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Filter design for cyber-physical systems against DoS attacks and unreliable networks: A Markovian approach 针对 DoS 攻击和不可靠网络的网络物理系统过滤器设计:马尔可夫方法
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-14 DOI: 10.1049/cth2.12703
Pedro M. Oliveira, Jonathan M. Palma, Márcio J. Lacerda

This article proposes a novel approach for designing a mode-dependent H$mathcal {H}_infty$ full-order dynamic filter for a cyber-physical system (CPS) that is subject to polytopic uncertainties. The CPS operates on an unreliable network that is susceptible to transmission failures and Denial of Service (DoS) attacks. The attackers have limited energy resources, and the duration of the DoS attack is limited to a maximum number of consecutive time instants. The network is modeled after a proposed non-homogeneous Markov chain whose transition probability matrix may feature uncertain and unknown probabilities, which are dependent on time-varying parameters. The design conditions for the filter are obtained using parameter-dependent linear matrix inequalities. The proposed filter is shown to be effective in reducing the impact of DoS attacks and transmission failures on the CPS. Numerical experiments are presented to illustrate the efficacy of the proposed filter design method, demonstrating its ability to mitigate the effects of uncertainties and attacks on the CPS.

本文提出了一种新颖的方法,用于为网络物理系统(CPS)设计与模式相关的全阶动态滤波器。CPS 在不可靠的网络上运行,易受传输故障和拒绝服务 (DoS) 攻击的影响。攻击者的能源资源有限,DoS 攻击的持续时间限制在连续时间瞬间的最大数量。网络模型是一个拟议的非均质马尔可夫链,其过渡概率矩阵可能具有不确定和未知概率,这些概率取决于时变参数。利用与参数相关的线性矩阵不等式获得了滤波器的设计条件。实验证明,所提出的滤波器能有效降低 DoS 攻击和传输故障对 CPS 的影响。通过数值实验说明了所提滤波器设计方法的功效,证明其有能力减轻不确定性和攻击对 CPS 的影响。
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引用次数: 0
Analytical optimization of an inerter-based dynamic vibration absorber for suppressing plate vibration 分析优化用于抑制板振动的感应器式动态振动吸收器
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-11 DOI: 10.1049/cth2.12702
Haizhong Zhang, Michael Z. Q. Chen

An inerter-based dynamic vibration absorber (IDVA) is proposed and applied to suppress the vibration of a plate. The dynamic model of a thin rectangular plate attached with an IDVA is established and the frequency response function of the transverse displacement of the plate is derived through the classical vibration theory and the analysis in the s$s$ domain. In addition, the equation for frequency ratios of fixed points is obtained, and the condition for the existence of four fixed points is found by investigating the problem of solving quartic equations. Moreover, the extended fixed-point method is employed to analytically obtain the optimal parameters of the IDVA attached to a plate, the expressions of the optimal damping ratio and other dimensionless qualities are presented.

本文提出了一种基于电抗器的动态振动吸收器(IDVA),并将其应用于抑制板的振动。通过经典振动理论和域分析,建立了连接 IDVA 的薄矩形板的动态模型,并推导出板横向位移的频率响应函数。此外,还获得了定点频率比方程,并通过研究求解四元数方程的问题找到了四个定点存在的条件。此外,还利用扩展定点法分析得出了附着在板上的 IDVA 的最佳参数,并给出了最佳阻尼比和其他无量纲质量的表达式。
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引用次数: 0
Observer based output feedback repetitive learning control of robotic manipulators 基于观测器的机器人机械手输出反馈重复学习控制
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-11 DOI: 10.1049/cth2.12706
Kadriye Merve Dogan, Enver Tatlicioglu, Erkan Zergeroglu, Kamil Cetin

This work tackles the tracking control problem of robotic manipulators where the robot dynamics contains uncertain parameters and joint velocity measurements are not available. Specifically when the robotic manipulator is required to perform a periodic task repetitively, as in most industrial applications, a repetitive learning controller is proposed that does not require joint velocity measurements and can compensate the uncertainties of the robot dynamical parameters and additive disturbances caused due to the periodic joint motion. The proposed solution is achieved via the use of a novel learning component in the controller design in conjunction with a novel model-free joint velocity observer design. The stability of the closed-loop system and the convergence of both the joint position tracking error and the joint velocity observation error to the origin are guaranteed via Lyapunov based arguments. Experimental results performed on a 2 degree of freedom robot manipulator are presented to demonstrate the performance of the proposed observer–controller couple.

这项研究解决的是机器人动力学包含不确定参数且无法测量关节速度的情况下机器人机械手的跟踪控制问题。特别是当机器人机械手需要重复执行周期性任务时(如在大多数工业应用中),提出了一种重复学习控制器,它不需要关节速度测量值,并能补偿机器人动态参数的不确定性和周期性关节运动造成的附加干扰。所提出的解决方案是通过在控制器设计中使用新颖的学习组件,并结合新颖的无模型关节速度观测器设计来实现的。通过基于 Lyapunov 的论证,保证了闭环系统的稳定性以及关节位置跟踪误差和关节速度观测误差对原点的收敛性。本文介绍了在一个 2 自由度机器人操纵器上进行的实验结果,以证明所提出的观测器-控制器耦合的性能。
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引用次数: 0
Switching periodic event-triggered global prescribed performance control of uncertain strict-feedback systems with sensor faults 具有传感器故障的不确定严格反馈系统的开关周期性事件触发全局规定性能控制
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-11 DOI: 10.1049/cth2.12695
Xindi Xu, Zhikai Zhang, Mingzhe Hou

This study investigates the global adaptive prescribed performance control (PPC) of a class of uncertain strict-feedback nonlinear systems with sensor faults based on the switching periodic event-triggering mechanism (SPETM). Due to the existence of sensor faults, the controlled system is first remodeled by utilizing the available variables. To reduce the communication frequency, a novel SPETM is proposed by combining the advantages of the static and the dynamic event-triggering mechanisms. This mechanism can not only avoid continuously monitoring the event-triggering condition and avoid the Zeno phenomenon in mechanism, but also reduce the trigger frequency while ensuring the system performance by adjusting the event-triggering threshold dynamically. Meanwhile, a time-varying scaling function, whose reciprocal is considered as a prescribed performance function, is designed to achieve the global PPC by combining the nonlinear transformation technique. The adaptive control algorithm design is completed by employing the backstepping methodology, which can guarantee that all closed-loop signals are bounded and the actual system output signal evolves within the prescribed performance boundary for arbitrary initial values. The effectiveness and the advantages of the proposed control algorithm are illustrated through an application example of the network-based robotic manipulator system.

本研究基于开关周期事件触发机制(SPETM),探讨了一类具有传感器故障的不确定严格反馈非线性系统的全局自适应规定性能控制(PPC)。由于传感器故障的存在,受控系统首先要利用可用变量进行重塑。为了减少通信频率,结合静态和动态事件触发机制的优点,提出了一种新型 SPETM。这种机制不仅可以避免持续监控事件触发条件,避免机制中的芝诺现象,还可以通过动态调整事件触发阈值,在确保系统性能的同时降低触发频率。同时,结合非线性变换技术,设计了一个时变比例函数,其倒数被视为规定性能函数,以实现全局 PPC。采用反步进方法完成自适应控制算法设计,保证所有闭环信号都是有界的,并且在任意初始值下,实际系统输出信号在规定的性能边界内演化。通过一个基于网络的机器人机械手系统的应用实例,说明了所提出的控制算法的有效性和优势。
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引用次数: 0
Design and experimental evaluation of a data-driven PID controller using cerebellar memory 利用小脑记忆设计数据驱动 PID 控制器并进行实验评估
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-11 DOI: 10.1049/cth2.12694
Zhifeng Li, Kei Hiraoka, Toru Yamamoto

In industrial process control, the proportional–integral–derivative (PID) control scheme is well-recognized and widely utilized. However, due to the distinctive characteristics of real systems, their control design primarily aims at achieving optimal production performance, constrained by uncertainty and variations. This paper initially discusses a database-driven PID (DD-PID) control scheme that was previously proposed. This scheme combines the DD-PID with the cerebellar model articulation control to minimise computational and memory requirements for industrial application. Subsequently, a hydraulic system is introduced, detailing its characteristics and control necessities. Furthermore, both the DD-PID and the proposed cerebellar model articulation control memory-based DD-PID control schemes are implemented and evaluated through experimental examples on a hydraulic system. Lastly, as a practical validation of the theoretical approach, a quantitative assessment compares the two methods, discussing the practicality and efficacy of the proposed scheme in reducing computation and memory consumption.

在工业过程控制中,比例-积分-派生(PID)控制方案得到了广泛认可和应用。然而,由于实际系统的显著特点,其控制设计主要以实现最佳生产性能为目标,受到不确定性和变化的限制。本文初步讨论了之前提出的数据库驱动 PID(DD-PID)控制方案。该方案将 DD-PID 与小脑模型衔接控制相结合,最大限度地降低了工业应用对计算和内存的要求。随后,介绍了一个液压系统,详细说明了其特点和控制必要性。此外,DD-PID 控制方案和基于小脑模型衔接控制记忆的 DD-PID 控制方案均已实现,并通过液压系统的实验实例进行了评估。最后,作为对理论方法的实际验证,对两种方法进行了定量评估比较,讨论了建议方案在减少计算量和内存消耗方面的实用性和有效性。
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引用次数: 0
Safe affine formation using terminal sliding mode control with input constraints 利用带输入约束的终端滑模控制实现安全仿射形成
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-10 DOI: 10.1049/cth2.12692
Bo Liu, Zhenhuan Wang, Changhong Wang, Xinyang Zhao, Yuanxun Zheng

Formation control is a fundamental task in the realm of autonomous multiagent systems. To drive a group of agents to maneuver continuously with the desired formation, this paper studies the finite-time affine formation control problem with disturbances, input constraints and safety guarantee. A non-singular terminal sliding mode control (NTSMC) is implemented to achieve finite-time convergence of all followers to their desired positions. Additionally, an auxiliary system is deployed to address input constraints resulting from the physical properties of the affine formation system. To mitigate the impact of lumped disturbances, a finite-time disturbance observer (FTDO) is employed to estimate the disturbances and compensate for their effects. Based on FTDO, the auxiliary system and the above NTSMC, a finite-time robust controller is developed as the nominal controller. By modifying the nominal controllers to comply with safety constraints, control barrier functions are employed to ensure the safety of the formation system in obstacle-filled environment. Finally, the effectiveness and feasibility of this method are validated through simulations and real-world experiments.

编队控制是自主多代理系统领域的一项基本任务。为了驱动一组代理按所需队形连续机动,本文研究了具有干扰、输入约束和安全保证的有限时间仿射队形控制问题。本文采用非矢量终端滑模控制(NTSMC)来实现所有跟随者在有限时间内收敛到所需位置。此外,还部署了一个辅助系统,以解决仿射形成系统的物理特性所产生的输入约束。为减轻整块干扰的影响,采用了有限时间干扰观测器(FTDO)来估计干扰并补偿其影响。在 FTDO、辅助系统和上述 NTSMC 的基础上,开发了一个有限时间鲁棒控制器作为标称控制器。通过修改标称控制器以符合安全约束条件,采用控制屏障函数来确保编队系统在充满障碍物的环境中的安全性。最后,通过模拟和实际实验验证了该方法的有效性和可行性。
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引用次数: 0
An accelerated zeroing neural network for solving continuous coupled Lyapunov matrix equations 用于求解连续耦合 Lyapunov 矩阵方程的加速归零神经网络
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-10 DOI: 10.1049/cth2.12680
Yurui Wang, Ying Zhang

In this paper, an improved zeroing neural network (ZNN) model is proposed to obtain the positive definite solutions of the continuous coupled Lyapunov matrix equations (CLMEs) associated with continuous-time Markovian jump (CMJ) systems. To achieve this, a general ZNN model is established by constructing a matrix-valued error function. Then, to accelerate the convergence rate of the proposed ZNN model, the latest estimation is introduced to obtain an improved ZNN model. Some convergence conditions have been derived for the presented improved ZNN model through Lyapunov theory. Comparisons among the improved ZNN model and the existing results are conducted to illustrate the advantages of the proposed improved ZNN model in numerical examples.

本文提出了一种改进的归零神经网络(ZNN)模型,用于获得与连续时间马尔可夫跃迁(CMJ)系统相关的连续耦合李亚普诺夫矩阵方程(CLME)的正定解。为此,通过构建矩阵值误差函数,建立了一般 ZNN 模型。然后,为了加快所提出的 ZNN 模型的收敛速度,引入了最新的估计方法,以获得改进的 ZNN 模型。通过 Lyapunov 理论,得出了改进 ZNN 模型的一些收敛条件。通过对改进的 ZNN 模型和现有结果进行比较,在数值示例中说明了所提出的改进 ZNN 模型的优势。
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引用次数: 0
ℓ 1 ${ell }_1$ norm-based recursive estimation for non-linear systems with non-Gaussian noises 对具有非高斯噪声的非线性系统进行基于 ℓ1${ell }_1$ 规范的递归估计
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-10 DOI: 10.1049/cth2.12700
Yuemei Qin, Jun Li, Shuying Li

This study addresses the state estimation problem of discrete-time non-linear stochastic systems with non-Gaussian noises, particularly impulsive noises. Instead of minimizing the mean square error of the state estimate, which tends to excessively focus on outliers caused by non-Gaussian noises, the 1${ell }_1$ norm-based non-linear recursive filter (L1KF) is put forward in this paper. Here, minimizing the 1${ell }_1$ norm of model errors is actually to pursue the minimum sum of absolute values of all errors, which is equitable to all model errors rather than paying much attention on outliers. To further improve estimation accuracy, a recursive nonlinear smoother (L1KS) is proposed, based on minimizing the 1${ell }_1$ norm of model errors. The proposed 1${ell }_1$ norm-based filter and smoother are implemented using unscented transformation for statistical linear regression applied to nonlinear models. Additionally, the computational complexity of the proposed method is analysed. Simulation results of tracking a radar target with impulsive noises demonstrate the effectiveness and robustness of the proposed estimator.

本研究探讨了具有非高斯噪声(尤其是脉冲噪声)的离散时间非线性随机系统的状态估计问题。本文提出了基于规范的非线性递归滤波器(L1KF),而不是最小化状态估计的均方误差,后者往往会过度关注非高斯噪声引起的异常值。在这里,最小化模型误差的准则实际上是追求所有误差绝对值之和的最小值,这对所有模型误差都是公平的,而不是过分关注异常值。为了进一步提高估计精度,本文提出了一种基于模型误差准则最小化的递归非线性平滑器(L1KS)。所提出的基于规范的滤波器和平滑器是通过对非线性模型的统计线性回归进行无特征变换来实现的。此外,还分析了所提方法的计算复杂性。跟踪具有脉冲噪声的雷达目标的仿真结果表明了所提出的估计器的有效性和鲁棒性。
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引用次数: 0
Load torque composite synchronous control of dual-driven systems 双驱动系统的负载扭矩复合同步控制
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-09 DOI: 10.1049/cth2.12699
Bin Xie, Yuan Yao, Li Lei, Zaixiang Wang, Yesong Li

For enhancing the load torque synchronization performance of dual-driven systems, the inherent coupling effect between the parallel axes is analyzed first and could be described as two distinct components of the synchronous error. Thus, the feedforward-feedback composite synchronous control scheme is proposed in this paper to eliminate these desynchronization factors. Secondly, the selection of synchronization objectives such as speeds, positions or currents of parallel axes is analyzed, which may not accurately reflect the actual load desynchronization due to mismatch dynamics. To overcome this drawback, the synchronous feedback controller is modified by incorporating a load torque observer, which can provide good adaptation to modelling errors, disturbances and eliminate the load desynchronization effectively. Simulation and experimental results demonstrate significant improvement in load torque synchronization performance achieved by the proposed control scheme.

为了提高双驱动系统的负载转矩同步性能,首先要分析平行轴之间固有的耦合效应,并将其描述为同步误差的两个不同组成部分。因此,本文提出了前馈-反馈复合同步控制方案,以消除这些不同步因素。其次,分析了并联轴的速度、位置或电流等同步目标的选择,这些目标可能无法准确反映由于动态不匹配造成的实际负载不同步。为了克服这一缺点,我们对同步反馈控制器进行了改进,加入了负载转矩观测器,它能很好地适应建模误差和干扰,并有效消除负载不同步现象。仿真和实验结果表明,拟议的控制方案显著提高了负载转矩同步性能。
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引用次数: 0
Lightweight environment sensing algorithm for intelligent driving based on improved YOLOv7 基于改进型 YOLOv7 的智能驾驶轻量级环境感知算法
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-09 DOI: 10.1049/cth2.12704
Guoyong Qian, Dongbo Xie, Dawei Bi, Qi Wang, Liqing Chen, Hai Wang

Accurately and quickly detecting obstacles ahead is a prerequisite for intelligent driving. The combined detection scheme of light detection and ranging (LiDAR) and the camera is far more capable of coping with complex road conditions than a single sensor. However, immediately afterward, ensuring the real-time performance of the sensing algorithms through a significantly increased amount of computation has become a new challenge. For this purpose, the paper introduces an improved dynamic obstacle detection algorithm based on YOLOv7 (You Only Look Once version 7) to overcome the drawbacks of slow and unstable detection of traditional methods. Concretely, Mobilenetv3 supplants the backbone network utilized in the original YOLOv7 architecture, thereby achieving a reduction in computational overhead. It integrates a specialized layer for the detection of small-scale targets and incorporates a convolutional block attention module to enhance detection efficacy for diminutive obstacles. Furthermore, the framework adopts the Efficient Intersection over Union Loss function, which is specifically designed to mitigate the issue of mutual occlusion among detected objects. On a dataset consisting of 27,362 labelled KITTI data samples, the improved YOLOv7 algorithm achieves 92.6% mean average precision and 82 frames per second, which reduces the Model_size by 85.9% and loses only 1.5% accuracy compared with the traditional YOLOv7 algorithm. In addition, this paper builds a virtual scene to test the improved algorithm and fuses LiDAR and camera data. Experimental results conducted on a test vehicle equipped with a camera and LiDAR sensor demonstrate the effectiveness and significant performance of the method. The improved obstacle detection algorithm proposed in this research can significantly reduce the computational cost of the environment perception task, meet the requirements of real-world applications, and is crucial for achieving safer and smarter driving.

准确、快速地探测前方障碍物是智能驾驶的先决条件。光探测与测距(LiDAR)和摄像头的组合探测方案远比单一传感器更能应对复杂的路况。然而,紧接着,通过大幅增加计算量来确保传感算法的实时性能就成了新的挑战。为此,本文介绍了一种基于 YOLOv7(You Only Look Once version 7)的改进型动态障碍物检测算法,以克服传统方法检测速度慢和不稳定的缺点。具体来说,Mobilenetv3 取代了原有 YOLOv7 架构中使用的主干网络,从而减少了计算开销。它集成了一个专门用于检测小型目标的层,并加入了一个卷积块注意力模块,以提高对小型障碍物的检测效率。此外,该框架还采用了 "Efficient Intersection over Union Loss "函数,该函数专门用于缓解检测对象之间的相互遮挡问题。在由 27,362 个带标签的 KITTI 数据样本组成的数据集上,改进后的 YOLOv7 算法达到了 92.6% 的平均精度和 82 帧/秒的速度,与传统的 YOLOv7 算法相比,模型大小减少了 85.9%,精度仅降低了 1.5%。此外,本文还建立了一个虚拟场景来测试改进算法,并融合了激光雷达和摄像头数据。在装有摄像头和激光雷达传感器的测试车辆上进行的实验结果证明了该方法的有效性和显著性能。本研究提出的改进型障碍物检测算法能显著降低环境感知任务的计算成本,满足实际应用的要求,对实现更安全、更智能的驾驶至关重要。
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引用次数: 0
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