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Secure Dynamic State Estimation of WECS-Based Networked Microgrids Against Historical Measurement Triggered DoS Attacks 基于wes的网络微电网对抗历史测量触发DoS攻击的安全动态估计
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-08-28 DOI: 10.1049/cth2.70065
Xiao Hu, Xinghua Liu, Gaoxi Xiao, Zhongmei Pan, Peng Wang

Wind energy conversion systems (WECSs) based networked microgrids has been widely used in recent years. The mean square error (MSE) metric can yield imprecise outcomes if measurement data is polluted by non-Gaussian disturbances or extreme values. To address this problem, we propose a new robust square root cubature Kalman filter (SRCKF) method called maximum correlation criterion (MCC)-SRCKF, which incorporates MCC into the SRCKF framework of dynamic state estimation. In MCC, by considering the high-order moments of the error distribution, it demonstrates anti-interference ability against non-Gaussian noise, thus serving as an ideal alternative in the MSE cost function field of SRCKF. Furthermore, within the framework of SRCKF, this study introduces statistical linear regression models and non-moving point iteration strategies to solve the optimal state estimation under MCC conditions. Therefore, a historical measurement triggered DoS attack model is proposed from the attacker's perspective, aiming to destabilise the WECS-based networked microgrids. The security conditions of the power system under such attacks are obtained. The proposed method is validated numerically using an IEEE 39-bus system, and the results demonstrate its effectiveness and superiority.

近年来,基于风能转换系统的网络化微电网得到了广泛的应用。如果测量数据受到非高斯干扰或极值的污染,均方误差(MSE)度量可能产生不精确的结果。为了解决这一问题,我们提出了一种新的鲁棒平方根立方卡尔曼滤波(SRCKF)方法,称为最大相关准则(MCC)-SRCKF,该方法将MCC融入到动态估计的SRCKF框架中。在MCC中,通过考虑误差分布的高阶矩,显示了对非高斯噪声的抗干扰能力,从而成为SRCKF的MSE代价函数领域的理想替代方案。在SRCKF框架内,引入统计线性回归模型和不动点迭代策略,求解MCC条件下的最优状态估计。因此,从攻击者的角度提出了一种历史测量触发DoS攻击模型,旨在破坏基于wws的网络化微电网的稳定性。得到了电力系统在这种攻击下的安全状况。在IEEE 39总线系统上对该方法进行了数值验证,结果表明了该方法的有效性和优越性。
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引用次数: 0
Time-Varying Formation Active Fault-Tolerant Predictive Control of Networked Multi-Agent Systems With Actuator Faults and Communication Constraints 具有执行器故障和通信约束的网络化多智能体系统时变编队主动容错预测控制
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-08-23 DOI: 10.1049/cth2.70063
Chao Li, Peilin Li, Zhong-Hua Pang, Chang-Bing Zheng, Haibin Guo, Zhe Dong

This paper addresses the time-varying formation control issue of networked multi-agent systems with actuator fault and random communication constraints. A time-varying formation active fault-tolerant predictive control scheme is proposed. First, a composite state observer is designed to jointly estimate the system state and actuator fault. Then, an active fault-tolerant predictive control algorithm is developed to generate a control prediction sequence such that actively compensating for actuator fault and random communication constraints. The design principle of control parameters is obtained by deriving the system stability condition. Finally, numerical simulations and practical experiments are carried out to verify the effectiveness and feasibility of the proposed control scheme.

研究了具有执行器故障和随机通信约束的网络化多智能体系统时变编队控制问题。提出了一种时变地层主动容错预测控制方案。首先,设计了复合状态观测器,对系统状态和执行器故障进行联合估计。然后,提出了一种主动容错预测控制算法,生成主动补偿执行器故障和随机通信约束的控制预测序列。通过对系统稳定性条件的推导,得出控制参数的设计原则。最后,通过数值仿真和实际实验验证了所提控制方案的有效性和可行性。
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引用次数: 0
Reinforcement Learning for Decentralized Robust Optimal Voltage Control of Uncertain Islanded DC Microgrid Under ZIP Load ZIP负载下不确定孤岛直流微电网分散鲁棒最优电压控制的强化学习
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-08-22 DOI: 10.1049/cth2.70053
Ali Amirparast, Seyyed Kamal Hosseini sani

This paper delves into the application of robust optimal control theory for voltage regulation in DC microgrids with uncertain ZIP loads. The primary challenge in DC microgrids with local ZIP loads is addressed through a two-phase approach encompassing classical robust control and data-driven control methodologies. Initially, the robust control problem for voltage regulation is tackled using an undiscounted optimal approach. Subsequently, the classical structure of the proposed robust optimal control scheme is converted into a data-driven control strategy employing a reinforcement learning (RL) algorithm. Given the system's unmatched uncertainties, a virtual control input is necessary during the robust control problem-solving process, preventing the extension to a model-free control strategy. By converting the unmatched uncertainties into matched ones in the first phase, a data-driven robust control strategy is achieved using the RL-based algorithm in the second phase. The simulation results which are obtained using MATLAB/SimPowerSystems toolbox showcase the effectiveness of the data-driven approach in achieving stability and adaptability in uncertain DC microgrid environments.

研究了鲁棒最优控制理论在带不确定ZIP负荷的直流微电网电压调节中的应用。具有本地ZIP负载的直流微电网的主要挑战是通过包括经典鲁棒控制和数据驱动控制方法的两阶段方法来解决的。首先,采用无折现最优方法解决稳压控制问题。随后,采用强化学习(RL)算法将所提出的鲁棒最优控制方案的经典结构转化为数据驱动的控制策略。考虑到系统的不可比拟的不确定性,在鲁棒控制问题解决过程中需要虚拟控制输入,从而防止扩展到无模型控制策略。通过在第一阶段将不匹配的不确定性转化为匹配的不确定性,在第二阶段使用基于强化学习的算法实现数据驱动的鲁棒控制策略。利用MATLAB/SimPowerSystems工具箱进行的仿真结果显示了数据驱动方法在不确定直流微电网环境中实现稳定性和自适应性的有效性。
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引用次数: 0
Stability Analysis of Second-Order Systems With Digital PID Controller: An Impulsive System Conversion Method 带数字PID控制器的二阶系统稳定性分析:一种脉冲系统转换方法
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-08-19 DOI: 10.1049/cth2.70062
Hong-Zhang Wang, Xing-Chen Shangguan, Qian Liu, Yuan-Hang Yang, Chuan-Ke Zhang

This paper investigates the stability analysis of second-order systems with digital proportional-integral-derivative (PID) controller based on the impulsive system conversion. The evaluation method of digital PID controlled systems is optimised to more precisely determine its maximum acceptable sampling period. This approach reduces the communication burden under the expected performance. Firstly, since the sampled-data PID (SDPID) controller represents a standard form of the digital PID controller, the second-order system using SDPID controller is converted to impulsive form through the introduction of a virtual variable. The system conversion method is further applied to the second-order system with polynomial uncertainty to demonstrate its effectiveness. Next, an impulsive-type looped-functional is established for the aforementioned impulsive system to lose the functional's decreasing constraint. Based on the aforementioned modifications, several less conservative criteria are developed. Based on these criteria, a more precise evaluation of system's admissible range of sampling periods is achieved. This results in a reduction in the utilisation of communication resources. Finally, the numerical example and experimental test are performed to validate the superiority and the effectiveness of the developed method.

本文研究了基于脉冲系统转换的二阶系统的数字比例-积分-导数(PID)控制器的稳定性分析。对数字PID控制系统的评估方法进行了优化,以更精确地确定其最大可接受采样周期。这种方法减少了在预期性能下的通信负担。首先,由于采样数据PID (SDPID)控制器代表数字PID控制器的标准形式,因此通过引入虚变量将使用SDPID控制器的二阶系统转换为脉冲形式。将系统转换方法进一步应用于具有多项式不确定性的二阶系统,验证了其有效性。其次,针对上述脉冲系统,建立了一个脉冲型环泛函,使泛函失去递减约束。在上述修改的基础上,开发了几个不太保守的标准。在此基础上,对系统可接受的采样周期范围进行了较为精确的估计。这导致通信资源的利用减少。最后通过数值算例和实验验证了所提方法的优越性和有效性。
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引用次数: 0
Fault-Tolerant Control Using Recursive Gaussian Processes and Observer-Structured Robust Output Feedback Controller 基于递归高斯过程和观测器结构鲁棒输出反馈控制器的容错控制
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-08-18 DOI: 10.1049/cth2.70058
Hibiki Shiroiwa, Hiroyuki Ichihara, Masayuki Sato

This paper discusses fault-tolerant control using recursive Gaussian processes (RGP) and observer-structured robust output feedback controllers. The proposed method can detect variations in plant dynamics based on estimated plant state using RGP. The paper gives a design method for robust dynamic output feedback controllers based on generalized plants considering uncertainties due to some faults. When output feedback control is required, running RGP that use the plant state is complicated. In addition, the existence of the uncertainties makes conventional observers unreliable. These issues motivate us to adopt observer-structured controllers, which are obtained from a priori designed dynamic output feedback controllers through only appropriate state transformations without control performance degradation. Running this scheme online makes it possible to guarantee robust stability for plants after dynamics changes due to some faults. Two numerical examples of a web server model and an airplane model illustrate the effectiveness of the proposed method.

本文讨论了采用递归高斯过程(RGP)和观测器结构鲁棒输出反馈控制器的容错控制。该方法可以基于RGP估计的植物状态来检测植物动态变化。提出了一种考虑故障不确定性的基于广义对象的鲁棒动态输出反馈控制器的设计方法。当需要输出反馈控制时,运行使用工厂状态的RGP是复杂的。此外,不确定性的存在使得传统的观测者不可靠。这些问题促使我们采用观测器结构控制器,该控制器由先验设计的动态输出反馈控制器通过适当的状态转换获得,而不会降低控制性能。该方案的在线运行可以保证系统在因故障而发生动态变化后的鲁棒稳定性。web服务器模型和飞机模型的两个数值算例说明了所提方法的有效性。
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引用次数: 0
Multi-Agent Game Strategies for Kill Chain Optimization in Networked Aerial Combat Systems 网络化空战系统杀伤链优化的多智能体博弈策略
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-08-13 DOI: 10.1049/cth2.70064
Haijun Ye, Chuanguo Chi, Guojie Qin, Yunlian Kuang

In modern information warfare, single-agent and multi-agent systems (MAS) play a critical role in achieving integrated combat capabilities. This study examines agent-based game strategies in airborne networked systems, focusing specifically on the air-fleet kill chain—the central framework that unifies fighters, early-warning aircraft, and missiles into a cohesive, intelligent system. We analyse how MAS mitigate the complexity, uncertainty, and adversarial dynamics of aerial combat by optimising detection, decision-making, and strike efficiency through networked collaboration. Two representative scenarios are presented: (1) an AI-driven fighter (ALPHA AI) using genetic-fuzzy tree algorithms to surpass human pilots, and (2) adversarial multi-agent reinforcement learning (MADDPG) in OpenAI's simulation suite. We then propose a systematic MAS-based kill-chain optimisation design that integrates deep reinforcement learning, Bayesian inference, and tactical decision frameworks. Simulation results demonstrate enhanced coordination, real-time adaptability, and optimised damage probabilities in both single- and multi-agent confrontations. Our findings establish a theoretical foundation for transitioning from rule-based to AI-driven system-of-systems warfare in next-generation aerial combat.

在现代信息战中,单智能体和多智能体系统对实现综合作战能力起着至关重要的作用。本研究考察了机载网络系统中基于代理的博弈策略,特别关注空中舰队杀伤链——将战斗机、预警机和导弹统一成一个有凝聚力的智能系统的中心框架。我们分析了MAS如何通过网络协作优化探测、决策和打击效率,从而减轻空战的复杂性、不确定性和对抗动态。提出了两种具有代表性的场景:(1)使用遗传模糊树算法超越人类飞行员的AI驱动战斗机(ALPHA AI),以及(2)OpenAI仿真套件中的对抗性多智能体强化学习(MADDPG)。然后,我们提出了一个系统的基于mas的杀伤链优化设计,该设计集成了深度强化学习、贝叶斯推理和战术决策框架。仿真结果表明,在单智能体和多智能体对抗中,该算法具有更强的协调性、实时适应性和优化的损伤概率。我们的研究结果为下一代空战从基于规则的战过渡到人工智能驱动的系统战奠定了理论基础。
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引用次数: 0
Adaptive Tracking Differentiator with Feature Recognition for Signal Processing in High-Altitude Test Facilities 基于特征识别的自适应跟踪微分器在高空测试设备信号处理中的应用
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-08-11 DOI: 10.1049/cth2.70060
Louyue Zhang, Hehong Zhang, Chao Zhai, Gaoxi Xiao, Xi Wang, Zhihong Dan, Duoqi Shi

The ambient pressure is an important indicator for ensuring stable and efficient testing of the aeroengine in the high-altitude test (HAT) facilities. With the complex and quickly changing test environment and storage limitation of the underlying hardware, processing the pressure signals to access its filtering and differentiating signals to participate in designing feedback controller becomes difficult. The integration step of a differentiator algorithm, which is typically closely related to the sampling period, affects the performances of filtering and differentiating. In this work, a feature recognition based adaptive algorithm is proposed to enable the tracking differentiator (TD) by adaptively selecting an appropriate integration step in real-time. In particular, the sampled signals are transformed into images and analyzed by a proposed feature recognition algorithm. This algorithm can transform the real-time signals into an indice of system's dynamic characteristic. Simulation and experiment results show that the proposed adaptive TD algorithm can effectively improve the filtering and differentiating performances compared with the original TD, and meet the signal processing requirements of HAT facilities.

环境压力是保证航空发动机在高空试验设施中进行稳定、高效试验的重要指标。由于复杂多变的测试环境和底层硬件存储空间的限制,处理压力信号获取其滤波和微分信号参与反馈控制器的设计变得困难。微分器算法的积分步长通常与采样周期密切相关,影响滤波和微分的性能。本文提出了一种基于特征识别的自适应算法,通过实时自适应选择合适的积分步长来实现跟踪微分器(TD)。特别地,将采样信号转换成图像并通过所提出的特征识别算法进行分析。该算法可以将实时信号转化为系统动态特性的指标。仿真和实验结果表明,与原TD相比,本文提出的自适应TD算法能有效提高滤波和微分性能,满足HAT设备的信号处理要求。
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引用次数: 0
Fully Distributed Prescribed-Time Robust Consensus Tracking for General Linear Multi-Agent Systems with Uncertainties and Disturbances 具有不确定性和干扰的一般线性多智能体系统的全分布规定时间鲁棒一致性跟踪
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-08-11 DOI: 10.1049/cth2.70057
Zhenzhong Shang, Xinchun Jia, Xiaobo Chi, Hongpeng Li, Suna Duan

This paper investigates prescribed-time (Pre-T) robust consensus tracking for general linear multi-agent systems (LMASs) subject to uncertainties and disturbances. Such uncertainties and disturbances, which are common in practical systems, often hinder the achievement of Pre-T convergence. To address this challenge, a class of time-varying scaling functions is introduced as part of the observer and controller gains, ensuring robust consensus tracking of the closed-loop system within the prescribed time while mitigating the adverse effects of disturbances on tracking performance. Building on these scaling functions, a novel distributed Pre-T observer is developed to accurately estimate the leader's state for each follower at an arbitrarily chosen prescribed time T1$T_1$. The proposed Pre-T observer relies solely on local interaction information among neighboring followers and does not require global knowledge of the entire LMAS. Using the estimated leader's state, a Pre-T controller with some robustness terms is designed for each follower to counteract the negative impacts of system uncertainties and external disturbances. Furthermore, sufficient conditions for the existence of feasible control parameters are derived to guarantee that Pre-T robust consensus tracking with a specified H$H_infty$ performance index is achieved at a prescribed settling time T2$T_2$ and maintained thereafter. Finally, a numerical example is provided to demonstrate the effectiveness of the proposed approach.

研究了具有不确定性和干扰的一般线性多智能体系统(LMASs)的规定时间(Pre-T)鲁棒一致性跟踪问题。这种不确定性和干扰在实际系统中很常见,往往会阻碍Pre-T收敛的实现。为了解决这一挑战,引入了一类时变尺度函数作为观测器和控制器增益的一部分,以确保闭环系统在规定时间内的鲁棒一致性跟踪,同时减轻干扰对跟踪性能的不利影响。在这些尺度函数的基础上,开发了一种新的分布式Pre-T观测器,以准确地估计每个追随者在任意选择的指定时间t1 $T_1$的领导状态。所提出的Pre-T观测器仅依赖于相邻follower之间的局部交互信息,而不需要整个LMAS的全局知识。利用预估的领导者状态,为每个follower设计了一个带有鲁棒性项的Pre-T控制器,以抵消系统不确定性和外部干扰的负面影响。此外,导出了可行控制参数存在的充分条件,以保证在规定的沉降时间t2 $T_2$下实现具有指定H∞$H_infty$性能指标的Pre-T鲁棒一致性跟踪并维持了下来。最后,通过数值算例验证了该方法的有效性。
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引用次数: 0
Minimum-Time Output Control by Reference Interpolation for Linear Multivariable Systems 线性多变量系统的参考插值最小时间输出控制
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-08-11 DOI: 10.1049/cth2.70054
Luigi D'Alfonso, Giuseppe Fedele, Paolo Pugliese

For linear multivariable systems, we consider the minimum-time output control problem with explicit constraints on the inputs' intensity and piecewise-constant controls. We face the problem by imposing that each output passes through a given set of points. The proposed solution consists in repeatedly solving a system of linear equations until all constraints on inputs' intensity are satisfied. The proof of a local inverse relationship between the control effort and the control time is given, which provides a convergence guarantee for the algorithm. Numerical simulations performed on a well-known benchmark are reported to assess the effectiveness of the proposed method.

对于线性多变量系统,我们考虑了具有输入强度和分段常数控制的显式约束的最小时间输出控制问题。我们面对的问题是,每个输出都要经过一组给定的点。所提出的解决方案包括反复求解一个线性方程组,直到对输入强度的所有约束都得到满足。给出了控制努力与控制时间的局部逆关系的证明,为算法的收敛性提供了保证。在一个著名的基准上进行了数值模拟,以评估所提出方法的有效性。
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引用次数: 0
Event-Triggered Based Adaptive Improved Terminal Sliding Mode Control of Multi-Manipulators System With Weak Communication Networks 基于事件触发的弱通信网络多机械臂系统自适应改进终端滑模控制
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-08-06 DOI: 10.1049/cth2.70055
Junxuan Luo, Fujie Wang, Shaoxiang Shi, Fang Guo, Yi Qin, Zhongye Xie, Ming Jiang

In this paper, an event-triggered adaptive improved terminal sliding mode controller is proposed for addressing the consensus tracking problem of multi-manipulators system under the weak communication networks. Firstly, an improved terminal sliding surface is designed to reduce the steady-state error of system. Then, by devising a variable-rate reaching law for sliding surface, the control chattering is greatly weakened. Furthermore, a trigger mechanism with time-varying threshold is incorporated into the designed controller to adjust the update frequency of the control law for conserving communication resources. This strikes a balance between tracking accuracy and resources conservation. Eventually, the tracking performance of the weak-connected system is greatly improved under the proposed algorithm. Based on Lyapunov stability theory, it is proven that the consensus tracking error of the system asymptotically converges to zero. Simulation results verify the effectiveness and performance improvement of the proposed scheme.

针对弱通信网络下多机械臂系统的一致性跟踪问题,提出了一种事件触发自适应改进终端滑模控制器。首先,设计了一种改进的末端滑动面,减小了系统的稳态误差。然后,通过设计滑模表面的变速率趋近律,大大削弱了控制抖振。在控制器中引入时变阈值触发机制,调整控制律的更新频率,节约通信资源。这在跟踪准确性和资源节约之间取得了平衡。最终,该算法大大提高了弱连接系统的跟踪性能。基于李雅普诺夫稳定性理论,证明了系统的一致跟踪误差渐近收敛于零。仿真结果验证了该方案的有效性和性能改进。
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引用次数: 0
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IET Control Theory and Applications
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