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Stabilization of complex-valued neural networks subject to semi-Markov jumping parameters: A dynamic event-triggered protocol 受半马尔科夫跳跃参数影响的复值神经网络的稳定:动态事件触发协议
IF 2.7 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-30 DOI: 10.1002/asjc.3442
Yuan Wang, Huaicheng Yan, Zhichen Li, Meng Wang, Kaibo Shi

For continuous-time complex-valued neural networks, this paper addresses the state-feedback stabilization issue via dynamic event-triggered protocol. Aiming at random parameters' switching, semi-Markov jump model surpasses the Markov jump model in terms of its generality, enabling us to effectively capture the occurrence of random abrupt alterations in both the structure and parameters of complex-valued neural networks. To optimize packet transmission, a new dynamic event-based protocol is introduced to judge whether the previous signal transmission continues. The design of this protocol takes into full consideration the imaginary part characteristics of the system, while also integrating the system modes and dynamic variables. Utilizing an appropriate Lyapunov functional that contains auxiliary internal dynamical variables, the desired stability is proposed. Eventually, the effectiveness of theoretical findings is ultimately validated through two numerical simulations.

对于连续时间复值神经网络,本文通过动态事件触发协议来解决状态反馈稳定问题。针对随机参数切换,半马尔可夫跃迁模型在通用性上超越了马尔可夫跃迁模型,使我们能够有效捕捉复值神经网络结构和参数随机突变的发生。为了优化数据包传输,我们引入了一种新的基于事件的动态协议来判断前一个信号传输是否继续。该协议的设计充分考虑了系统的虚部特征,同时还整合了系统模式和动态变量。利用包含辅助内部动态变量的适当 Lyapunov 函数,提出了所需的稳定性。最后,通过两次数值模拟,最终验证了理论发现的有效性。
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引用次数: 0
Predefined-time adaptive neural dynamic surface tracking control for high-order nonlinear switched systems 高阶非线性开关系统的预定义时间自适应神经动态表面跟踪控制
IF 2.7 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-27 DOI: 10.1002/asjc.3436
Zhu Meng, Jiawei Ma, Huanqing Wang

In this article, the issue of adaptive predefined-time control for high-order switched systems is researched. Neural networks (NNs) are introduced to approximate the uncertain nonlinear functions. In particular, a novel predefined-time convergence filter is proposed to refrain from the problem of repeated differentiation of virtual controllers. On the basis of the backstepping recursion technique and the common Lyapunov function (CLF) approach, a neural adaptive predefined-time dynamic surface control (DSC) scheme is proposed that can demonstrate all the signals in closed-loop systems are bounded and the tracking error can converge to a small area near zero within predefined time. The simulation results illustrate the effectiveness of the proposed control scheme.

本文研究了高阶开关系统的自适应预定义时间控制问题。本文引入了神经网络(NN)来逼近不确定的非线性函数。特别是提出了一种新型预定义时间收敛滤波器,以避免虚拟控制器的重复微分问题。在反步递归技术和共 Lyapunov 函数(CLF)方法的基础上,提出了一种神经自适应预定义时间动态表面控制(DSC)方案,该方案能证明闭环系统中的所有信号都是有界的,跟踪误差能在预定义时间内收敛到接近零的小区域。仿真结果表明了所提控制方案的有效性。
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引用次数: 0
Observer-based adaptive time-varying bipartite formation tracking of multi-agent systems with multiple nonautonomous leaders 具有多个非自主领导者的多代理系统的基于观测器的自适应时变双方阵跟踪
IF 2.7 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-24 DOI: 10.1002/asjc.3453
Ge Wei, Jie Wu, Xisheng Zhan, Bo Wu, Huaicheng Yan

In this article, the problem of bipartite time-varying formation (BTVF) tracking for multi-agent systems (MASs) under signed digraphs is investigated, in which the inputs of leaders are unknown and bounded. A novel kind of adaptive nonsmooth BTVF tracking protocol for MASs is proposed that did not utilize eigenvalue of Laplacian matrix. Based on the state observer, the problem that the system states are not measurable is solved. In addition, in order to avoid undesirable chattering caused by leaders' nonzero inputs, continuous protocols are proposed. And in this case, the error is uniformly ultimately bounded. Lyapunov method reflects the convergence analysis of the submitted protocols. At last, the desired theoretical results are achieved on a multirobot system.

本文研究了有符号数字图下多代理系统(MAS)的双方格时变编队(BTVF)跟踪问题,其中领导者的输入是未知和有界的。提出了一种新型的 MAS 自适应非光滑 BTVF 跟踪协议,它不使用拉普拉卡矩阵的特征值。基于状态观测器,解决了系统状态不可测量的问题。此外,为了避免领导者非零输入引起的不希望的颤振,还提出了连续协议。在这种情况下,误差是均匀最终有界的。Lyapunov 方法反映了所提交协议的收敛性分析。最后,在多机器人系统上取得了理想的理论结果。
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引用次数: 0
Cooperative output regulation of heterogeneous multi-agent systems under false data injection attacks 虚假数据注入攻击下异构多代理系统的合作输出调节
IF 2.7 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-24 DOI: 10.1002/asjc.3451
Yanru Geng, Zhiyun Zhao

This paper studies the cooperative output regulation problem for heterogeneous multi-agent systems (MASs) subject to false data injection (FDI) attacks, which means the malicious cyber-attackers may inject false data into the communication topology randomly. To ensure that each follower agent can track the leader agent accurately, we construct both an observer and a control law for each follower agent. Since the FDI attacks may exist in the communication network, a filter with an adaptive compensator, which can estimate attack signals dynamically, is equipped for each observer, such that the filter can neutralize attacks when malicious attackers launch attacks. Therefore, the cooperative output regulation can be achieved under the control law based on the observer no matter whether there exist attacks or not. Finally, a numerical example is provided for validating the theoretical results.

本文研究了受到虚假数据注入(FDI)攻击的异构多代理系统(MASs)的合作输出调节问题,FDI 是指恶意网络攻击者可能随机向通信拓扑中注入虚假数据。为了确保每个跟随者代理都能准确跟踪领导者代理,我们为每个跟随者代理构建了观察器和控制法则。由于通信网络中可能存在 FDI 攻击,因此我们为每个观测器配备了一个带有自适应补偿器的滤波器,该滤波器可以动态估计攻击信号,从而在恶意攻击者发起攻击时抵消攻击。因此,无论是否存在攻击,基于观测器的控制法则都能实现协同输出调节。最后,还提供了一个数值示例来验证理论结果。
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引用次数: 0
Predefined-time hierarchical control for bipartite time-varying formation tracking of networked Euler–Lagrange systems with parametric uncertainties 具有参数不确定性的网络化欧拉-拉格朗日系统双方位时变编队跟踪的预定义时间分层控制
IF 2.7 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-24 DOI: 10.1002/asjc.3446
Shuang Wang, Tao Han, Bo Xiao, Xiao-Feng Zhao, Huaicheng Yan

This paper mainly addresses the bipartite time-varying formation tracking (BTVFT) problem for networked Euler–Lagrange systems (NELSs) with external disturbances and parametric uncertainties, considering a directed signed communication network that encompasses both cooperative and competitive interactions. A novel nonsingular sliding mode control (SMC) method serves as the foundation for a predefined-time hierarchical control algorithm (PTHCA), introduced to tackle the BTVFT challenge for NELSs in a predefined time. This approach enables the settling time to be predetermined as a control parameter. Moreover, sufficient conditions for establishing the predefined-time stability of closed-loop systems are provided based on the Lyapunov argument. Simulations are conducted to demonstrate the effectiveness of the main findings.

本文主要探讨了具有外部干扰和参数不确定性的网络化欧拉-拉格朗日系统(NELS)的双方位时变编队跟踪(BTVFT)问题,考虑了包含合作与竞争交互的有向签名通信网络。一种新颖的非奇异滑模控制(SMC)方法是预定义时间分层控制算法(PTHCA)的基础,该算法用于在预定义时间内解决 NELS 的 BTVFT 挑战。这种方法可将沉降时间作为控制参数进行预定。此外,基于 Lyapunov 论证,还提供了建立闭环系统预定时间稳定性的充分条件。为了证明主要研究成果的有效性,还进行了模拟实验。
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引用次数: 0
ℓ2−ℓ∞ tracking control for multidelayed systems under accumulation-based event-triggered protocol ℓ2-ℓ∞$$ {ell}_2-{ell}_{infty }基于累积的事件触发协议下多延迟系统的 $$ 跟踪控制
IF 2.7 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-19 DOI: 10.1002/asjc.3418
Huan Li, Guoliang Wei, Yamei Ju, Hongxiao Hu

In this paper, the tracking control problem is investigated for a class of discrete-time multidelayed systems under the accumulation-based event-triggered protocol. The considered phenomena of multidelays, which are extremely common in the real world, include the time-varying delays and the constant delays. The accumulation-based event-triggered protocol is deployed in the communication from sensors to the remote tracking controller in order to alleviate the communication burden. By utilizing the Lyapunov–Krasovskii functional and matrix inequality technology, sufficient conditions are presented to guarantee the exponential stability of the tracking error and the 2$$ {ell}_2-{ell}_{infty } $$ performance, and the controller gain is subsequently designed. Finally, a simulation example is conducted to verify the validity of the developed tracking control scheme.

本文研究了基于累积的事件触发协议下一类离散时间多延迟系统的跟踪控制问题。所考虑的多延迟现象在现实世界中极为常见,包括时变延迟和恒定延迟。在传感器与远程跟踪控制器的通信中采用了基于累积的事件触发协议,以减轻通信负担。通过利用 Lyapunov-Krasovskii 函数和矩阵不等式技术,提出了保证跟踪误差和性能指数稳定性的充分条件,并随后设计了控制器增益。最后,通过一个仿真实例验证了所开发的跟踪控制方案的有效性。
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引用次数: 0
Finite time stability of ρ-Caputo neural network systems ρ$$ rho $$-Caputo 神经网络系统的有限时间稳定性
IF 2.7 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-19 DOI: 10.1002/asjc.3447
Mohamed Rhaima, Liping Chen, Lassaad Mchiri, Abdellatif Ben Makhlouf

In this article, we will examine the finite time stability (FTS) of ρ$$ rho $$-Caputo neural network fractional systems (NNFS) with an order of 0<φ<1$$ 0&amp;lt;varphi &amp;lt;1 $$. Utilizing technical inequalities such as Gronwall and Hölder inequalities, we present some FTS results. Two numerical examples are provided to illustrate the theoretical findings.

在本文中,我们将研究阶数为.的-卡普托神经网络分数系统(NNFS)的有限时间稳定性(FTS)。 利用技术不等式(如格伦沃尔不等式和赫尔德不等式),我们提出了一些有限时间稳定性结果。我们提供了两个数值示例来说明理论发现。
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引用次数: 0
Seven-degree-of-freedom-based electric wheel sampled-data active shimmy control method considering unknown sensor measurement error 考虑未知传感器测量误差的基于七自由度电动轮采样数据的主动抖动控制方法
IF 2.7 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-17 DOI: 10.1002/asjc.3443
Qinghua Meng, Rong Liu, Zong-yao Sun, Haibin He

The active shimmy control methods for electric vehicle driven by in-wheel motors (EV-DIM) have been proposed in the recent years. However, these methods assume that data obtained from sensors are accurate, despite the fact that sensor measurements are prone to error. This unknown measurement error can make shimmy control difficult. Additionally, current shimmy models are low degree-of-freedom, which simplifies control but decreases accuracy. In this paper, we address these issues using a sampled-data output control method based on a higher seven-degree-of-freedom (7DOF) shimmy model which includes the steering system, suspension, and electric wheel. We first construct a 7DOF electric wheel shimmy model and use Lagrange's theorem to derive the electric wheel shimmy dynamic equations. We then obtain system state equations that account for unknown sensor measurement error based on the 7DOF shimmy model. A sampled-data observer and controller are designed to attenuate or eliminate the shimmy phenomenon via a domination gain. Finally, we conduct numerical simulations and experiments to verify the effectiveness of our proposed method.

近年来,人们提出了轮内电机驱动电动汽车(EV-DIM)的主动抖动控制方法。然而,这些方法都假定从传感器获得的数据是准确的,尽管事实上传感器的测量容易产生误差。这种未知的测量误差会给甩尾控制带来困难。此外,目前的晃动模型自由度较低,这虽然简化了控制,但却降低了精度。在本文中,我们使用一种基于较高的七自由度(7DOF)抖动模型(包括转向系统、悬架和电动轮)的采样数据输出控制方法来解决这些问题。我们首先构建了一个 7DOF 电动轮抖动模型,并利用拉格朗日定理推导出电动轮抖动动态方程。然后,我们根据 7DOF shimmy 模型获得系统状态方程,该方程考虑了未知传感器测量误差。我们设计了一个采样数据观测器和控制器,通过支配增益来减弱或消除抖动现象。最后,我们进行了数值模拟和实验,以验证我们所提方法的有效性。
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引用次数: 0
Security control of direct current microgrids under deception attacks—A dynamic event-triggered approach 欺骗攻击下直流微电网的安全控制--一种动态事件触发方法
IF 2.7 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-17 DOI: 10.1002/asjc.3441
Fuqiang Li, Kang Li, Chen Peng, Lisai Gao

This paper studies the security control of direct current (DC) microgrids under deception attacks, and a dynamic event-triggered mechanism (DETM) is proposed to save constrained network bandwidth. The DETM can reduce the frequency of data communications and exclude Zeno behavior inherently. Then, a time-delay closed-loop system model is built, which integrates parameters of the DC microgrid, the DETM, deception attacks, injection current controller, and network-induced delays in one unified framework. Sufficient conditions are derived for globally exponentially ultimately bounded stability in mean square, which establish the relationship between system performance and the contributing factors such as the DETM, deception attacks, and network delays. Further, a co-design method is presented to derive the parameters of the controller and the DETM in just one step. Simulation results confirm the effectiveness of the proposed method for security control of DC microgrids, achieving 21.5% savings of communication resources while effectively stabilizing the system even 10.7% of the transmitted data that are manipulated by the deception attacks.

本文研究了欺骗攻击下直流(DC)微电网的安全控制,并提出了一种动态事件触发机制(DETM),以节省受限的网络带宽。DETM 可以降低数据通信频率,从本质上排除 Zeno 行为。然后,建立了一个时延闭环系统模型,将直流微电网参数、DETM、欺骗攻击、注入电流控制器和网络引起的时延整合在一个统一的框架中。推导出了均方值全局指数终极约束稳定性的充分条件,建立了系统性能与 DETM、欺骗攻击和网络延迟等促成因素之间的关系。此外,还提出了一种协同设计方法,只需一步即可得出控制器和 DETM 的参数。仿真结果证实了所提方法在直流微电网安全控制方面的有效性,在有效稳定系统的同时节省了 21.5% 的通信资源,即使 10.7% 的传输数据被欺骗攻击所操纵。
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引用次数: 0
Maximum weighted correntropy filters for nonlinear non-Gaussian systems 非线性非高斯系统的最大加权熵滤波器
IF 2.7 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-17 DOI: 10.1002/asjc.3445
Jingang Liu, Wenbo Zhang, Shenmin Song

In this paper, we focus on the filtering issue for nonlinear non-Gaussian systems. Considering the limitations of the Gaussian function with a single kernel bandwidth, we design a novel extended version called weighted Gaussian function, which consists of a weighting coefficient and two distinct kernel bandwidths. The additional coefficient can directly balance two kernel bandwidths, which improves the flexibility and performance of the correntropy. We develop a cost function utilizing the suggested weighted Gaussian function and statistical linearization method, followed by deriving a maximum weighted correntropy filter based on the maximum correntropy criterion. The proposed algorithm is demonstrated to converge to a Gaussian filter as the kernel bandwidths approach infinity. In addition, we derive the corresponding information filter, which takes the form of information matrix and information vector. It is computationally efficient and easier to generalize to multisensor systems. The performance of the proposed algorithms is compared with other filters based on the third-order spherical cubature rule and the fixed point iteration technique in a target tracking system. Simulation results confirm the effectiveness of the new approaches.

本文重点讨论非线性非高斯系统的滤波问题。考虑到单核带宽高斯函数的局限性,我们设计了一种新的扩展版本,称为加权高斯函数,它由一个加权系数和两个不同的核带宽组成。附加系数可以直接平衡两个内核带宽,从而提高了熵的灵活性和性能。我们利用建议的加权高斯函数和统计线性化方法开发了一个成本函数,然后根据最大熵准则推导出一个最大加权熵滤波器。实验证明,当核带宽接近无穷大时,所提出的算法会向高斯滤波器收敛。此外,我们还推导出了相应的信息滤波器,其形式为信息矩阵和信息向量。该算法计算效率高,更易于推广到多传感器系统。在目标跟踪系统中,我们将所提算法的性能与其他基于三阶球立方规则和定点迭代技术的滤波器进行了比较。仿真结果证实了新方法的有效性。
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引用次数: 0
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Asian Journal of Control
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