引用本文:李锐,黄敏.多等级蓄意攻击下的第三方物流可靠性网络设计[J].控制与决策,2017,32(8):1368-1376
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多等级蓄意攻击下的第三方物流可靠性网络设计
李锐1,黄敏2
(1. 辽宁工业大学电子与信息工程学院,辽宁锦州121001;2. 东北大学信息科学与工程学院,沈阳110004)
摘要:
在考虑多等级蓄意攻击的情况下,研究第三方物流(3PL)可靠性网络设计问题.建立问题的多层优化模型:3PL网络设计模型在可靠性约束下通过开设不同安全等级的物流设施来最小化总物流成本;蓄意攻击模型选择不同等级的攻击策略使网络的服务水平最低;网络流决策模型可最大化网络受攻击后的服务能力.根据问题模型的特点,设计改进两层人工蜂群(ABC)算法,上层ABC算法求解3PL网络设计问题,下层ABC算法求解蓄意攻击优化问题.网络流决策问题则通过网络流算法进行求解.最后,通过仿真实验来验证所提出模型的合理性及算法的有效性.
关键词:  第三方物流  网络设计  可靠性  多等级蓄意攻击  人工蜂群
DOI:10.13195/j.kzyjc.2016.0743
分类号:TP29
基金项目:国家杰出青年科学基金项目(71325002,61225012);国家自然科学基金重点国际合作研究项目(71620107003);流程工业综合自动化国家重点实验室基础科研业务费项目(2013ZCX11);辽宁省教育厅一般项目(L2015232 ).
Reliable network design of third-party logistics under multi-grade proactive attacks
LI Ru1,HUANG Min2
(1. College of Electronic and Information Engineering,Liaoning University of Technology,Jinzhou 121001,China;2. College of Information Science and Engineering,Northeastern University,Shenyang 110004,China)
Abstract:
With the consideration of the multi-grade proactive attacks, the problem of reliable network design of third-party logistics(3PL) is studied. A multi-level optimization model of the problem is established, for which, the model of 3PL network design minimizes the total logistics costs subjective to the reliability constraint by opening logistics facilities of different secure grades, the model of proactive attacks minimizes the service level of the network by selecting the attack strategies of different grades, and the model of the network-flows decision maximizes the service level of the network after attacks. According to the characteristic of the model, an improved two-level artificial bee colony(ABC) algorithm is developed. The top-level ABC is used to solve the problem of 3PL network design, and the down-level ABC is used to solve the problem of proactive attacks optimization. The problem of the network-flows decision is solved by using the network-flows algorithm. Finally, numerical experiments are presented and the results show the reasonability of the model as well as the effectiveness of the proposed algorithm.
Key words:  third party logistics  network design  reliability  multi-grade proactive attacks  artificial bee colony

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