科学技术与工程2024,Vol.24Issue(36) :15526-15539.DOI:10.12404/j.issn.1671-1815.2401508

DoS攻击下供应链系统的数据驱动无模型自适应控制

Data-driven Model-free Adaptive Control for Supply Chain Systems under DoS Attacks

张志鹏 熊双双 侯忠生
科学技术与工程2024,Vol.24Issue(36) :15526-15539.DOI:10.12404/j.issn.1671-1815.2401508

DoS攻击下供应链系统的数据驱动无模型自适应控制

Data-driven Model-free Adaptive Control for Supply Chain Systems under DoS Attacks

张志鹏 1熊双双 1侯忠生2
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作者信息

  • 1. 北京信息科技大学自动化学院,北京 100192
  • 2. 青岛大学自动化学院,青岛 266071
  • 折叠

摘要

针对未知非线性供应链系统(supply chain systems,SCS),研究其受到拒绝服务(denial-of-service,DoS)攻击时商品输出量跟踪期望市场需求及抑制牛鞭效应的问题.首先使用动态线性化方法将供应链系统转化为动态数据模型.然后考虑DoS攻击服从伯努利分布且随机发生在传感器与控制中心的传输信道中,使用上一时刻历史数据的估计值代替因DoS攻击造成丢失的商品输出量.进而基于每条子链在DoS攻击下的原材料订单量与商品输出量设计无模型自适应防御控制算法,并通过理论分析证明该控制算法下闭环系统的收敛性.最后,通过仿真验证了控制算法的有效性.

Abstract

The problem of tracking the expected market demand and suppressing the bullwhip effect was investigated for an unknown nonlinear supply chain systems(SCS)subject to a denial-of-service(DoS)attack on the commodity output.The supply chain system was first transformed into a dynamic data model using a dynamic linearisation approach.Then,considering that the DoS attack followed a Bernoulli distribution and occured randomly in the transmission channel between the sensor and the control centre,the lost commodity output due to the DoS attack was replaced by the estimated value of the historical data at the previous moment.The model-free adaptive defensive control algorithm was then designed based on the raw material orders and commodity output of each sub-chain under the DoS attack,and the convergence of the closed-loop system under the defensive control algorithm was demonstrated by theoretical analysis.Finally,the effectiveness of the defensive control algorithm was verified by simulation.

关键词

供应链系统(SCS)/拒绝服务(DoS)攻击/牛鞭效应/无模型自适应控制

Key words

supply chain systems(SCS)/denial-of-service(DoS)attack/bullwhip effect/model-free adaptive control

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出版年

2024
科学技术与工程
中国技术经济学会

科学技术与工程

CSTPCD北大核心
影响因子:0.338
ISSN:1671-1815
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