Journal of System Simulation ›› 2023, Vol. 35 ›› Issue (8): 1669-1680.doi: 10.16182/j.issn1004731x.joss.22-0485
•
Li Zhang1(), Mingling He1, Qiushuang Yin1, Ning Li1, Le'an Yu2
Received:
2022-05-12
Revised:
2022-07-28
Online:
2023-08-25
Published:
2023-08-15
Li Zhang, Mingling He, Qiushuang Yin, Ning Li, Le'an Yu. Research on Period Emergency Supply Distribution Optimization Under Uncertainty[J]. Journal of System Simulation, 2023, 35(8): 1669-1680.
Table 1
Coordinates and requirements of distribution center and disaster relief support points
结点 编号 | x轴 | y轴 | 物资 需求 | 结点 编号 | x轴 | y轴 | 物资 需求 |
---|---|---|---|---|---|---|---|
0 | 30 | 40 | 0 | 11 | 42 | 41 | 19 |
1 | 37 | 52 | 7 | 12 | 31 | 32 | 29 |
2 | 49 | 49 | 30 | 13 | 5 | 25 | 23 |
3 | 52 | 64 | 16 | 14 | 12 | 42 | 21 |
4 | 20 | 26 | 9 | 15 | 36 | 16 | 10 |
5 | 40 | 30 | 21 | 16 | 52 | 41 | 15 |
6 | 21 | 47 | 15 | 17 | 27 | 23 | 3 |
7 | 17 | 63 | 19 | 18 | 17 | 33 | 41 |
8 | 31 | 62 | 23 | 19 | 13 | 13 | 9 |
9 | 52 | 33 | 11 | 20 | 57 | 58 | 28 |
10 | 51 | 21 | 5 | 21 | 62 | 42 | 8 |
Table 2
Distribution path and distribution volume scheme of example
周期T | 车辆K | 路径 | 配送量 | 目标函数值f obj | 取最值时的迭代数 |
---|---|---|---|---|---|
T 1 | 1 | 0-1-8-7-14-0 | 0-2-8-6-4-0 | 375.242 | 23 |
2 | 0-3-20-2-0 | 0-5-9-6-0 | |||
3 | 0-11-16-21-9-10-0 | 0-6-5-3-4-2-0 | |||
4 | 0-12-5-17-4-0 | 0-10-7-1-2-0 | |||
5 | 0-18-13-0 | 0-14-6-0 | |||
T 2 | 1 | 0-6-7-8-0 | 0-8-7-5-0 | 369.752 | 20 |
2 | 0-2-20-0 | 0-12-8-0 | |||
3 | 0-11-16-9-5-0 | 0-7-5-4-4-0 | |||
4 | 0-12-15-17-19-0 | 0-10-5-1-4-0 | |||
5 | 0-18-14-0 | 0-14-6-0 | |||
T 3 | 1 | 0-6-8-1-0 | 0-7-10-3-0 | 386.161 | 18 |
2 | 0-11-16-2-0 | 0-6-5-9-0 | |||
3 | 0-12-15-5-0 | 0-9-5-6-0 | |||
4 | 0-4-19-13-0 | 0-7-5-8-0 | |||
5 | 0-18-14-0 | 0-13-7-0 |
Table 3
Comparative analysis of three algorithms
实例 | 周期 | 总路径长度 | 目标函数值 | 收敛迭代次数 |
---|---|---|---|---|
遗传算法 | T 1 | 184.697 6 | 387.999 | >50 |
T 2 | 173.406 4 | 383.697 | >50 | |
T 3 | 179.038 5 | 412.501 | >50 | |
基本蚁群算法 | T 1 | 158.379 2 | 379.341 | 44 |
T 2 | 146.263 8 | 367.231 | 42 | |
T 3 | 139.278 1 | 388.161 | 41 | |
改进蚁群算法 | T 1 | 161.288 9 | 375.242 | 23 |
T 2 | 147.829 1 | 369.752 | 20 | |
T 3 | 131.054 1 | 386.161 | 18 | |
差值(基本蚁群算法-改进蚁群算法) | T 1 | -2.909 7 | 4.099 | 21 |
T 2 | -1.565 3 | -2.521 | 22 | |
T 3 | 8.224 0 | 2.000 | 23 | |
差值(遗传算法-改进蚁群算法) | T 1 | 23.408 7 | 12.757 | 27 |
T 2 | 25.577 3 | 13.945 | 30 | |
T 3 | 47.984 4 | 26.340 | 32 |
1 |
|
2 |
|
3 |
|
4 |
|
5 |
|
6 |
|
7 |
|
8 |
|
9 |
宋英华, 白明轩, 马亚萍, 等. 考虑区域灾情分级的应急物资公平调度优化模型[J]. 中国安全科学学报, 2022, 32(1): 172-179.
|
|
|
10 |
张国富, 王永奇, 苏兆品, 等. 应急救援物资多目标分配与调度问题建模与求解[J]. 控制与决策, 2017, 32(1): 86-92.
|
|
|
11 |
盛虎宜, 刘长石, 鲁若愚. 震后初期应急物资短缺情景下的定位-路径问题研究[J]. 运筹与管理, 2019, 28(6): 41-47.
|
|
|
12 |
陈刚, 张锦, 付江月. 应急物资保障系统模糊多目标LARP研究[J]. 交通运输系统工程与信息, 2014, 14(4): 160-167.
|
|
|
13 |
王妍妍, 孙佰清. 模糊信息下多种类应急物资多周期分配优化模型[J]. 中国管理科学, 2020, 28(3): 40-51.
|
|
|
14 |
冯春, 向阳, 薛坤, 等. 多周期多品种应急物资配送多目标优化模型[J]. 中国管理科学, 2017, 25(4): 124-132.
|
|
|
15 |
|
16 |
|
17 |
|
18 |
|
19 |
高鑫宇, 倪静. 救援效率视角下灾后动态应急配送网络优化[J]. 系统仿真学报, 2022, 34(4): 806-816.
|
|
|
20 |
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.
|
|
|
21 |
王小纯, 牟海波. 震后应急物资分配-运输问题研究[J]. 铁道科学与工程学报, 2021, 18(4): 1043-1049.
|
|
|
22 |
王洪峰, 张翼天, 陈景泽. 一种面向需求不确定性供应链的进化多目标仿真优化方法[J]. 系统仿真学报, 2021, 33(12): 2761-2770.
|
|
|
23 |
周宏安. 模糊多属性决策方法研究[D]. 西安: 西安电子科技大学, 2007.
|
|
|
24 |
宋冬梅, 刘春晓, 沈晨, 等. 基于主客观赋权法的多目标多属性决策方法[J]. 山东大学学报(工学版), 2015, 45(4): 1-9.
|
|
[1] | Yaqian Fan, Songyuan Yu, Fang Fang. Two-Stage Distributed Robust Optimal Dispatching for a Combined Heat and Power Virtual Power Plant [J]. Journal of System Simulation, 2023, 35(5): 1046-1058. |
[2] | Xu Wang, Weidong Ji, Guohui Zhou, Jiahui Yang. Multi-objective Optimization Algorithm Based on Multi-index Elite Individual Game Mechanism [J]. Journal of System Simulation, 2023, 35(3): 494-514. |
[3] | Chaoyang Zhang, Liping Xu, Jian Li, Yihao Zhao, Kui He. Flexible Job-Shop Scheduling Problem Based on Improved Wolf Pack Algorithm [J]. Journal of System Simulation, 2023, 35(3): 534-543. |
[4] | Weidong Ji, Yuqi Yue, Xu Wang, Ping Lin. Large-scale Multi-objective Natural Computation Based on Dimensionality Reduction and Clustering [J]. Journal of System Simulation, 2023, 35(1): 41-56. |
[5] | Zhaopeng Liu, Xinhai Xu, Bowen Yuan, Jinlu Zhang. A Multi-resolution Simulation Modeling Method [J]. Journal of System Simulation, 2023, 35(1): 202-211. |
[6] | Wanjie Hu, Jianjun Dong, Rui Ren, Zhilong Chen. Layout Planning of Metro-based Underground Logistics System Network Considering Fuzzy Uncertainties [J]. Journal of System Simulation, 2022, 34(8): 1725-1740. |
[7] | Yan Xiuying, Dang Miaomiao. Optimization of Household Electricity Consumption Period Based on Improved Multi-objective Particle Swarm Optimization [J]. Journal of System Simulation, 2022, 34(1): 70-78. |
[8] | Nie Kai, Zeng Kejun, Meng Qinghai. Uncertainty Simulation Method Based on Deep Bayesian Networks Learning [J]. Journal of System Simulation, 2022, 34(1): 79-85. |
[9] | Hongliang Zhang, Renman Ding, Gongjie Xu. Energy-Efficient Scheduling of Multi-objective Flexible Job Shop Considering Interval Processing Time [J]. Journal of System Simulation, 2022, 34(09): 1976-1987. |
[10] | Dai Xuezhi, Xiong Weili. Active Learning Intelligent Soft Sensor based on Probability Selection [J]. Journal of System Simulation, 2021, 33(6): 1350-1357. |
[11] | Ran Xiansheng, Yang Jing, Luo Ling, Chen Kai. Multi-objective Optimization of Multi-task Parallel Motorcycle Suspension System Parameters [J]. Journal of System Simulation, 2021, 33(5): 1216-1223. |
[12] | Wang Runhong, Wang Hongjun, Zou Xiangjun, Zeng Zeqin, Li Hui, Huang Zhaofeng, Liu WeiLiang. Combined Gearbox Transmission Ratio Optimization Research Based on Hybrid Particle Swarm [J]. Journal of System Simulation, 2021, 33(4): 825-836. |
[13] | Wang Hongfeng, Zhang Yitian, Chen Jingze. An Evolutionary Multi-Objective Simulation Optimization Algorithm for Supply Chain with Uncertain Demands [J]. Journal of System Simulation, 2021, 33(12): 2761-2770. |
[14] | Li Fei, Su Zhong. Intelligent Control of Wastewater Treatment Processes Based on Adaptive Immune Optimization [J]. Journal of System Simulation, 2021, 33(12): 3012-3020. |
[15] | Meng Yangkai, Wang Zheng, Fan Jiali. Scheduling Optimization Research Based on Tabu Algorithm for Uncertainty Carrier Aircraft Support [J]. Journal of System Simulation, 2021, 33(10): 2363-2371. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||