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Decentralized Fuzzy Filter Design for Discrete-Time Nonlinear Large-Scale Systems with Uncertain Interconnections 具有不确定互连的离散非线性大系统的分散模糊滤波器设计
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-10-24 DOI: 10.1049/cth2.70085
Geun Bum Koo

This paper presents decentralized fuzzy filter design techniques for discrete-time nonlinear large-scale systems with uncertain interconnections. The subsystems of the nonlinear large-scale system and the decentralized filters are represented using Takagi–Sugeno (T–S) fuzzy model. Based on the closed-loop system with estimation error, the decentralized fuzzy filter design problem is addressed to guarantee the H$H_{infty }$ filtering performance. A sufficient condition is derived to satisfy both the stability condition and the H$H_{infty }$ filtering performance, and its constructive condition is reformulated into various linear matrix inequality (LMI) formats. Finally, the effectiveness of the proposed methods and procedures is demonstrated through a simulation example. The main novelties of this paper can be broadly summarized into two points: First, the decentralized fuzzy filter design techniques are effectively proposed for uncertain interconnection by using the maximum interconnection bound. Second, the decentralized fuzzy filters are designed when the premise variable is not only measurable but also non-measurable.

针对具有不确定互连关系的离散非线性大系统,提出了分散模糊滤波器的设计方法。采用Takagi-Sugeno (T-S)模糊模型对非线性大系统的子系统和分散滤波器进行了描述。针对具有估计误差的闭环系统,解决了分散模糊滤波器的设计问题,以保证H∞$H_{infty }$滤波性能。导出了同时满足稳定性条件和H∞$H_{infty }$滤波性能的充分条件,并将其构造条件重新表述为各种线性矩阵不等式(LMI)格式。最后,通过仿真算例验证了所提方法和步骤的有效性。本文的主要创新点可以概括为两点:首先,针对不确定互连,利用最大互连界有效地提出了分散模糊滤波器设计技术;其次,设计了前提变量既可测又不可测的分散模糊滤波器。
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引用次数: 0
Adaptive Quantized Control for Markov Jump Systems Against Multimode False Data Injection Attack 马尔可夫跳变系统抗多模假数据注入攻击的自适应量化控制
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-10-21 DOI: 10.1049/cth2.70082
Yu Huang, Bei Chen, Yugang Niu

This study addresses the adaptive dynamic quantization control problem for Markov jump systems (MJSs) subject to multimode injection attack (IA). For the controlled system, the Markov chain and multimode IA, modelled as a categorical-distributed stochastic process, are jointly characterized by a hidden Markov model. Firstly, a sliding mode controller without quantization signals is designed and a mode-dependent Lyapunov function is constructed to establish the exponential ultimate boundedness condition of the MJSs. And then, under the frame that the state signal is quantized before transmitted to controller, an adaptive dynamic quantization strategy is further proposed such that the above controller can achieve the same control performance as the non-quantized case, eliminating the need for re-designing new controller. Finally, simulation results validate the effectiveness and robustness of the proposed quantized control strategy under combined dynamic quantization and IA scenarios.

研究了多模注入攻击下马尔可夫跳变系统的自适应动态量化控制问题。对于被控系统,将马尔可夫链和多模态IA建模为分类分布随机过程,用隐马尔可夫模型共同表征。首先,设计了无量化信号的滑模控制器,构造与模相关的Lyapunov函数,建立mjs的指数极限有界性条件;然后,在状态信号在传输到控制器之前进行量化的框架下,进一步提出了一种自适应动态量化策略,使上述控制器能够获得与未量化情况相同的控制性能,从而无需重新设计新的控制器。最后,仿真结果验证了所提出的量化控制策略在动态量化和内部控制相结合场景下的有效性和鲁棒性。
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引用次数: 0
Data-Driven High-Order Control Barrier Functions via Optimization-Based Approaches 基于优化方法的数据驱动高阶控制障碍函数
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-10-17 DOI: 10.1049/cth2.70084
Jiaxing Wang, Wei Ren, Weiguo Xia, Xi-Ming Sun

Control barrier functions (CBFs) offer provable safety guarantees for dynamical systems. However, the existing control syntheses heavily depend on safety priors, which limits their applicability to data-driven scenarios. To deal with this issue, we propose an optimization-based approach to obtain data-driven high-order CBFs (HOCBFs) from the offline dataset. We first construct a group of safety-guaranteed sets from safe trajectories and provide verification conditions for valid HOCBF candidates via Lipschitz properties. Next, we propose a novel optimization framework to obtain a data-driven HOCBF with enhanced feasibility. To solve the proposed optimization problem, we provide convex and non-convex optimization approaches with different neural network implementations. Finally, the proposed approaches are illustrated via two numerical examples from the safe exploration of an unmanned aerial vehicle in static but unknown environments.

控制屏障函数(cbf)为动态系统提供了可靠的安全保证。然而,现有的控制综合严重依赖于安全先验,这限制了它们在数据驱动场景中的适用性。为了解决这一问题,我们提出了一种基于优化的方法从离线数据集中获取数据驱动的高阶cbf (hocbf)。我们首先从安全轨迹构造了一组安全保证集,并通过Lipschitz性质给出了有效HOCBF候选者的验证条件。接下来,我们提出了一种新的优化框架,以获得具有增强可行性的数据驱动HOCBF。为了解决所提出的优化问题,我们提供了不同神经网络实现的凸和非凸优化方法。最后,通过静态未知环境中无人机安全探测的两个数值算例说明了所提出的方法。
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引用次数: 0
Reducing Computational Complexity in State Estimation: A Physics Informed Neural Networks-Based Approach 降低状态估计的计算复杂度:一种基于物理信息的神经网络方法
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-10-16 DOI: 10.1049/cth2.70083
Yalin Gui, Zheming Wang, Jianzheng Wang, Ying Shen, Bo Chen

This study introduces a two-stage estimation framework designed to mitigate the online computational burden associated with traditional state estimation algorithms, such as the Kalman filter and extended Kalman filter, which require continuous computation of time-varying gains. The proposed framework integrates a fixed-gain Luenberger observer for base estimation with a lightweight neural network-based compensation module, which is trained offline and deployed online to enhance accuracy by correcting residual errors caused by fixed-gain limitations. To handle both linear and non-linear systems effectively, distinct loss functions are constructed by integrating prior knowledge of the system model, enabling the network to produce physically meaningful and interpretable outputs. Numerical simulations validate the effectiveness of the proposed method, demonstrating improved estimation accuracy and reduced computational cost compared to conventional estimators.

本研究引入了一种两阶段估计框架,旨在减轻传统状态估计算法(如卡尔曼滤波和扩展卡尔曼滤波)的在线计算负担,这些算法需要连续计算时变增益。该框架集成了用于基估计的固定增益Luenberger观测器和基于轻量级神经网络的补偿模块,该模块离线训练并在线部署,通过校正固定增益限制引起的残差来提高精度。为了有效地处理线性和非线性系统,通过集成系统模型的先验知识构建不同的损失函数,使网络能够产生物理上有意义和可解释的输出。数值模拟验证了该方法的有效性,表明与传统估计方法相比,该方法提高了估计精度,降低了计算成本。
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引用次数: 0
Robust Observer for Linear Impulsive Switched Systems in the Presence of Unknown Input Signal and Measurement Noise 存在未知输入信号和测量噪声的线性脉冲开关系统鲁棒观测器
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-10-15 DOI: 10.1049/cth2.70081
Soheil Sheikh Ahmadi, Farzad Hashemzadeh

This study presents a robust state estimator for linear impulsive switched systems subject to unknown input signals and measurement noise. Such systems exhibit highly complex behaviour due to sudden dynamic changes and external disturbances, which significantly complicates the state estimation process. The presence of unknown inputs and measurement noise may not only degrade estimation accuracy but also challenge the stability of conventional observers. To overcome these difficulties, a novel full-order observer design is proposed that does not require output differentiation, thereby eliminating impulsive effects typically caused by differentiating noisy outputs. Moreover, the proposed framework explicitly accounts for measurement noise, an aspect that has rarely been addressed in the context of impulsive or switched systems. The proposed estimator ensures exponential convergence of estimation errors while simultaneously enhancing accuracy and robustness under impulsive switching conditions. The effectiveness of the method is demonstrated through simulations on an electrical circuit with variable loads. The results confirm that accurate and stable state estimation is achieved even under fast switching and in the presence of disturbances, thereby highlighting the practical applicability of the proposed approach.

研究了一种具有未知输入信号和测量噪声的线性脉冲开关系统的鲁棒状态估计器。由于突然的动态变化和外部干扰,这种系统表现出高度复杂的行为,这大大复杂化了状态估计过程。未知输入和测量噪声的存在不仅会降低估计精度,而且会挑战传统观测器的稳定性。为了克服这些困难,提出了一种不需要输出微分的新型全阶观测器设计,从而消除了通常由噪声输出微分引起的脉冲效应。此外,所提出的框架明确地考虑了测量噪声,这是在脉冲或开关系统的背景下很少解决的一个方面。该估计器在保证估计误差指数收敛的同时,提高了在脉冲切换条件下的估计精度和鲁棒性。通过变负载电路的仿真验证了该方法的有效性。结果证实,即使在快速切换和存在干扰的情况下,也能实现准确稳定的状态估计,从而突出了该方法的实用性。
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引用次数: 0
Intermittent Predefined-Time Control of Unmanned Vehicles 无人驾驶车辆的间歇预定义时间控制
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-10-06 DOI: 10.1049/cth2.70079
Han Xue, Yiye Wang

The challenges of communication interruptions have caused unmanned vehicles to lose the real-time transmission of essential data. The traditional control architecture, designed for continuous measurement, is inadequate to address the constraints posed by the fragility of facilities in harsh maritime conditions. Therefore, it is necessary to enhance the transient stability performance in non-ideal conditions and environments. This work proposes a novel intermittent predefined-time control algorithm. This approach eliminates the need for frequent measurement and recalculation of control laws at every moment, and extends the usage scenarios of intermittent control from first-order systems to second-order systems. During the holding interval, the control input remains as the last control signal in the driving interval, provided that the validated stability conditions are satisfied. The designed controller also ensures stability with zero control inputs during the holding interval. Furthermore, the proposed method aims to optimise energy consumption in control and measurement. Using the Lyapunov theorem and mathematical induction, sufficient conditions for achieving predefined-time convergence in intermittent control are derived and verified with unmanned vehicles. The proposed method demonstrates a 5.4% reduction in tracking error compared to the fixed-time control method, and a 7.9% reduction in tracking error compared to the event-triggered predefined-time control method. This approach reduces the frequency of control law recalculations, measurements and energy consumption.

通信中断的挑战导致无人驾驶车辆无法实时传输关键数据。为连续测量而设计的传统控制架构不足以解决恶劣海上条件下设施脆弱性所带来的限制。因此,有必要提高非理想条件和环境下的暂态稳定性能。本文提出了一种新的间歇预定义时间控制算法。该方法消除了在每一时刻频繁测量和重新计算控制规律的需要,并将间歇控制的使用场景从一阶系统扩展到二阶系统。在保持区间内,只要满足验证的稳定性条件,控制输入保持为驱动区间内的最后一个控制信号。所设计的控制器还保证了在保持间隔期间零控制输入的稳定性。此外,该方法旨在优化控制和测量中的能耗。利用李雅普诺夫定理和数学归纳法,推导了间歇控制实现预定义时间收敛的充分条件,并以无人驾驶车辆为例进行了验证。与固定时间控制方法相比,该方法的跟踪误差降低了5.4%,与事件触发的预定义时间控制方法相比,跟踪误差降低了7.9%。该方法减少了控制律重新计算、测量的频率和能耗。
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引用次数: 0
Adaptive Fixed-Time Active Fault-Tolerant Control for Nonlinear Systems Based on Super-Twist Sliding Mode and RBFNN 基于超扭滑模和RBFNN的非线性系统自适应定时主动容错控制
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-10-06 DOI: 10.1049/cth2.70078
Lipeng Wang, Jialiang Liu, Ruotong Cao, Donghui Yuan

This paper proposes a novel fixed-time active fault-tolerant control method for second-order affine nonlinear systems. The key innovation lies in the integration of a super-twisting barrier function based adaptive sliding mode control (ST-BFASMC) with a radial basis function neural network (RBFNN) observer, achieving simultaneous improvements in convergence speed and fault tolerance. Firstly, a RBFNN observer with weight and centre value update strategy is designed. Secondly, a non-singular fast terminal sliding surface and control law with a super-twisting term are constructed. Furthermore, the fixed-time convergence properties of both the controller and observer are rigorously proven using Lyapunov stability theory. Experimental studies on quadrotor UAV attitude control demonstrated that the adopted RBFNN observer achieved over 60% improvement across all performance metrics compared to baseline methods, while the control algorithm exhibited more than 30% enhancement in multiple indicators relative to conventional ASMC and barrier function based ASMC (BFASMC) approaches. These results validate the algorithm's strong robustness and fault-tolerant capability in the presence of actuator failures.

针对二阶仿射非线性系统,提出了一种新的定时主动容错控制方法。关键创新在于将基于超扭转势垒函数的自适应滑模控制(ST-BFASMC)与径向基函数神经网络(RBFNN)观测器相结合,同时提高了收敛速度和容错性。首先,设计了具有权值和中心值更新策略的RBFNN观测器。其次,构造了非奇异快速终端滑动面和带超扭转项的控制律;此外,利用李雅普诺夫稳定性理论严格证明了控制器和观测器的定时收敛性。四旋翼无人机姿态控制实验研究表明,与基线方法相比,采用的RBFNN观测器在所有性能指标上提高了60%以上,而控制算法在多个指标上比传统的ASMC和基于屏障函数的ASMC (BFASMC)方法提高了30%以上。这些结果验证了该算法在执行器故障情况下具有较强的鲁棒性和容错能力。
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引用次数: 0
On Symmetric Games With Respect to a Permutation Group 关于置换群的对称对策
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-09-22 DOI: 10.1049/cth2.70076
Lei Wang, Jiandong Zhu

This paper presents the first study on the discrimination problem of symmetric games with respect to a permutation group. Based on the algebraic representation of games, the necessary and sufficient conditions for symmetric games with respect to a permutation group are first derived. Subsequently, by the properties of the semi-tensor product of matrices and swap matrices, a minimal discriminant equation system comprising the fewest equations for verifying symmetric games with respect to a permutation group is constructed. Finally, three examples are provided to illustrate the main theoretical results presented of the paper.

本文首次研究了关于置换群的对称对策的判别问题。基于博弈的代数表示,首先导出了关于置换群的对称博弈的充分必要条件。随后,利用矩阵和交换矩阵的半张量积的性质,构造了一个包含最小方程的最小判别方程组,用于验证关于置换群的对称对策。最后,通过三个算例说明本文的主要理论结果。
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引用次数: 0
Distributed Control for Lipschitz Nonlinear Systems on Graphical Game Framework 图形博弈框架下Lipschitz非线性系统的分布式控制
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-09-18 DOI: 10.1049/cth2.70075
Long Zhang, Zhuo Zhang, Hamid Reza Karimi, Shouxu Zhang, Rongxin Cui, Weisheng Yan, Jun Zhang

This paper studies the graphical game for multi-agent systems with Lipschitz nonlinear dynamics over directed graphs. First, a distributed optimal control policy is presented to ensure the leader-following consensus. Then, a modified cost function in the framework of graphical games is designed such that the weighting matrix is time-varying and relies on the Lipschitz nonlinearity, leading to the global Nash equilibrium. A simulation study is finally provided.

研究了有向图上具有Lipschitz非线性动力学的多智能体系统的图形博弈问题。首先,提出了一种分布式最优控制策略,以保证leader- follower的一致性。然后,在图形博弈框架下设计了一个改进的代价函数,使其权重矩阵时变并依赖于Lipschitz非线性,从而得到全局纳什均衡;最后进行了仿真研究。
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引用次数: 0
Adaptive Tracking and Admittance Control Strategies for Force-Sensorless Physical Human–Robot Interaction 无力传感器人机交互的自适应跟踪和导纳控制策略
IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-09-18 DOI: 10.1049/cth2.70073
Van-Tam Ngo, Yen-Chen Liu

In this paper, we present two adaptive control frameworks for physical human–robot interaction without direct force measurements. One enabling the robot to guide human motion using tracking control, and the other allowing it to follow human motion via admittance control. Both frameworks incorporate adaptive algorithms to estimate interaction forces, which are then integrated into controller designs to enhance performance and adaptability. In the first framework, the estimated forces are used to compensate for human-applied forces, enabling the robot to accurately follow a predefined trajectory. In contrast, the second control framework uses the estimated forces to adjust the robot's reference velocity, aligning its motion to human intentions. We employ Lyapunov's technique to demonstrate the stability and uniform ultimate bounds of the responses. Simulation and experimental results are presented to validate the proposed control algorithms. These results indicate that the approaches provide promising solutions for human–robot interaction with reduced cost and complexity.

在本文中,我们提出了两种不需要直接力测量的物理人机交互自适应控制框架。一个使机器人能够通过跟踪控制来引导人类运动,另一个允许它通过导纳控制来跟随人类运动。这两个框架都采用自适应算法来估计相互作用力,然后将其集成到控制器设计中,以提高性能和适应性。在第一个框架中,估计的力用于补偿人为施加的力,使机器人能够准确地遵循预定义的轨迹。相比之下,第二个控制框架使用估计的力来调整机器人的参考速度,使其运动符合人类的意图。我们采用李亚普诺夫技术来证明响应的稳定性和一致极限界。仿真和实验结果验证了所提出的控制算法。这些结果表明,这些方法为降低成本和复杂性的人机交互提供了有前途的解决方案。
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引用次数: 0
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IET Control Theory and Applications
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