Systems Engineering and Electronics ›› 2026, Vol. 48 ›› Issue (8): 2753-2760.doi: 10.12305/j.issn.1001-506X.2026.08.21
• Systems Engineering • Previous Articles
Haolin WEN1, Xin LIANG1, Songyi WANG2,3, Tong CHEN1
Received:2025-02-06
Revised:2025-05-07
Online:2026-03-16
Published:2026-03-16
Contact:
Tong CHEN
CLC Number:
Haolin WEN, Xin LIANG, Songyi WANG, Tong CHEN. Support relationship planning method considering demand and capability matching[J]. Systems Engineering and Electronics, 2026, 48(8): 2753-2760.
Table 1
Symbol Meaning Table"
| 符号 | 意义 |
| 供应点个数 | |
| 需求点个数 | |
| 第 | |
| 第 | |
| 供应点 | |
| 需求点 | |
| 供应点 | |
| 供应点 | |
| 需求点 | |
| 用二元决策矩阵表示供应点和需求点之间是否建立保障关系 | |
| 规划方案的平衡性指标,代表供应量与需求量的匹配程度 | |
| 规划方案的聚集性指标,代表所有需求点与供应点Minkowski距离之和 |
| 1 |
董鹏, 石怀斌, 史博元, 等. 基于多智能体的海外护航供应保障仿真研究[J]. 火力与指挥控制, 2022, 47 (8): 165- 172.
doi: 10.3969/j.issn.1002-0640.2022.08.027 |
|
DONG P, SHI H B, SHI B Y, et al. Research on simulation of overseas escort supply support based on multi agent[J]. Fire Control & Command Control, 2022, 47 (8): 165- 172.
doi: 10.3969/j.issn.1002-0640.2022.08.027 |
|
| 2 |
郭一鸣, 曹军海, 陈春良, 等. 战时装备维修保障力量抢修行动模型构建与求解[J]. 国防科技大学学报, 2023, 45 (4): 170- 181.
doi: 10.11887/j.cn.202304017 |
|
GUO Y M, CAO J H, CHEN C L, et al. Construction and solution of emergency repair action model of equipment maintenance support force in wartime[J]. Journal of National University of Defense Technology, 2023, 45 (4): 170- 181.
doi: 10.11887/j.cn.202304017 |
|
| 3 |
ZOU H, JIANG J H. Pharmaceutical logistics network planning considering low-carbon policy and demand uncertainty[J]. Applied Mathematical Modelling, 2025, 141, 115933.
doi: 10.1016/j.apm.2025.115933 |
| 4 |
JIN Z Y, NG K K, ZHANG C L, et al. A multistage stochastic programming approach for drone-supported last-mile humanitarian logistics system planning[J]. Advanced Engineering Informatics, 2025, 65, 103201.
doi: 10.1016/j.aei.2025.103201 |
| 5 |
XIAO G W, ZHANG M, HUANG W Q, et al. A data-driven hybrid robust optimization approach for microgrid operators in the energy reserve market considering different wind power producers’ strategies[J]. Applied Energy, 2025, 386, 125564.
doi: 10.1016/j.apenergy.2025.125564 |
| 6 |
CHANDRA A, SHARATH M N, PANI A, et al. A multi-objective genetic algorithm approach to design optimal zoning systems for freight transportation planning[J]. Journal of Transport Geography, 2021, 92, 103037.
doi: 10.1016/j.jtrangeo.2021.103037 |
| 7 |
PAN T T, SU F Z, YAN F Q, et al. Optimization of multi-objective multi-functional landuse zoning using a vector-based genetic algorithm[J]. Cities, 2023, 137, 104256.
doi: 10.1016/j.cities.2023.104256 |
| 8 |
SEFA A, EYÜP G, TOLGA H K. A novel stochastic fractal search algorithm with fitness-distance balance for global numerical optimization[J]. Swarm and Evolutionary Computation, 2021, 61, 100821.
doi: 10.1016/j.swevo.2020.100821 |
| 9 |
JAN-RASMUS K, ARNE K S, NIKOLA I, et al. Leveraging demand-capacity balancing to reduce air traffic emissions and improve overall network performance[J]. Transportation Research Part A, 2023, 174, 103716.
doi: 10.1016/j.tra.2023.103716 |
| 10 |
QIU R, LIANG Y T, LIAO Q, et al. Primary logistics planning of oil products under the imbalance of supply and demand[J]. Petroleum Science, 2022, 19 (4): 1915- 1925.
doi: 10.1016/j.petsci.2022.03.021 |
| 11 |
ASGHAR M I, RAMTIN S, HADI E S, et al. Optimal planning and operation of energy hub by considering demand response algorithms and uncertainties based on problem-solving approach in discrete and continuous space[J]. Electric Power Systems Research, 2023, 214, 108859.
doi: 10.1016/j.epsr.2022.108859 |
| 12 |
VEDAT B, HANDE Y. A joint demand and supply management approach to large scale urban evacuation planning: evacuate or shelter-in-place, staging and dynamic resource allocation[J]. European Journal of Operational Research, 2024, 313 (1): 171- 191.
doi: 10.1016/j.ejor.2023.07.033 |
| 13 |
SERHAT D, TOLGA H K, MEHMET K. Economical operation of modern power grids incorporating uncertainties of renewable energy sources and load demand using the adaptive fitness-distance balance-based stochastic fractal search algorithm[J]. Engineering Applications of Artificial Intelligence, 2023, 117, 105501.
doi: 10.1016/j.engappai.2022.105501 |
| 14 |
SHI Y H, LIN Y, WANG S Y, et al. A simulation-optimization system for recycling logistics network of recyclable express packaging[J]. Computers Industrial Engineering, 2024, 189, 109949.
doi: 10.1016/j.cie.2024.109949 |
| 15 | 李浩, 苗壮, 王昊琪, 等. 基于多域故障传播的中央空调系统可维修性设计评价[J]. 机械工程学报, 2024, 60 (11): 191- 204. |
| LI H, MIAO Z, WANG H Q, et al. Maintainability design evaluation of central air-conditioning system based on multi-domain fault propagation[J]. Journal of Mechanical Engineering, 2024, 60 (11): 191- 204. | |
| 16 | 刘涛, 雷涛, 舒龙诚. 基于NSGA-Ⅱ的着色Petri网维修任务资源分配[J]. 科学技术与工程, 2024, 24 (30): 13189- 13198. |
| LIU T, LEI T, SHU L C. Resource allocation of maintenance tasks for colored Petri nets based on NSGA-Ⅱ[J]. Science Technology and Engineering, 2024, 24 (30): 13189- 13198. | |
| 17 |
王琮, 沈会良, 夏永祥, 等. 装备保障体系关键节点分析[J]. 系统工程与电子技术, 2022, 44 (10): 3134- 3142.
doi: 10.12305/j.issn.1001-506X.2022.10.17 |
|
WANG C, SHEN H L, XIA Y X, et al. Analysis of critical nodes in equipment support system[J]. Systems Engineering and Electronics, 2022, 44 (10): 3134- 3142.
doi: 10.12305/j.issn.1001-506X.2022.10.17 |
|
| 18 |
张强, 曹军海, 宋太亮, 等. 基于合度的装备保障网络节点重要性评估[J]. 系统仿真学报, 2019, 31 (12): 2657- 2663.
doi: 10.16182/j.issn1004731x.joss.19-FZ0247 |
|
ZHANG Q, CAO J H, SONG T L, et al. Evaluation method of node importance in equipment support network based on polymeric degree[J]. Journal of System Simulation, 2019, 31 (12): 2657- 2663.
doi: 10.16182/j.issn1004731x.joss.19-FZ0247 |
|
| 19 |
张强, 宋太亮, 曹军海, 等. 考虑节点相依关系的装备保障网络演化模型[J]. 兵工学报, 2019, 40 (9): 1918- 1927.
doi: 10.3969/j.issn.1000-1093.2019.09.017 |
|
ZHANG Q, SONG T L, CAO J H, et al. Evolution model of equipment support network considering interdependent relationship[J]. Acta Armamentarii, 2019, 40 (9): 1918- 1927.
doi: 10.3969/j.issn.1000-1093.2019.09.017 |
|
| 20 | 杜秀丽, 陶帆, 于涵, 等. 基于超网络的装备保障网络重组的动态演化模型[J]. 火力与指挥控制, 2022, 47 (5): 29- 35. |
| DU X L, TAO F, YU H, et al. Evolutionary model of equipment support network recombination based on supernetwork[J]. Fire Control & Command Control, 2022, 47 (5): 29- 35. | |
| 21 |
MONEMI N R, GELAREH S, GONZÁLEZ H P, et al. Graph convolutional networks for logistics optimization: a survey of scheduling and operational applications[J]. Transportation Research Part E, 2025, 197, 104083.
doi: 10.1016/j.tre.2025.104083 |
| 22 |
王辉雄, 洪东跑, 刘宸宁, 等. 武器装备智能保障系统建模与效能分析[J]. 宇航学报, 2023, 44 (2): 197- 207.
doi: 10.3873/j.issn.1000-1328.2023.02.005 |
|
WANG H X, HONG D P, LIU C N, et al. Modeling and efficiency analysis for intelligent weapon equipment support system[J]. Journal of Astronautics, 2023, 44 (2): 197- 207.
doi: 10.3873/j.issn.1000-1328.2023.02.005 |
|
| 23 |
兑红炎, 许哲, 白光晗, 等. 装备保障网络级联失效及韧性分析[J]. 运筹与管理, 2024, 33 (6): 1- 6.
doi: 10.12005/orms.2024.0173 |
|
DUI H Y, XU Z, BAI G H, et al. Cascading failure and resilience analysis of equipment support network[J]. Operations Research and Management Science, 2024, 33 (6): 1- 6.
doi: 10.12005/orms.2024.0173 |
|
| 24 |
LIU F C, MOSTAFAVI A. Network dynamics of community resilience and recovery: new frontier in disaster research[J]. International Journal of Disaster Risk Reduction, 2025, 123, 105489.
doi: 10.1016/j.ijdrr.2025.105489 |
| 25 |
MA Z A, YANG X, CHEN A, et al. Assessing the resilience of multi-modal transportation networks with the integration of urban air mobility[J]. Transportation Research Part A, 2025, 195, 104465.
doi: 10.1016/j.tra.2025.104465 |
| 26 |
HUANG H, ZHANG W C, ZHEN Z P, et al. Network invulnerability modeling of daily necessity supply based on cascading failure considering emergencies and dynamic demands[J]. International Journal of Applied Earth Observation and Geoinformation, 2024, 134, 104225.
doi: 10.1016/j.jag.2024.104225 |
| 27 |
CHEN M H, WANG S, ZHANG J Z. A multi-factor evolutionary algorithm for solving the multi-tasking robust optimization problem on networked systems[J]. Applied Soft Computing, 2024, 156, 111470.
doi: 10.1016/j.asoc.2024.111470 |
| 28 | DELAUNAY B N. Bulletin of the academy of sciences of the USSR[J]. Division of Mathematical and Natural Sciences, 1934, 7, 793- 800. |
| 29 |
GREEN P J, SIBSON R. Computing dirichlet tessellations in the plane[J]. The Computer Journal, 1978, 21 (2): 168- 173.
doi: 10.1093/comjnl/21.2.168 |
| 30 | VORONOI F G. Second memoir, research on primitive parallelohedra[M]. Raleigh: Lulu Press, 2010. |
| [1] | Shuangchuan WANG, Xisheng JIA, Qiwei HU, Wenbin CAO, Yunfei MA. Success probability simulation evaluation of phased combat mission of the synthetic force [J]. Systems Engineering and Electronics, 2021, 43(3): 763-772. |
| [2] | Xing SONG, Hongli JIA, Qian WANG, Rudong ZHAO. Prediction of equipment maintenance support capability of synthetic brigade based on time series mining [J]. Systems Engineering and Electronics, 2020, 42(4): 878-886. |
| [3] | Shuangchuan WANG, Xisheng JIA, Qiwei HU, Wenbin CAO, Chiming GUO. Simulation evaluation of mission completion success probability of equipment group during wartime considering random common cause failure [J]. Systems Engineering and Electronics, 2020, 42(11): 2529-2537. |
| [4] | WANG Shuangchuan, JIA Xisheng, HU Qiwei, WANG Qiang. Effectiveness evaluation for equipment maintenance support system based on normal grey cloud model [J]. Systems Engineering and Electronics, 2019, 41(7): 1576-1582. |
| [5] | WANG Shuangchuan, HU Qiwei, LI Feng, WANG Qiang, RAN Qiaoran, MA Yunfei. Overview on effectiveness evaluation of equipment maintenance support [J]. Systems Engineering and Electronics, 2019, 41(10): 2271-2278. |
| Viewed | ||||||
|
Full text |
|
|||||
|
Abstract |
|
|||||