xiang. Solution of emergency logistics open-loop vehicle routing problem with time window based on improved ant colony algorithm[J]. Journal of Chang'an University (Natural Science Edition), 2017, 37(6): 105-112. doi: 10.19721/j.cnki.1671-8879.2017.06.015
[66]	刘明,张培勇. 求解多旅行商问题的新混合遗传算法: 以应急物资配送为例[J]. 系统管理学报,2014,23(2): 247-254. LIU Ming, ZHANG Peiyong. New hybrid genetic algorithm for solving the multiple traveling salesman problem: an example of distribution of emergence materials[J]. Journal of Systems & Management, 2014, 23(2): 247-254.
[67]	王海军,王婧,马士华,等. 模糊供求条件下应急物资动态调度决策研究[J]. 中国管理科学,2014,22(1): 55-64. doi: 10.3969/j.issn.1003-207X.2014.01.007 WANG Haijun, WANG Jing, MA Shihua, et al. Decision-making for emergency materials dynamic dispatching based on fuzzy demand and supply[J]. Chinese Journal of Management Science, 2014, 22(1): 55-64. doi: 10.3969/j.issn.1003-207X.2014.01.007
[68]	陈钢铁,帅斌. 震后道路抢修和应急物资配送优化调度研究[J]. 中国安全科学学报,2012,22(9): 166-171. doi: 10.16265/j.cnki.issn1003-3033.2012.09.018 CHEN Gangtie, SHUAI Bin. Optimizing emergency road repair and distribution of relief supplies after earthquake[J]. China Safety Science Journal, 2012, 22(9): 166-171. doi: 10.16265/j.cnki.issn1003-3033.2012.09.018
[69]	ABOUNACER R, REKIK M, RENAUD J. An exact solution approach for multi-objective location-transportation problem for disaster response[J]. Computers & Operations Research, 2014, 41: 83-93.
[70]	MAYA DUQUE P A, DOLINSKAYA I S, SÖRENSEN K. Network repair crew scheduling and routing for emergency relief distribution problem[J]. European Journal of Operational Research, 2016, 248(1): 272-285. doi: 10.1016/j.ejor.2015.06.026
[71]	马祖军,胡萍. 实时/时变路网环境下城市出救点选择与救援车辆路径的集成动态优化[J]. 管理工程学报,2014,28(4): 165-172. doi: 10.3969/j.issn.1004-6062.2014.04.022 MA Zujun, HU Ping. Dynamic optimization of combined emergency response facility selection and vehicle routing problem in real-time and time-dependent road networks in urban environments[J]. Journal of Industrial Engineering and Engineering Management, 2014, 28(4): 165-172. doi: 10.3969/j.issn.1004-6062.2014.04.022
[72]	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. doi: 10.3969/j.issn.1000-6788.2013.07.014 WANG Xuping, MA Chao, RUAN Junhu. Emergency supplies optimal scheduling considering the public's psychological risk perception[J]. Systems Engineering—Theory & Practice, 2013, 33(7): 1735-1742. doi: 10.3969/j.issn.1000-6788.2013.07.014
[73]	孙华丽,王循庆,薛耀锋. 随机需求应急物流多阶段定位-路径鲁棒优化研究[J]. 运筹与管理,2013,22(6): 45-51. doi: 10.3969/j.issn.1007-3221.2013.06.008 SUN Huali, WANG Xunqing, XUE Yaofeng. Robust optimization for multi-stage location-routing problem with stochastic demand under emergency logistics[J]. Operations Research and Management Science, 2013, 22(6): 45-51. doi: 10.3969/j.issn.1007-3221.2013.06.008
[74]	田军,马文正,汪应洛,等. 应急物资配送动态调度的粒子群算法[J]. 系统工程理论与实践,2011,31(5): 898-906. doi: 10.12011/1000-6788(2011)5-898 TIAN Jun, MA Wenzheng, WANG Yingluo, et al. Emergency supplies distributing and vehicle routes programming based on particle swarm optimization[J]. Systems Engineering—Theory & Practice, 2011, 31(5): 898-906. doi: 10.12011/1000-6788(2011)5-898
[75]	SHEU J B. An emergency logistics distribution approach for quick response to urgent relief demand in disasters[J]. Transportation Research Part E:Logistics and Transportation Review, 2007, 43(6): 687-709. doi: 10.1016/j.tre.2006.04.004
[76]	WANG H J, DU L J, MA S H. Multi-objective open location-routing model with split delivery for optimized relief distribution in post-earthquake[J]. Transportation Research Part E: Logistics and Transportation Review, 2014, 69: 160-179. doi: 10.1016/j.tre.2014.06.006
[77]	刘春林,何建敏,施建军. 一类应急物资调度的优化模型研究[J]. 中国管理科学,2001,9(3): 29-36. doi: 10.3321/j.issn:1003-207X.2001.03.005 LIU Chunlin, HE Jianmin, SHI Jianjun. The study on optimal model for a kind of emergency material dispatch problem[J]. Chinese Journal of Management Science, 2001, 9(3): 29-36. doi: 10.3321/j.issn:1003-207X.2001.03.005
[78]	胡志华. 多储备点多品种应急物资配送的多目标优化模型[J]. 数学的实践与认识,2013,43(3): 27-32. doi: 10.3969/j.issn.1000-0984.2013.03.004 HU Zhihua. Multi-objective optimization model for emergency logistics distribution with multiple supply points and multiple goods[J]. Mathematics in Practice and Theory, 2013, 43(3): 27-32. doi: 10.3969/j.issn.1000-0984.2013.03.004
[79]	BEN-TAL A, CHUNG B D, MANDALA S R, et al. Robust optimization for emergency logistics planning: risk mitigation in humanitarian relief supply chains[J]. Transportation Research Part B: Methodological, 2011, 45(8): 1177-1189. doi: 10.1016/j.trb.2010.09.002
[80]	汪传旭,邓先明. 模糊环境下多出救点应急救援车辆路径与物资运输优化研究[J]. 系统管理学报,2011,20(3): 269-275. WANG Chuanxu, DENG Xianming. Multi-depot emergency vehicle routing and transportation optimization with fuzzy variables[J]. Journal of Systems & Management, 2011, 20(3): 269-275.
[81]	张婧,申世飞,杨锐. 基于偏好序的多事故应急资源调配博弈模型[J]. 清华大学学报(自然科学版),2007,47(12): 2172-2175. doi: 10.3321/j.issn:1000-0054.2007.12.021 ZHANG Jing, SHEN Shifei, YANG Rui. Preference-order-based game modeling of multiple emergency resource allocation[J]. Journal of Tsinghua University (Science and Technology), 2007, 47(12): 2172-2175. doi: 10.3321/j.issn:1000-0054.2007.12.021
[82]	WANG W, HUANG L, GUO Z X. Optimization of emergency material dispatch from multiple depot locations to multiple disaster sites[J]. Sustainability, 2017, 9(11): 9111978.1-9111978.8.
[83]	詹沙磊,刘南. 基于灾情信息更新的应急物资配送多目标随机规划模型[J]. 系统工程理论与实践,2013,33(1): 159-166. doi: 10.3969/j.issn.1000-6788.2013.01.018 ZHAN Shalei, LIU Nan. Multi-objective stochastic programming model for relief allocation based on disaster scenario information updates[J]. Systems Engineering—Theory & Practice, 2013, 33(1): 159-166. doi: 10.3969/j.issn.1000-6788.2013.01.018
[84]	王雷,王欣,赵秋红,等. 多地点协同恐怖袭击下的多目标警务应急物流调度[J]. 系统工程理论与实践,2017,37(10): 2680-2689. doi: 10.12011/1000-6788(2017)10-2680-10 WANG Lei, WANG Xin, ZHAO Qiuhong, et al. Multi-objective policing emergency logistics scheduling on multi-location coordinated terrorist attacks[J]. Systems Engineering—Theory & Practice, 2017, 37(10): 2680-2689. doi: 10.12011/1000-6788(2017)10-2680-10
[85]	KAMYABNIYA A, NOORMOHAMMADZADEH Z, SAURÉ A, et al. A robust integrated logistics model for age-based multi-group platelets in disaster relief operations[J]. Transportation Research Part E: Logistics and Transportation Review, 2021, 152: 102371.1-102371.30.
[86]	LI Y C, ZHANG J H, YU G D. A scenario-based hybrid robust and stochastic approach for joint planning of relief logistics and casualty distribution considering secondary disasters[J]. Transportation Research Part E: Logistics and Transportation Review, 2020, 141: 102029.1-102029.21.
[87]	郝国柱,黄立文,张可,等. 海上溢油事故双目标应急物资调度模型[J]. 安全与环境学报,2021,21(1): 303-308. HAO Guozhu, HUANG Liwen, ZHANG Ke, et al. On the dual-objective emergency material dispatching pattern of the marine oil spill accidents[J]. Journal of Safety and Environment, 2021, 21(1): 303-308.
[88]	王莉,周鲜成,赵志学,等. 应急车辆分配与应急物资配送的集成决策[J]. 中南大学学报(自然科学版),2018,49(11): 2766-2775. doi: 10.11817/j.issn.1672-7207.2018.11.018 WANG Li, ZHOU Xiancheng, ZHAO Zhixue, et al. Integrated decision making of emergency vehicle allocation and emergency material distribution[J]. Journal of Central South University (Science and Technology), 2018, 49(11): 2766-2775. doi: 10.11817/j.issn.1672-7207.2018.11.018
[89]	杜林,汪翔,王熹徽. 有限运力条件下灾民安置救助所需应急物资的调度优化研究[J]. 系统科学与数学,2021,41(9): 2425-2443. DU Lin, WANG Xiang, WANG Xihui. Optimization research on relief supplies scheduling in post-disaster resettlement under limited transportation capacity[J]. Journal of Systems Science and Mathematical Sciences, 2021, 41(9): 2425-2443.
[90]	张淑文,廖灿,诸克军,等. 考虑救援队伍特征的最优调度策略研究[J]. 管理评论,2019,31(2): 225-237. ZHANG Shuwen, LIAO Can, ZHU Kejun, et al. Optimal scheduling strategy with emergency rescue team's characteristics taken into consideration[J]. Management Review, 2019, 31(2): 225-237.
[91]	李艳,叶春明,曹磊. 考虑伤情随机恶化的应急物资调度问题[J]. 系统工程学报,2020,35(6): 824-837. doi: 10.13383/j.cnki.jse.2020.06.010 LI Yan, YE Chunming, CAO Lei. Scheduling problem for emergency materials considering random deterioration of injury[J]. Journal of Systems Engineering, 2020, 35(6): 824-837. doi: 10.13383/j.cnki.jse.2020.06.010
[92]	马祖军,周愉峰. 国家血液战略储备库选址—库存问题[J]. 管理科学学报,2018,21(3): 54-68. doi: 10.3969/j.issn.1007-9807.2018.03.004 MA Zujun, ZHOU Yufeng. Location-inventory problem for national strategic blood reserves[J]. Journal of Management Sciences in China, 2018, 21(3): 54-68. doi: 10.3969/j.issn.1007-9807.2018.03.004
[93]	宋英华,艾艳芳,王喆,等. 考虑商业物流资源的应急物流定位-分配问题模型[J]. 中国安全科学学报,2016,26(11): 157-162. SONG Yinghua, AI Yanfang, WANG Zhe, et al. Research on LAP model of emergency logistics considering commercial logistics resources[J]. China Safety Science Journal, 2016, 26(11): 157-162.
[94]	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. doi: 10.16381/j.cnki.issn1003-207x.2019.2006 WANG Xihui, ZHANG Wenxin, YU Yugang, et al. An optimization model for emergency shelter location and relief materials allocation considering human suffering[J]. Chinese Journal of Management Science, 2020, 28(12): 162-172. doi: 10.16381/j.cnki.issn1003-207x.2019.2006
[95]	ZHONG S P, CHENG R, JIANG Y, et al. Risk-averse optimization of disaster relief facility location and vehicle routing under stochastic demand[J]. Transportation Research Part E: Logistics and Transportation Review, 2020, 141: 102015.1-102015.19.
[96]	WANG W Q, YANG K, YANG L X, et al. Two-stage distributionally robust programming based on worst-case mean-CVaR criterion and application to disaster relief management[J]. Transportation Research Part E: Logistics and Transportation Review, 2021, 149: 102332.1-102332.22.
[97]	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. doi: 10.12011/1000-6788-2017-1773-11 YU Dongmei, GAO Leifu, ZHAO Shijie. Emergency facility location-allocation problem with convex barriers[J]. Systems Engineering—Theory & Practice, 2019, 39(5): 1178-1188. doi: 10.12011/1000-6788-2017-1773-11
[98]	杜坤,王堃. 面向重大灾害的船舶应急物流运输线路规划方法[J]. 舰船科学技术,2021,43(4): 208-210. DU Kun, WANG Kun. Planning method of ship emergency logistics transport line for major disasters[J]. Ship Science and Technology, 2021, 43(4): 208-210.
[99]	WANG H C, MA X Y. Research on multiobjective location of urban emergency logistics under major emergencies[J]. Mathematical Problems in Engineering, 2021, 2021: 5577797.1-5577797.12.
[100]	吴先华,肖杨,李廉水,等. 大数据融合的城市暴雨内涝灾害应急管理述评[J]. 科学通报,2017,62(9): 920-927. doi: 10.1360/N972016-01080 WU Xianhua, XIAO Yang, LI Lianshui, et al. Review and prospect of the emergency management of urban rainstorm waterlogging based on big data fusion[J]. Chinese Science Bulletin, 2017, 62(9): 920-927. doi: 10.1360/N972016-01080
[101]	崔萌,黄淑阁,刘生云,等. 黄河防汛物资储备量计算关键参数探讨[J]. 人民黄河,2016,38(12): 70-73. doi: 10.3969/j.issn.1000-1379.2016.12.016 CUI Meng, HUANG Shuge, LIU Shengyun, et al. Discussion on the key parameters of the material reserves calculation for the Yellow River flood control[J]. Yellow River, 2016, 38(12): 70-73. doi: 10.3969/j.issn.1000-1379.2016.12.016
[102]	钟佳,刘钢. 城市防汛应急物资储备模式研究[J]. 人民长江,2013,44(20): 102-106. doi: 10.3969/j.issn.1001-4179.2013.20.028 ZHONG Jia, LIU Gang. Research on reserve model of emergency supplies for urban flood control[J]. Yangtze River, 2013, 44(20): 102-106. doi: 10.3969/j.issn.1001-4179.2013.20.028
[103]	姚令侃,汤家发,杨明. 防洪物资储备决策方法初探[J]. 灾害学,2001,16(1): 29-34. doi: 10.3969/j.issn.1000-811X.2001.01.006 YAO Lingkan, TANG Jiafa, YANG Ming. A decision making method of material reserve for flood control[J]. Journal of Catastrophology, 2001, 16(1): 29-34. doi: 10.3969/j.issn.1000-811X.2001.01.006
[104]	陈鸿起,解建仓,申毅荣,等. 防汛物资协同储备模型研究[J]. 系统工程理论与实践,2007,27(4): 91-98. doi: 10.3321/j.issn:1000-6788.2007.04.014 CHEN Hongqi, XIE Jiancang, SHEN Yirong, et al. Research on the cooperative inventory models of flood prevention materials[J]. Systems Engineering—Theory & Practice, 2007, 27(4): 91-98. doi: 10.3321/j.issn:1000-6788.2007.04.014
[105]	GARRIDO R A, LAMAS P, PINO F J. A stochastic programming approach for floods emergency logistics[J]. Transportation Research Part E: Logistics and Transportation Review, 2015, 75: 18-31. doi: 10.1016/j.tre.2014.12.002
[106]	刘芳,冯丹,宫雪然. 基于IACO-BP算法的洪涝灾害应急物资需求预测[J]. 沈阳工业大学学报,2019,41(3): 332-338. doi: 10.7688/j.issn.1000-1646.2019.03.17 LIU Fang, FENG Dan, GONG Xueran. Demand predicting of emergency supplies for flood disaster based on IACO-BP algorithm[J]. Journal of Shenyang University of Technology, 2019, 41(3): 332-338. doi: 10.7688/j.issn.1000-1646.2019.03.17
[107]	胡忠君,刘艳秋,李佳. 基于改进GM(1, 1)的洪涝灾害应急物资动态需求预测[J]. 系统仿真学报,2019,31(4): 702-709. HU Zhongjun, LIU Yanqiu, LI Jia. Dynamic demand forecast of emergency materials for flood disasters based on improved GM(1, 1) model[J]. Journal of System Simulation, 2019, 31(4): 702-709.
[108]	岳瑜素,赵青,王洁方,等. 应用应急物流理论优化黄河防汛物资储备[J]. 人民黄河,2014,36(8): 37-38,42. doi: 10.3969/j.issn.1000-1379.2014.08.012 YUE Yusu, ZHAO Qing, WANG Jiefang, et al. Optimization of Yellow River flood control material reserves based on emergency logistics theory[J]. Yellow River, 2014, 36(8): 37-38,42. doi: 10.3969/j.issn.1000-1379.2014.08.012
[109]	吴坷,宋英华,吕伟. 城镇应急资源储备点选址与布局优化研究: 考虑暴雨灾害和路径长度[J]. 中国安全科学学报,2017,27(9): 170-174. WU Ke, SONG Yinghua, LYU Wei. Research on siting of urban emergency resources depots and layout optimization considering rainstorm disaster and distribution route[J]. China Safety Science Journal, 2017, 27(9): 170-174.
[110]	张忠义,宋英华,王喆,等. 多层级防汛应急物资储备库公私协同LAP模型[J]. 中国安全科学学报,2020,30(5): 177-183. doi: 10.16265/j.cnki.issn1003-3033.2020.05.027 ZHANG Zhongyi, SONG Yinghua, WANG Zhe, et al. Public-private collaborative LAP model of multi-tiered flood emergency supplies repositories[J]. China Safety Science Journal, 2020, 30(5): 177-183. doi: 10.16265/j.cnki.issn1003-3033.2020.05.027
[111]	WANG W, HUANG L, LE W W, et al. Research on class-based storage strategies for flood control materials based on grey clustering[J]. Water, 2018, 10(11): 1506.1-1506.12.
[112]	CHANG M S, TSENG Y L, CHEN J W. A scenario planning approach for the flood emergency logistics preparation problem under uncertainty[J]. Transportation Research Part E: Logistics and Transportation Review, 2007, 43(6): 737-754. doi: 10.1016/j.tre.2006.10.013
[113]	RODRÍGUEZ-ESPÍNDOLA O, ALBORES P, BREWSTER C. Disaster preparedness in humanitarian logistics: a collaborative approach for resource management in floods[J]. European Journal of Operational Research, 2018, 264(3): 978-993. doi: 10.1016/j.ejor.2017.01.021
[114]	ZHONG Y Z. Retraction Note: a flood disaster relief emergency material distribution strategy based on People's psychological perception[J]. Arabian Journal of Geosciences, 2021, 14(24): 851.1-851.9.
[115]	CHEN F J, CHEN J Y, LIU J G. Forecast of flood disaster emergency material demand based on IACO-BP algorithm[J]. Neural Computing and Applications, 2022, 34(5): 3537-3549. doi: 10.1007/s00521-021-05883-1
[116]	陈友荣,卢俊杰,赵克华,等. 面向防汛物资动态变化的运输车辆调度优化算法研究[J]. 计算机应用研究,2021,38(8): 2435-2439. doi: 10.19734/j.issn.1001-3695.2020.10.0361 CHEN Yourong, LU Junjie, ZHAO Kehua, et al. Scheduling optimization algorithm of transportation vehicles for dynamic changes of flood control materials[J]. Application Research of Computers, 2021, 38(8): 2435-2439. doi: 10.19734/j.issn.1001-3695.2020.10.0361
[117]	DE LEEUW S, VIS I F A, JONKMAN S N. Exploring logistics aspects of flood emergency measures[J]. Journal of Contingencies and Crisis Management, 2012, 20(3): 166-179. doi: 10.1111/j.1468-5973.2012.00667.x
[118]	王红卫, 祁超. 基于层次任务网络规划的应急响应决策理论与方法[M]. 北京: 科学出版社, 2015.
[119]	YU W Y. Pre-disaster location and storage model for emergency commodities considering both randomness and uncertainty[J]. Safety Science, 2021, 141: 105330.1-105330.9.
[120]	张斌,陈建国,吴金生,等. 台风灾害应急物资需求预测模型[J]. 清华大学学报(自然科学版),2012,52(7): 891-895. ZHANG Bin, CHEN Jianguo, WU Jinsheng, et al. Emergency material demand forecast model for typhoon disaster response[J]. Journal of Tsinghua University (Science and Technology), 2012, 52(7): 891-895.
[121]	曲冲冲,王晶,周永圣,等. 基于TEI@I方法论的台风物资动态配置时效性研究[J]. 管理评论,2020,32(7): 138-149,190. QU Chongchong, WANG Jing, ZHOU Yongsheng, et al. Research on timeliness of dynamic reserve reliefs after typhoon based on TEI@I methodology[J]. Management Review, 2020, 32(7): 138-149,190.
[122]	袁生. 基于台风灾害快速救援下应急物资储备中心选址研究[D]. 南昌: 华东交通大学, 2018.
[123]	丛雯婧,俞武扬. 考虑台风情景的区域应急物资储备库选址模型与算法[J]. 工业工程与管理,2020,25(5): 68-74. CONG Wenjing, YU Wuyang. Model and algorithm for location of regional emergency material reserve site in typhoon scenarios[J]. Industrial Engineering and Management, 2020, 25(5): 68-74.
[124]	荣莉莉,李群,于振. 基于电网防台抗台系统的应急主题数据仓库分析与设计[J]. 中国安全生产科学技术,2018,14(9): 18-23. RONG Lili, LI Qun, YU Zhen. Analysis and design of emergency thematic data warehouse based on anti-typhoon system of power grid[J]. Journal of Safety Science and Technology, 2018, 14(9): 18-23.
[125]	胡小兵,孟相至. 动态灾害环境下多对多物资配送路径规划方法[J]. 计算机工程与应用,2022,58(8): 297-306. doi: 10.3778/j.issn.1002-8331.2009-0380 HU Xiaobing, MENG Xiangzhi. A many-to-many path planning method for material distribution under dynamic disaster environment[J]. Computer Engineering and Applications, 2022, 58(8): 297-306. doi: 10.3778/j.issn.1002-8331.2009-0380
[126]	陈湉,林勇. 大数据背景下台风灾害应急物流车辆调度优化仿真[J]. 灾害学,2019,34(1): 194-197. doi: 10.3969/j.issn.1000-811X.2019.01.035 CHEN Tian, LIN Yong. Typhoon disaster emergency logistics vehicle dispatching optimization simulation under big data background[J]. Journal of Catastrophology, 2019, 34(1): 194-197. doi: 10.3969/j.issn.1000-811X.2019.01.035
[127]	UICHANCO J. A model for prepositioning emergency relief items before a typhoon with an uncertain trajectory[J]. Manufacturing & Service Operations Management, 2022, 24(2): 766-790.
[128]	韩刚. 美国市县级应急管理经验对深圳三防应急的启示[J]. 中国防汛抗旱,2019,29(11): 75-80. HAN Gang. The experiences of city and County emergency management in the United States can be used for reference by flood control, drought relief and typhoon prevention work in Shenzhen[J]. China Flood & Drought Management, 2019, 29(11): 75-80.
[129]	赵建梅. 城市三防应急物资储备体系建设回顾与思考[J]. 中国农村水利水电,2012(10): 152-153,156. ZHAO Jianmei. Review of and research on the development of city emergency supply reserves system[J]. China Rural Water and Hydropower, 2012(10): 152-153,156.
[130]	李珺. “三防”应急组织机制研究: 以广东省为例[D]. 广州: 暨南大学, 2013.
[131]	袁高帅. 三防应急智能视频监控关键技术研究与设计[D]. 江门: 五邑大学, 2015.
[132]	JIA J S, LU X, YUAN Y, et al. Population flow drives spatio-temporal distribution of COVID-19 in China[J]. Nature, 2020, 582(7812): 389-394. doi: 10.1038/s41586-020-2284-y