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Observer-based finite-time time-varying elliptical formation control of a group mobile mecanum-wheeled omnidirectional vehicles for collaborative wildfire monitoring 基于观测器的有限时时变椭圆编队控制,用于协同野火监测的移动式机械轮全向车辆群
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-07-08 DOI: 10.1049/cth2.12713
Joewell Mawanza

This article addresses the issue of collaborative wildfire monitoring using a group mobile mecanum-wheeled omnidirectional vehicles (MWOVs) affected by nonlinear uncertainties and external disturbances. By integrating finite-time extended state observers (FTESO) and backstepping nonsingular fast terminal sliding mode (BNFTSM) control method, an observer-based finite-time time-varying elliptical formation control scheme is proposed for a group of MWOVs tasked with monitoring the propagation of wildfires in an elliptical pattern. First, the FTESO is employed to estimate the unavailable velocity system states and the lumped disturbances. Then, a novel nonsingular fast terminal sliding surface, enhanced with an exponential term, is introduced to improve the convergence rate. Through the Lyapunov theorem, the convergence of position and velocity cooperative tracking errors to zero in fast finite-time is demonstrated. To showcase the effectiveness of the proposed control scheme, comparative simulation results are presented.

本文探讨了使用受非线性不确定性和外部干扰影响的移动式机械轮式全向车辆(MWOVs)进行野火协同监测的问题。通过集成有限时间扩展状态观测器(FTESO)和反步非奇异快速终端滑动模态(BNFTSM)控制方法,提出了一种基于观测器的有限时间时变椭圆编队控制方案,用于监测野火以椭圆模式传播的一组 MWOV。首先,采用 FTESO 估算不可用的速度系统状态和叠加干扰。然后,引入一个新颖的非奇异快速终端滑动面,并用指数项进行增强,以提高收敛速度。通过 Lyapunov 定理,证明了位置和速度协同跟踪误差在快速有限时间内收敛为零。为了展示所提控制方案的有效性,还给出了比较仿真结果。
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引用次数: 0
Closed-loop stability analysis of deep reinforcement learning controlled systems with experimental validation 深度强化学习控制系统的闭环稳定性分析与实验验证
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-27 DOI: 10.1049/cth2.12712
Mohammed Basheer Mohiuddin, Igor Boiko, Rana Azzam, Yahya Zweiri

Trained deep reinforcement learning (DRL) based controllers can effectively control dynamic systems where classical controllers can be ineffective and difficult to tune. However, the lack of closed-loop stability guarantees of systems controlled by trained DRL agents hinders their adoption in practical applications. This research study investigates the closed-loop stability of dynamic systems controlled by trained DRL agents using Lyapunov analysis based on a linear-quadratic polynomial approximation of the trained agent. In addition, this work develops an understanding of the system's stability margin to determine operational boundaries and critical thresholds of the system's physical parameters for effective operation. The proposed analysis is verified on a DRL-controlled system for several simulated and experimental scenarios. The DRL agent is trained using a detailed dynamic model of a non-linear system and then tested on the corresponding real-world hardware platform without any fine-tuning. Experiments are conducted on a wide range of system states and physical parameters and the results have confirmed the validity of the proposed stability analysis (https://youtu.be/QlpeD5sTlPU).

基于训练有素的深度强化学习(DRL)控制器可以有效地控制动态系统,而传统的控制器可能效果不佳且难以调整。然而,由训练有素的 DRL 代理控制的系统缺乏闭环稳定性保证,这阻碍了它们在实际应用中的采用。本研究基于训练有素的 DRL 代理的线性-二次多项式近似值,利用 Lyapunov 分析法研究了由训练有素的 DRL 代理控制的动态系统的闭环稳定性。此外,这项工作还有助于理解系统的稳定裕度,从而确定有效运行的操作边界和系统物理参数的临界阈值。所提出的分析方法在 DRL 控制系统上进行了多次模拟和实验验证。DRL 代理使用非线性系统的详细动态模型进行训练,然后在相应的真实世界硬件平台上进行测试,无需任何微调。实验在多种系统状态和物理参数下进行,结果证实了所建议的稳定性分析 (https://youtu.be/QlpeD5sTlPU) 的有效性。
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引用次数: 0
Finite-time control of DC–AC boost converter: The limit cycle approach 直流-交流升压转换器的有限时间控制:极限循环方法
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-24 DOI: 10.1049/cth2.12705
Meysam Azhdari, Tahereh Binazadeh

This paper proposes a novel finite-time limit cycle controller for DC to AC conversion in power boost converters. The stable limit cycle is categorized as a positive limit set. Achieving the control law, based on the concepts of set stability and finite-time stability, is a challenging problem. To fulfill the control objective, a novel sliding manifold is suggested concerning the structure of the wanted limit cycle which facilitates conditions for the development of finite-time stability for the limit cycle. By utilizing the sliding mode control method, a control strategy is proposed that guarantees the desired stable limit cycle is created in the phase plane of the closed-loop system and the phase trajectories reach it in a finite time and remain on it for all future times. This ensures the finite-time generation of the biased sinusoidal oscillations in the output of the power boost converter from a DC input source. The simulation results of a practical boost converter have validated the effectiveness and feasibility of the presented algorithm.

本文针对升压转换器中的直流到交流转换,提出了一种新型有限时间极限周期控制器。稳定的极限循环被归类为正极限集。根据集合稳定性和有限时间稳定性的概念来实现控制法则是一个具有挑战性的问题。为了实现控制目标,就所需极限循环的结构提出了一种新的滑动流形,它为极限循环有限时间稳定性的发展提供了便利条件。通过利用滑模控制方法,提出了一种控制策略,确保在闭环系统的相位平面上创建所需的稳定极限周期,相位轨迹在有限时间内到达极限周期,并在未来所有时间内保持在极限周期上。这样就能确保在直流输入源的升压转换器输出端有限时间内产生偏置正弦振荡。实际升压转换器的仿真结果验证了所介绍算法的有效性和可行性。
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引用次数: 0
Optimising the tumour elimination payoff in cancer therapy 优化癌症治疗中的肿瘤消除回报
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-23 DOI: 10.1049/cth2.12701
Nigel J. Burroughs, Mathilde L. C. Leuridan

A new payoff function is proposed for cancer treatment optimisation, the tumour elimination payoff (TEP), that incorporates the increase in lifespan if tumour elimination is achieved. The TEP is discounted by drug toxicity and by potential risks, such as metastasis and mutation. An approximation is used for the probability of tumour elimination, eαN(T)$e^{-alpha N(T)}$, giving a terminal payoff with an exponential dependence on the final tumour size N(T)$N(T)$. The optimal solutions for this payoff for simple tumour growth models, (logistic and Gompertz growth), are determined. Using Pontryagin's maximum principle it is proved that bang–bang optimal solutions exist with a single switch; specifically delayed treatment and treat-and-stop solutions at maximum tolerated dose (MTD) exist. There is also a singular arc with constant tumour size. Solutions either have a high probability, respectively, low probability of tumour elimination; these correspond to a post-treatment high probability of cure, and a high probability of relapse, respectively. Optimising over the time horizon T$T$ results in solutions that are either MTD throughout or no treatment, that is, treatment is either beneficial or detrimental. For the logistic growth model, the treatment benefit phase diagram is derived with respect to the patient's expected increase in lifespan and tumour size.

针对癌症治疗优化提出了一种新的回报函数--肿瘤消除回报(TEP),它包含了实现肿瘤消除后寿命的延长。TEP 会因药物毒性以及转移和突变等潜在风险而打折扣。肿瘤消除概率采用近似值 e - α N ( T ) $e^{-αN(T)}$,得出的最终报酬与最终肿瘤大小 N ( T ) $N(T)$呈指数关系。针对简单的肿瘤生长模型(逻辑生长和贡培兹生长),确定了这种报酬的最优解。利用庞特里亚金的最大值原理,证明了 "砰砰 "最优解存在于单一开关中;特别是存在最大耐受剂量(MTD)下的延迟治疗和治疗-停止解。此外,还存在肿瘤大小不变的奇异弧。这些方案分别对应于治疗后治愈的高概率和复发的高概率。在时间跨度 T $T$ 上进行优化的结果是,解决方案要么是全程 MTD,要么是不治疗,也就是说,治疗要么是有益的,要么是有害的。对于逻辑增长模型,可以根据患者预期寿命的延长和肿瘤的大小推导出治疗获益阶段图。
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引用次数: 0
Enhanced precision in robot arm positioning: A nonlinear damping approach for flexible joint manipulators 提高机械臂定位精度:柔性关节机械手的非线性阻尼方法
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-22 DOI: 10.1049/cth2.12707
Amir Hossein Jafari, Rached Dhaouadi, Reza Jafari

This article introduces an advanced nonlinear controller designed for optimizing the performance of a single-link robot arm featuring a flexible joint. The proposed nonlinear control strategy incorporates a Proportional-Integral (PI) controller in conjunction with a nonlinear velocity feedback component, aimed at providing effective nonlinear damping and suppressing vibrations. To validate the controller's performance, extensive simulations are conducted utilizing machine learning techniques within the Python environment. The performance of the proposed nonlinear damping controller is benchmarked against a conventional linear cascaded P-PI control structure, with both controllers fine-tuned using the Nelder-Mead algorithm. Simulation results demonstrate that the nonlinear damping controller yields substantial improvements in the dynamic behavior of the robot axis arm, showcasing superior step and sinusoidal position tracking performance, along with active vibration damping capabilities. This research contributes valuable insights into the enhanced nonlinear control strategies for flexible-joint robot arms, offering promising advancements in their overall dynamic performance.

本文介绍了一种先进的非线性控制器,旨在优化具有柔性关节的单链机械臂的性能。所提出的非线性控制策略结合了比例-积分(PI)控制器和非线性速度反馈组件,旨在提供有效的非线性阻尼和抑制振动。为了验证控制器的性能,我们在 Python 环境中利用机器学习技术进行了大量仿真。提出的非线性阻尼控制器的性能以传统的线性级联 P-PI 控制结构为基准,两个控制器均使用 Nelder-Mead 算法进行微调。仿真结果表明,非线性阻尼控制器大大改善了机器人轴臂的动态性能,展示了卓越的阶跃和正弦位置跟踪性能,以及主动减振能力。这项研究为柔性关节机械臂的增强型非线性控制策略提供了宝贵的见解,有望提高机械臂的整体动态性能。
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引用次数: 0
Coordinated finite-time control of multiple motors with saturation constraints 带饱和约束的多电机有限时间协调控制
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-20 DOI: 10.1049/cth2.12684
Changfan Zhang, Junming Zhang, Jing He, Lin Jia, Yang Zhou

A multi-motor coordinated tracking control strategy based on a disturbance sliding-mode observer and an anti-saturation non-singular fast-terminal sliding mode is proposed to address the issues of slow convergence and controller output saturation in multi-motor coordinated control systems. Firstly, a mathematical model of a multi-motor traction system considering uncertain parameter perturbations, external disturbances, and dead zones was established. Secondly, a disturbance sliding-mode observer was designed based on the mathematical model to eliminate motor disturbances and estimate the torque. The observer's forward compensation was added to design a total-consensus-based fast non-singular terminal sliding-mode controller. Then, a fast anti-saturation auxiliary system with fast finite-time convergence was constructed. Finally, a comparative experiment was conducted with traditional anti-saturation sliding-mode control to demonstrate that the proposed method had faster convergence, stronger disturbance rejection, and better tracking performance in the presence of multi-motor parameter perturbations, unknown disturbances, and input saturation.

针对多电机协调控制系统中收敛速度慢和控制器输出饱和的问题,提出了一种基于扰动滑模观测器和抗饱和非鞘翅式快速终端滑模的多电机协调跟踪控制策略。首先,建立了考虑不确定参数扰动、外部干扰和死区的多电机牵引系统数学模型。其次,根据数学模型设计了扰动滑模观测器,以消除电机扰动并估计转矩。观测器的正向补偿被添加到设计基于总共识的快速非矢量终端滑模控制器中。然后,构建了具有快速有限时间收敛性的快速抗饱和辅助系统。最后,与传统的抗饱和滑模控制进行了对比实验,证明在多电机参数扰动、未知干扰和输入饱和的情况下,所提出的方法具有更快的收敛速度、更强的干扰抑制能力和更好的跟踪性能。
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引用次数: 0
Reinforcement learning-based finite-time cross-media tracking control for a cross-media vehicle under unknown dynamics and disturbances 未知动态和干扰条件下基于强化学习的跨媒体车辆有限时间跨媒体跟踪控制
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-18 DOI: 10.1049/cth2.12693
Shichong Wu, Lingli Xie, Jun Xian, Fei Liao, Wenhua Wu, Mingqing Lu, Xian Yi

This study proposes a reinforcement learning-based finite-time cross-media tracking control approach for a slender body cross-media vehicle encountering unknown hydrodynamics, wind, and wave disturbances. Initially, a reinforcement learning framework consisting of the actor neural network and critic neural network is constructed. The critic neural network monitors the actions of the actor neural network and approximates the cost function, while the actor neural network estimates the unknown hydrodynamics and disturbances, minimising the cost function to optimise performance. Subsequently, the command filter featuring finite-time convergence is formulated, effectively managing the corresponding filter error through a proposed error compensating signal. By integrating these techniques, a reinforcement learning-based finite-time control strategy is developed, circumventing the singularity issue inherent in traditional finite-time backstepping strategies. Comparative analysis with existing methods demonstrates the strong robustness of the proposed scheme against unknown hydrodynamics and disturbances, ensuring finite-time convergence of the system's states and optimising controller performance. Finally, simulations confirm the effectiveness and superiority of the presented approach.

本研究提出了一种基于强化学习的有限时间跨媒体跟踪控制方法,适用于遇到未知流体力学、风和波浪干扰的细长体跨媒体飞行器。首先,构建了一个由行动者神经网络和批评者神经网络组成的强化学习框架。批判者神经网络监控行动者神经网络的行动并逼近成本函数,而行动者神经网络则估计未知的流体力学和干扰,最小化成本函数以优化性能。随后,制定了以有限时间收敛为特征的指令滤波器,通过建议的误差补偿信号有效管理相应的滤波器误差。通过整合这些技术,开发出了基于强化学习的有限时间控制策略,规避了传统有限时间反步进策略固有的奇异性问题。与现有方法的对比分析表明,所提出的方案对未知流体力学和干扰具有很强的鲁棒性,可确保系统状态的有限时间收敛并优化控制器性能。最后,模拟证实了所提出方法的有效性和优越性。
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引用次数: 0
Finite-time control for a quadcopter UAV in the application of wildfire monitoring 四旋翼无人飞行器的有限时间控制在野火监测中的应用
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-17 DOI: 10.1049/cth2.12696
Joewell Mawanza, John Agee, Ernest Bhero

This article investigates the problem of monitoring wildfires using a quadcopter uncrewed aerial vehicle (UAV) subject to external perturbations and nonlinear uncertainties. A finite-time control scheme is designed for the quadcopter UAV to monitor the elliptical propagation of a wildfire. The control scheme is composed of an improved nonsingular fast terminal sliding mode control (NFTSMC) and a higher order sliding mode observer (HOSMO). The HOSMO is constructed first to estimate external perturbations, nonlinear uncertainties, and incomplete system states resulting from the system's uncertainties. Then, a novel NFTSMC is developed that utilizes the estimated system states. The Lyapunov theorem is used to demonstrate that the quadcopter UAV can elliptically monitor a wildfire, and the tracking error can rapidly converge to zero within a finite time. Comparative simulation results are presented to illustrate the effectiveness of the proposed control scheme.

本文研究了使用四旋翼无人飞行器(UAV)监测野火的问题,该飞行器受到外部扰动和非线性不确定性的影响。本文为四旋翼无人飞行器设计了一种有限时间控制方案,用于监测野火的椭圆形传播。该控制方案由改进的非奇异快速终端滑模控制(NFTSMC)和高阶滑模观测器(HOSMO)组成。HOSMO 首先用于估计外部扰动、非线性不确定性以及系统不确定性导致的不完整系统状态。然后,利用估计的系统状态开发出一种新型 NFTSMC。利用 Lyapunov 定理证明了四旋翼无人机可以椭圆监测野火,并且跟踪误差可以在有限的时间内迅速收敛为零。仿真结果对比说明了所提控制方案的有效性。
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引用次数: 0
Attack detection method for encrypted wave-variable-based bilateral control systems 基于加密波变量的双边控制系统的攻击检测方法
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-17 DOI: 10.1049/cth2.12697
Tetsuro Miyazaki, Naoto Shono, Kaoru Teranishi, Takahiro Kanno, Toshihiro Kawase, Kiminao Kogiso, Kenji Kawashima

This study presents an energy-based attack detection method involving an encrypted bilateral control system using wave variables. In the considered bilateral control system, the leader and follower receive the follower's force information and the leader's velocity information, respectively, through the wave variables. The considered attack model multiplies the wave variables by an attack parameter, which is possible due to the malleability of the encryption scheme. The bilateral control system will be destabilized if the attacker chooses a relatively large parameter value. This motivates in developing a passivity observer for each leader and follower side to compute the total energy and constructing an energy-based detection method that can be incorporated into the encrypted bilateral control system and is summarized in the presented theorem. Furthermore, this study provides a specific design for reasonable threshold parameters concerning the control system energy. The theorem and the experimental validation confirm that the developed encrypted wave-variable-based bilateral control system with the proposed attack detector is secure and effective as a countermeasure against malleability-based attacks.

本研究提出了一种基于能量的攻击检测方法,涉及使用波变量的加密双边控制系统。在所考虑的双边控制系统中,领导者和跟随者分别通过波形变量接收跟随者的力信息和领导者的速度信息。所考虑的攻击模型将波形变量乘以一个攻击参数,由于加密方案的延展性,这种攻击是可能的。如果攻击者选择一个相对较大的参数值,双边控制系统就会失稳。这就促使我们为每个领导方和跟随方开发一个被动性观测器来计算总能量,并构建一种基于能量的检测方法,该方法可纳入加密的双边控制系统,并在所提出的定理中进行了总结。此外,本研究还提供了有关控制系统能量的合理阈值参数的具体设计。该定理和实验验证证实,所开发的基于波变量的加密双边控制系统与所提出的攻击检测器相结合,可安全有效地抵御基于可篡改性的攻击。
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引用次数: 0
A mismatched composite disturbance observer-based adaptive tracking controller for robotic manipulators 基于错配复合干扰观测器的机器人操纵器自适应跟踪控制器
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-14 DOI: 10.1049/cth2.12690
Zhongtao Liu, Weikai He, Xiangbao Li, Cungen Liu, Huaizhi Shao, Peng Fu

The paper is devoted to the adaptive tracking control based on the mismatched disturbance observer for motor-driven robotic manipulators. A novel mismatched disturbance observer is introduced, which does not make bounded derivative assumptions on mismatched disturbances in the robotic manipulator system. Additionally, a new adaptive tracking controller for a motor-driven robotic manipulator based on the mismatched disturbance observer is designed, which guarantees that all closed-loop signals are globally uniformly bounded and the tracking error is asymptotic stable. Finally, the simulation comparisons are carried out between the proposed and existing control strategies to demonstrate the superiority of the developed controller.

本文致力于基于电机驱动机器人机械手的失配扰动观测器的自适应跟踪控制。本文介绍了一种新型的错配扰动观测器,它不对机器人操纵器系统中的错配扰动做有界导数假设。此外,基于失配扰动观测器为电机驱动机器人机械手设计了一种新的自适应跟踪控制器,它能保证所有闭环信号都是全局均匀有界的,并且跟踪误差是渐近稳定的。最后,对所提出的控制策略和现有控制策略进行了仿真比较,以证明所开发控制器的优越性。
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引用次数: 0
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IET Control Theory and Applications
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