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Event-Triggered Adaptive Neural Network Control for Constrained Stochastic Multi-Agent Systems With Actuator Failures and Time-Delay 具有执行器失效和时滞的约束随机多智能体系统的事件触发自适应神经网络控制
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2026-03-11 Epub Date: 2025-12-18 DOI: 10.1002/rnc.70340
Yong Zhao, Xinping Xiao

This paper studies the problem of event-triggered adaptive neural network (NN) control for constrained stochastic multi-agent systems (MASs) subject to actuator failures (AFs) and time delay. In the controller design process, the NN is exploited to approximate the unknown terms of the bias fault and unknown nonlinearities. Meanwhile, the AFs are successfully addressed by designing appropriate parameter adaptation laws and intermediate variables. Besides, to overcome the impact of state constraints (SCs) on the system, a suitable barrier Lyapunov function (BLF) is designed. Then, based on the backstepping technique and Lyapunov stability theory, a distributed event-triggered adaptive controller is constructed to guarantee the consensus tracking with a certain error range, all closed-loop system signals are bounded, and Zeno behavior (ZB) is excluded. Finally, the simulation results demonstrate the effectiveness of the presented method.

研究了具有执行器失效和时滞的约束随机多智能体系统的事件触发自适应神经网络控制问题。在控制器设计过程中,利用神经网络来逼近偏置故障和未知非线性的未知项。同时,通过设计合适的参数自适应律和中间变量,成功地解决了af问题。为了克服状态约束对系统的影响,设计了合适的势垒Lyapunov函数(BLF)。然后,基于回溯技术和Lyapunov稳定性理论,构造了一个分布式事件触发自适应控制器,以保证在一定误差范围内的一致性跟踪,所有闭环系统信号有界,并排除zo行为(ZB)。最后,仿真结果验证了该方法的有效性。
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引用次数: 0
Robust Tracking Control With Prescribed Performance for Nonlinear Systems With Matched and Unmatched Perturbations 具有匹配和不匹配扰动的非线性系统的鲁棒跟踪控制
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2026-03-11 Epub Date: 2025-12-09 DOI: 10.1002/rnc.70333
Zhihong Zhang, Kemao Ma

The control problem of robust output tracking with prescribed performance for a class of nonlinear systems is considered in this paper to reject both matched and unmatched perturbations. A novel integral sliding hyperplane is studied, which guarantees that the output tracking performance satisfies the prescribed requirements from the beginning. Then, based on the equivalent control concept, the chattering issue is addressed by the proposed adaptation algorithm of the control gain. And when the adaptive gain is employed, the reachability and existence of the sliding mode are analyzed. Moreover, the proposed adaptive sliding mode controller is augmented with the dynamic surface control approach to compensate for the unmatched perturbations. Finally, using the proposed methods, the output tracking performance is tested by several numerical simulations for a robotic manipulators.

本文研究了一类具有规定性能的非线性系统的鲁棒输出跟踪控制问题,该问题既能抑制匹配扰动也能抑制不匹配扰动。研究了一种新颖的积分滑动超平面,从一开始就保证输出跟踪性能满足规定的要求。然后,基于等效控制概念,通过提出的控制增益自适应算法来解决抖振问题。当采用自适应增益时,分析了滑模的可达性和存在性。此外,所提出的自适应滑模控制器还加入了动态表面控制方法,以补偿不匹配的扰动。最后,通过数值仿真验证了该方法的输出跟踪性能。
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引用次数: 0
Predefined/Prescribed-Time Convergence Algorithm of Nonconvex-Nonconcave Min-Max Optimization 非凸-非凹最小-最大优化的预定义/规定时间收敛算法
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2026-03-11 Epub Date: 2025-12-09 DOI: 10.1002/rnc.70328
Zhibao Song, Ping Li

In this paper, generalized predefined/prescribed-time stability theory is first put forward, where i) the powers of the upper bound of the derivative of Lyapunov function are no longer confined to 11μ and 1+1μ with μ>1; ii) the upper bound of the settling-time function is simplified and directly deduced by Euler's reflection formula. In addition, the upper bound of the settling-time function is still irrelevant to the initial states, and can be arbitrarily tuned in advance. As an application, a predefined/prescribed-time algorithm is proposed for solving the nonconvex-nonconcave min-max optimization issue. Under the two-sided Polyak-Lojasiewicz (PL) inequality and the Lipschitz continuous gradient, a new dynamical system is established to ensure that the solution of the dynamic system can reach the saddle point of the min-max optimization issue in a predefined/prescribed time. Two examples are applied to validate the predefined/prescribed-time algorithm of nonconvex-nonconcave min-max optimization.

本文首先提出了广义的预定义/规定时间稳定性理论;其中i) Lyapunov函数导数的上界幂不再局限于1−1 μ和1 + 1 μ与μ > 1;ii)用欧拉反射公式简化并直接推导出沉降时间函数的上界。此外,沉降时间函数的上界仍然与初始状态无关,可以提前任意调整。作为应用,提出了一种求解非凸-非凹最小-最大优化问题的预定义/规定时间算法。在双面Polyak-Lojasiewicz (PL)不等式和Lipschitz连续梯度下,建立了新的动力系统,保证了动力系统的解能在预定义/规定的时间内到达最小-最大优化问题的鞍点。用两个算例验证了非凸-非凹最小-最大优化的预定义/规定时间算法。
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引用次数: 0
Prescribed-Time Attitude Bipartite Consensus Tracking Control for Multi-UAV Systems 多无人机系统的定时姿态二部共识跟踪控制
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2026-03-11 Epub Date: 2025-12-12 DOI: 10.1002/rnc.70325
Yingjiang Zhou, Zhihui Liu, Guoping Jiang, Leimin Wang, Chaoxu Mu

This article focuses on the prescribed-time attitude bipartite consensus tracking control problem of multi-unmanned aerial vehicle (UAV) systems under directed graphs. Currently, in the field of bipartite consensus tracking control, algorithms based on finite-time stability and fixed-time stability have been developed. However, existing schemes exhibit significant limitations: finite-time stability algorithms rely on the system's initial states for convergence time, resulting in insufficient temporal controllability. Fixed-time stability algorithms involve complex coupling among convergence time, system parameters, and control gains, which prevents arbitrary presetting of the convergence moment. This paper introduces the prescribed-time stability theory, whose core advantage is the ability to preset the convergence time. To achieve this goal, a novel hybrid distributed observer is first designed to ensure accurate estimation of the leader's states within the prescribed-time. Based on the observer output, a prescribed-time sliding mode surface (SMS) and the corresponding tracking control law are constructed to drive the multi-UAV system to achieve attitude bipartite consensus tracking within the prescribed-time. The proposed scheme not only guarantees the tracking performance within the prescribed time but also avoids the numerical implementation challenges caused by infinite time-varying gains in traditional prescribed-time control. Finally, the effectiveness and feasibility of the proposed method are verified through rigorous theoretical analysis and multiple sets of numerical simulations.

研究了有向图下多无人机系统的定时姿态二部共识跟踪控制问题。目前,在二部共识跟踪控制领域,已经发展了基于有限时间稳定性和固定时间稳定性的算法。然而,现有方案存在明显的局限性:有限时间稳定性算法依赖于系统的初始状态来收敛时间,导致时间可控性不足。固定时间稳定性算法涉及到收敛时间、系统参数和控制增益之间的复杂耦合,避免了收敛矩的任意预设。本文介绍了规定时间稳定性理论,其核心优点是可以预先设定收敛时间。为了实现这一目标,首先设计了一种新型的混合分布式观测器,以确保在规定时间内准确估计领导者的状态。基于观测器输出,构造定时滑模曲面(SMS)和相应的跟踪控制律,驱动多无人机系统在定时内实现姿态二部共识跟踪。该方案既保证了在规定时间内的跟踪性能,又避免了传统规定时间控制中无限时变增益带来的数值实现挑战。最后,通过严格的理论分析和多组数值模拟验证了所提方法的有效性和可行性。
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引用次数: 0
Featured Cover 了封面
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2026-03-11 DOI: 10.1002/rnc.70510
Bolin Sun, Min Cheng, Ruqi Ding, Bing Xu, Xiaobin Li, Pei Jiang

The outer front cover image is based on the article Online Multi-Constraint Estimation and Correction for Path Tracking of Hydraulic Robotic Manipulators by Bolin Sun et al., https://doi.org/10.1002/rnc.70371.

外封面图像基于Bolin Sun et al., https://doi.org/10.1002/rnc.70371的文章《液压机器人路径跟踪的在线多约束估计与校正》。
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引用次数: 0
Event-Triggered H ∞ Load Frequency Control for Renewable Energy Power Systems Under Communication Delays 通讯延迟下可再生能源电力系统事件触发H∞负荷频率控制
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2026-03-11 Epub Date: 2025-12-12 DOI: 10.1002/rnc.70336
Ya-Li Zhi, Zeng Nie, Shuping He

This study centrally investigates the resolution of event-triggered H control problem in renewable energy network power systems, especially in the context of time delays. First, an adaptive event-triggered strategy (AETS) is presented. The strategy aims to optimize utilization of a limited communication network. Second, to minimize the trigger rate while maintaining optimal control performance, the used error signal is the difference between the recently transmitted packet and the average of the current sampled packet and the recently transmitted packet. Then, the H stability analysis of power systems is formulated through the employment of the Lyapunov–Krasovskii functional (LKF). Utilizing the matrix decoupling technique, a criterion is developed to simultaneously compute both the trigger matrix and the controller gain. Finally, two simulation examples confirm the efficacy and superiority of the presented strategy.

本研究集中研究了可再生能源网络电力系统中事件触发H∞控制问题的解决,特别是在时间延迟的背景下。首先,提出了自适应事件触发策略(AETS)。该策略旨在优化有限通信网络的利用。其次,为了在保持最优控制性能的同时最小化触发率,所使用的误差信号是最近传输的数据包与当前采样数据包和最近传输数据包的平均值之间的差。然后,利用Lyapunov-Krasovskii泛函(LKF)建立了电力系统的H∞稳定性分析。利用矩阵解耦技术,提出了同时计算触发矩阵和控制器增益的判据。最后,通过两个仿真实例验证了所提策略的有效性和优越性。
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引用次数: 0
Featured Cover 了封面
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2026-03-11 DOI: 10.1002/rnc.70511
Junfeng Zhang, Qingquan Xu, Fengyu Lin, Gang Zheng

The inner front cover image is based on the article State and Disturbance Observers-Based Consensus of Positive Multi-Agent Systems by Junfeng Zhang et al., https://doi.org/10.1002/rnc.70388.

内封面图像基于张俊峰等人的文章《基于状态和扰动观测器的正多智能体系统的一致性》,https://doi.org/10.1002/rnc.70388。
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引用次数: 0
Almost Sure Convergence of State Feedback-Based Iterative Learning Control for Networked Nonlinear Systems With Data Dropouts 基于状态反馈的非线性网络系统迭代学习控制的几乎肯定收敛性
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2026-03-11 Epub Date: 2025-12-12 DOI: 10.1002/rnc.70335
Yamiao Zhang, Jian Liu, Xiaoe Ruan

Random data dropouts, arising from bandwidth limitations or network congestion, significantly affect the tracking performance of iterative learning control (ILC) schemes for networked control systems. To address this challenge, we propose a state feedback-based ILC scheme for a class of discrete-time multi-input-multi-output (MIMO) nonlinear systems with a feedforward term, operating in environments prone to random packet loss. More specifically, the realizability of the desired trajectory of the considered nonlinear system is first studied. When the feedforward matrix is full-row rank, we show that any given desired trajectory is realizable. For strictly full-column rank case, we give a necessary and sufficient condition that guarantees the realizability of the given desired trajectory. Then, using the contraction mapping method combined with matrix transformation and decomposition techniques, we investigate the almost sure convergence of tracking errors. For the full-row rank case, we show that the spectral radius condition is necessary and sufficient for the tracking errors to converge to zero almost surely. For the strictly full-column rank case, we illustrate that the spectral radius condition can ensure the output sequence converges to any realizable desired trajectory almost surely. Meanwhile, we show how to design the state feedback for better tracking performance. Finally, a numerical example is presented to demonstrate the effectiveness of the findings.

由于带宽限制或网络拥塞引起的随机数据丢失严重影响了网络控制系统的迭代学习控制(ILC)方案的跟踪性能。为了解决这一挑战,我们提出了一种基于状态反馈的ILC方案,用于一类具有前馈项的离散时间多输入多输出(MIMO)非线性系统,该系统在容易随机丢包的环境中运行。更具体地说,首先研究了所考虑的非线性系统的期望轨迹的可实现性。当前馈矩阵为全行秩时,我们证明了任何给定的期望轨迹都是可实现的。对于严格满列秩情况,给出了给定期望轨迹可实现的充分必要条件。然后,利用收缩映射方法结合矩阵变换和分解技术,研究了跟踪误差的几乎肯定收敛性。对于全行秩情况,我们证明了谱半径条件是跟踪误差几乎肯定收敛于零的充分必要条件。对于严格全列秩情况,我们证明了谱半径条件几乎可以保证输出序列收敛于任何可实现的期望轨迹。同时,我们展示了如何设计状态反馈以获得更好的跟踪性能。最后,通过数值算例验证了所得结果的有效性。
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引用次数: 0
Leaderless Dynamic Consensus of High-Order Multi-Agent Systems via a Fully Distributed Event-Triggered Output Feedback Control 基于全分布式事件触发输出反馈控制的高阶多智能体系统无领导动态共识
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2026-03-11 Epub Date: 2025-12-16 DOI: 10.1002/rnc.70326
Yanhua Yang, Jie Mei, Guangfu Ma

This paper investigates the leaderless consensus problem of high-order multi-agent systems (MASs) under a general directed graph via a fully distributed event-triggered output feedback control strategy. First, a fully distributed event-triggered state compensator with a static control gain is constructed, by which the information of the neighbors is asynchronously and intermittently obtained. Since only the output information can be used, an event-triggered output feedback control strategy is designed without using any global information of MAS, with which leaderless consensus is guaranteed asymptotically, and the state of each agent is dynamically evolving instead of converging to some stationary point. The Zeno behavior is strictly ruled out in the event-triggered communication. The effectiveness is finally verified by some simulation examples.

利用全分布式事件触发输出反馈控制策略研究了一般有向图下高阶多智能体系统(MASs)的无领导一致性问题。首先,构造了一个具有静态控制增益的全分布式事件触发状态补偿器,通过该补偿器异步、间歇地获取邻居的信息;由于只能使用输出信息,设计了一种不使用MAS全局信息的事件触发输出反馈控制策略,使无领导共识渐近得到保证,并且每个agent的状态都是动态进化的,而不是收敛到某个平稳点。在事件触发通信中严格排除芝诺行为。最后通过仿真算例验证了该方法的有效性。
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引用次数: 0
Data-Based Refinement of Parametric Uncertainty Descriptions 基于数据的参数不确定性描述细化
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2026-03-11 Epub Date: 2025-12-14 DOI: 10.1002/rnc.70294
Tobias Holicki, Carsten W. Scherer

We consider dynamical systems with a linear fractional representation involving parametric uncertainties which are either constant or varying with time. Given a finite-horizon input-state or input-output trajectory of such a system, we propose a numerical scheme which iteratively improves the available knowledge about the involved constant parametric uncertainties. As its key feature, strong theoretical properties, including a structural invariance of the uncertainty's description, are preserved during the data-based learning process. In particular, it facilitates any robustness analysis and robust controller synthesis by improving the guaranteed performance. Our technique can be viewed as a data-dependent preprocessing step which supplements and enhances some recent direct data-based analysis or design approaches.

我们考虑具有线性分数表示的动力系统,其中包含常数或随时间变化的参数不确定性。给定系统的有限视界输入状态或输入输出轨迹,我们提出了一种迭代改进所涉及的常数参数不确定性的可用知识的数值格式。作为其关键特征,在基于数据的学习过程中保留了强大的理论性质,包括不确定性描述的结构不变性。特别是,它通过提高保证性能来促进任何鲁棒性分析和鲁棒控制器合成。我们的技术可以看作是一个依赖于数据的预处理步骤,它补充和增强了最近一些直接基于数据的分析或设计方法。
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引用次数: 0
期刊
International Journal of Robust and Nonlinear Control
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