基于一致性算法的电商生产供应链控制策略
Consensus-Based Control Strategies for E-Commerce Production Supply Chains
摘要: 本文针对复杂市场环境下电商生产供应链网络的协同一致性问题,给出了一种基于离散时间多智能体系统与控制理论的改进一致性模型:在原有模型上引入了满足随机矩阵的非均匀权重与外部有界扰动,提出改进的分布式控制协议。为评估该供应链模型的性能,本文构建了一个多层级电商生产供应链网络,并利用数值仿真检验了所提模型在具有非均匀权重和外部扰动等复杂环境下的协同性与稳定性,为企业提供了一种动态平衡且具有较好收敛速度与稳健性的供应链控制策略。
Abstract: Aiming at the problem of E-commerce production supply chain network consistency in complex market environments, this paper proposes an improved consensus model based on discrete-time multi-agent systems and control theory: on the basis of original model, it introduces non-uniform weights and external bounded disturbances that satisfy random matrices and proposes an improved distributed control protocol. To evaluate the performance of the E-commerce production supply chain model, this paper constructs a multi-level supply chain network and tests the synergy and stability of the proposed model in complex environments with non-uniform weights and external disturbances through numerical simulation, providing enterprises with a dynamically balanced supply chain control strategy that has good convergence speed and robustness.
参考文献
|
[1]
|
蔚润姣. 基于切换拓扑的多智能体一致性及其在供应链中的应用[D]: [硕士学位论文]. 太原: 山西大学, 2016.
|
|
[2]
|
Degroot, M.H. (1974) Reaching a Consensus. Journal of the American Statistical Association, 69, 118-121. [Google Scholar] [CrossRef]
|
|
[3]
|
孙戎, 贾英民. 多智能体网络一致性鲁棒H∞控制问题[J]. 复杂系统与复杂性科学, 2012, 9(1): 16-22.
|
|
[4]
|
Wang, C. and Ding, Z. (2016) Consensus Control of Multi‐Agent Systems with Input Delay and Directed Topology. IET Control Theory & Applications, 10, 617-624. [Google Scholar] [CrossRef]
|
|
[5]
|
李艳辉, 石远彬, 孙家兴. 时变多智能体系统的鲁棒自适应一致性跟踪控制[J]. 控制与决策, 2026, 41(5) :1257-1264.
|
|
[6]
|
Fan, L., Zeng, X., Xiong, S. and Li, Q. (2025) Data Driven Inventory Consensus Control for a Supply Chain System with a Design Change. International Journal of Applied Mathematics and Computer Science, 35, 703-717. [Google Scholar] [CrossRef]
|
|
[7]
|
陈钊杰, 叶钊显, 高钰博, 等. 带Markov拓扑的多智能体系统在DO S攻击和DAs下的均方一致性[J]. 应用数学, 2025, 38(3): 670-680.
|
|
[8]
|
石红威. 多智能体系统能控性在电商物流领域的应用[J]. 电子商务评论, 2026, 15(2): 136-146.
|
|
[9]
|
武梅, 高依苹, 邵蒋杰. 基于增量控制的一致性问题及其在供应链系统的应用[J]. 计算机时代, 2023(9): 64-68.
|
|
[10]
|
Xiao, L. and Boyd, S. (2004) Fast Linear Iterations for Distributed Averaging. Systems & Control Letters, 53, 65-78. [Google Scholar] [CrossRef]
|