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Learning passive policies with virtual energy tanks in robotics 在机器人中利用虚拟能源罐学习被动策略
IF 2.6 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-25 DOI: 10.1049/cth2.12558
Riccardo Zanella, Gianluca Palli, Stefano Stramigioli, Federico Califano

Within a robotic context, the techniques of passivity-based control and reinforcement learning are merged with the goal of eliminating some of their reciprocal weaknesses, as well as inducing novel promising features in the resulting framework. The contribution is framed in a scenario where passivity-based control is implemented by means of virtual energy tanks, a control technique developed to achieve closed-loop passivity for any arbitrary control input. Albeit the latter result is heavily used, it is discussed why its practical application at its current stage remains rather limited, which makes contact with the highly debated claim that passivity-based techniques are associated with a loss of performance. The use of reinforcement learning allows to learn a control policy that can be passivized using the energy tank architecture, combining the versatility of learning approaches and the system theoretic properties which can be inferred due to the energy tanks. Simulations show the validity of the approach, as well as novel interesting research directions in energy-aware robotics.

在机器人领域,基于被动性的控制技术和强化学习技术被融合在一起,目的是消除它们之间的一些互为因果的弱点,并在由此产生的框架中引入新的有前途的特征。这一贡献的背景是,基于被动性的控制是通过虚拟能量槽来实现的,而虚拟能量槽是为实现任意控制输入的闭环被动性而开发的一种控制技术。尽管后一种结果得到了广泛应用,但本文讨论了其在现阶段的实际应用仍然相当有限的原因,这与基于被动性的技术会导致性能损失这一备受争议的说法不谋而合。通过使用强化学习,可以学习到一种控制策略,这种控制策略可以使用能量槽结构进行钝化,将学习方法的多功能性与能量槽可以推断出的系统理论特性结合起来。模拟结果表明了该方法的有效性,以及在能量感知机器人学方面新颖有趣的研究方向。
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引用次数: 0
Adaptive multi-level differential coupling control strategy for dual-motor servo synchronous system based on global backstepping super-twisting control 基于全局反步进超扭曲控制的双电机伺服同步系统自适应多级差分耦合控制策略
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-23 DOI: 10.1049/cth2.12613
Taoyu Wang, Shiyan Sun

A new dual-motor servo steering system with improved reliability and safety is proposed. But, despite the advantages of the proposed servo system, it is strongly coupled, non-linear and multivariable, where the biggest challenge lies in its tracking and synchronization control. To improve the tracking and synchronization control performance of the proposed servo system, a tracking and synchronization control strategy based on backstepping super-twisting control and multi-level differential coupling is presented. First, a parallel model of the dual-motor is established. Then, backstepping and super-twisting control algorithms are integrated while adaptively optimizing key parameters to ensure the robustness and tracking performance of each motor. After that, an angular synchronization controller with multi-level differential coupling and backstepping super-twisting algorithm is proposed to compensate for the synchronization error of the dual-motor system caused by parameter uncertainty. Finally, the simulation is carried out using Simulink to verify the effectiveness of the proposed control strategy.

本文提出了一种新的双电机伺服转向系统,其可靠性和安全性都有所提高。但是,尽管所提出的伺服系统具有诸多优点,它仍具有强耦合、非线性和多变量的特点,其中最大的挑战在于其跟踪和同步控制。为了提高拟建伺服系统的跟踪和同步控制性能,本文提出了一种基于反步超扭曲控制和多级微分耦合的跟踪和同步控制策略。首先,建立了双电机的并行模型。然后,集成反步态和超扭曲控制算法,同时自适应优化关键参数,以确保每个电机的鲁棒性和跟踪性能。之后,提出了一种采用多级微分耦合和反步态超扭曲算法的角度同步控制器,以补偿参数不确定性引起的双电机系统同步误差。最后,使用 Simulink 进行了仿真,以验证所提控制策略的有效性。
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引用次数: 0
Smart meter privacy control strategy based on multi-agent hidden Markov energy management model under low trust communication 低信任通信下基于多代理隐马尔科夫能源管理模式的智能电表隐私控制策略
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-23 DOI: 10.1049/cth2.12623
Qingchen Wang, Qing Xu, Xiyu Lei, Dazhong Ma

With the popularity of smart meters, the frequent information exchange between smart grids and consumers leads to easy leakage of consumers' electricity consumption data. These leaked electricity consumption data are obtained by some malicious attackers and used to infer consumers' behavioural patterns by non-intrusive load monitoring (NILM), which seriously threatens consumers' privacy. Therefore, the multi-agent Hidden Markov energy management model is proposed in this paper to safeguard the privacy of consumers. First, a weighted Bayesian risk model is proposed, which combines privacy leakage risks and energy storage system (ESS) losses in a microgrid with multiple agents. Next, a three-loop model for lithium batteries is constructed to quantify the capacity degradation and cost issues of the ESS. Finally, the multi-objective optimization problem is resolved by integrating the Bayesian risk model with a hidden Markov model to simulate attackers. The proposed multi-agent Markov decision process method is validated on Electricity Consumption and Occupancy (ECO) dataset, and control strategies are evaluated based on different weights in the Bayesian risk model. The results demonstrate that by incorporating the multi-agent approach and energy storage system capacity degradation into the privacy protection strategy, the lifespan of the energy storage system can be significantly increased.

随着智能电表的普及,智能电网与消费者之间频繁的信息交换导致消费者的用电数据容易泄露。这些被泄露的用电数据会被一些恶意攻击者获取,并通过非侵入式负荷监控(NILM)来推断消费者的行为模式,严重威胁消费者的隐私。因此,本文提出了多代理隐马尔科夫能源管理模式来保护消费者的隐私。首先,提出了一个加权贝叶斯风险模型,该模型结合了多代理微电网中的隐私泄露风险和储能系统(ESS)损失。其次,构建了锂电池的三环模型,以量化储能系统的容量衰减和成本问题。最后,通过将贝叶斯风险模型与模拟攻击者的隐马尔可夫模型相结合,解决了多目标优化问题。所提出的多代理马尔可夫决策过程方法在用电量和占用率(ECO)数据集上进行了验证,并根据贝叶斯风险模型中的不同权重对控制策略进行了评估。结果表明,将多代理方法和储能系统容量衰减纳入隐私保护策略,可以显著延长储能系统的使用寿命。
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引用次数: 0
Variable step-size estimation over UDP-based wireless networks with application to a hydrogen-powered UAV 基于 UDP 的无线网络上的可变步长估计,应用于氢动力无人机
IF 2.6 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-15 DOI: 10.1049/cth2.12621
Shi Liang, Chenxiao Cai, Min Xia, Hong Lin

In this paper, the problem of state estimation for systems over wireless networks using user datagram protocol is focused on. It is known that for such a system, the probability density function of the system state follows a Gaussian mixture model (GMM), and the number of components in this model grows exponentially over time, which makes the computation of optimal estimates infeasible. To compute optimal estimates, based on Kullback-Leibler divergence, a strategy with variable step-sizes to truncate and fuse the GMM is proposed. Based on the obtained GMM, a variable step-size estimator is designed to compute optimal estimates during an estimation cycle. The advantages of the proposed estimator are twofold: (1) its estimation performance is superior to that of existing one-step fast estimators; (2) its estimation efficiency is much higher than that of the optimal estimator. Finally, trajectory tracking has been proposed for a real-world hydrogen-powered unmanned aerial vehicle to show the effectiveness of our methods.

本文主要研究使用用户数据报协议的无线网络系统的状态估计问题。众所周知,对于这种系统,系统状态的概率密度函数遵循高斯混合模型(GMM),而该模型中的分量数量随时间呈指数增长,这使得计算最优估计值变得不可行。为了计算最优估计值,我们提出了一种基于库尔贝-莱布勒发散的、步长可变的策略来截断和融合 GMM。根据得到的 GMM,设计了一个可变步长估计器,用于在估计周期内计算最优估计值。提出的估计器有两个优点:(1)其估计性能优于现有的一步快速估计器;(2)其估计效率远高于最优估计器。最后,我们还为实际世界中的氢动力无人飞行器提出了轨迹跟踪方法,以展示我们方法的有效性。
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引用次数: 0
Fault estimation for nonlinear uncertain time-delay systems based on unknown input observer 基于未知输入观测器的非线性不确定时延系统故障估计
IF 2.6 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-12 DOI: 10.1049/cth2.12620
Ataollah Azarbani, Ahmad Fakharian, Mohammad Bagher Menhaj

In this paper, a novel nonlinear unknown input observer is proposed in order to fault estimation for nonlinear uncertain systems with time delays. By the estimation of the faults, the features are detected such as shape, size occurrence time etc. The time delay is considered a constant and known parameter in the states. The disturbances are investigated in the states and outputs and also, and sensor and actuator faults are considered. The stability of the closed-loop system is guaranteed by Lyapunov–Krasovskii theory and some feasible Linear matrix inequalities (LMI). The proposed method is simulated on a continuous-stirred tank reactor (CSTR) with uncertainties and time delay. Simulation results show the appropriate efficiency of the proposed method.

本文提出了一种新型非线性未知输入观测器,用于对具有时间延迟的非线性不确定系统进行故障估计。通过对故障的估计,可以检测到故障的形状、大小、发生时间等特征。在状态中,时间延迟被认为是一个常数和已知参数。对状态和输出中的干扰进行了研究,同时还考虑了传感器和执行器故障。闭环系统的稳定性由 Lyapunov-Krasovskii 理论和一些可行的线性矩阵不等式(LMI)来保证。所提出的方法在具有不确定性和时间延迟的连续搅拌罐反应器(CSTR)上进行了仿真。仿真结果表明了所提方法的适当效率。
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引用次数: 0
A detection and rerouting mechanism for platoon control of non-linear autonomous vehicles under denial of service attacks 拒绝服务攻击下非线性自动驾驶车辆排控制的检测和重新路由机制
IF 2.6 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-09 DOI: 10.1049/cth2.12614
Xiaofei Zhang, Haiping Du, Zhijuan Jia, Yuchu He, Yanyan Yang

This paper presents a novel detection and rerouting mechanism for distributed adaptive platoon control of non-linear autonomous connected vehicles under denial of service (DoS) attacks. DoS attacks can cause delays or losses of data packets due to blocked communication channels, leading to reducing platoon performance or even collisions among vehicles. To tackle this issue, the proposed mechanism detects and reroutes communication topology depending on the real-time topology and the number of link failures. Real-time detection divides the scenario of DoS attacks into three parts. According to the different scenarios, rerouting mechanisms will be utilized. A controller adapted to real-time variable communication topology is also designed in this scheme. The adjacency matrix of the real-time communication topology generated by the rerouting mechanism is used to update the controller so that the platoon can remain in a stable state without being affected by DoS attacks. In addition, the sliding mode controller and the observer are designed by solving linear matrix inequalities, and the platoon stability and internal stability are proven. Numerical simulation studies demonstrate that the proposed mechanism and control design can reduce the vehicle state estimate error and platoon-tracking error to ideal states under DoS attacks. The proposed method solves the problem that the existing methods have not considered the number of link failures and the inability to restore communication when the communication topology is paralyzed.

本文提出了一种新颖的检测和重路由机制,用于在拒绝服务(DoS)攻击下对非线性自主互联车辆进行分布式自适应排队控制。DoS 攻击会因通信信道受阻而导致数据包延迟或丢失,从而降低车队性能,甚至导致车辆间的碰撞。为解决这一问题,所提出的机制可根据实时拓扑和链路故障数量检测并重新规划通信拓扑。实时检测将 DoS 攻击场景分为三个部分。根据不同的场景,将采用不同的重路由机制。本方案还设计了一个适应实时可变通信拓扑的控制器。利用重路由机制生成的实时通信拓扑邻接矩阵更新控制器,从而使排保持稳定状态,不受 DoS 攻击的影响。此外,还通过求解线性矩阵不等式设计了滑模控制器和观测器,并证明了排稳定性和内部稳定性。数值仿真研究表明,所提出的机制和控制设计能将 DoS 攻击下的车辆状态估计误差和排跟踪误差降低到理想状态。提出的方法解决了现有方法没有考虑链路故障次数以及通信拓扑瘫痪时无法恢复通信的问题。
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引用次数: 0
Tangent barrier Lyapunov function based adaptive event-triggered control for CPS under false data injection attacks 虚假数据注入攻击下基于切线屏障 Lyapunov 函数的 CPS 事件触发自适应控制
IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-09 DOI: 10.1049/cth2.12616
Baoling Miao, Qiang Zeng, Lei Liu

In this paper, an adaptive event-triggered control scheme is proposed for a class of continuous-time linear cyber-physical systems (CPSs) with unknown false data injection attacks (FDIA) and state constraints. First, the adaptive boundary estimation mechanism and Nussbaum-type function are introduced into the two-step backstepping control, which successfully reduces the impact of unknown attack gain. Second, considering that the Nussbaum function causes the chattering problem of the system state, the Tangent Barrier Lyapunov function (TBLF) is used to constrain the state. Then, the controller is designed in combination with the event-triggered mechanism (ETM), which saves communication resources. Based on the designed adaptive event-triggered security control method, all signals of the closed-loop system can be guaranteed to be bounded, and the state constraints are not violated. Finally, the simulation results verify the effectiveness and rationality of the proposed control strategy.

本文针对一类具有未知虚假数据注入攻击(FDIA)和状态约束的连续时间线性网络物理系统(CPS),提出了一种自适应事件触发控制方案。首先,在两步反步进控制中引入了自适应边界估计机制和 Nussbaum 型函数,成功降低了未知攻击增益的影响。其次,考虑到 Nussbaum 函数会引起系统状态的颤振问题,采用切向壁垒 Lyapunov 函数(TBLF)对状态进行约束。然后,结合事件触发机制(ETM)设计控制器,以节省通信资源。基于所设计的自适应事件触发安全控制方法,可以保证闭环系统的所有信号都是有界的,并且不会违反状态约束。最后,仿真结果验证了所提控制策略的有效性和合理性。
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引用次数: 0
On the explicit Hermitian solutions of the continuous-time algebraic Riccati matrix equation for controllable systems 论可控系统连续时间代数里卡提矩阵方程的显式赫米特解
IF 2.6 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-09 DOI: 10.1049/cth2.12618
Liangyin Zhang, Michael Z. Q. Chen, Zhiwei Gao, Lifeng Ma

This paper proposes explicit solutions for the algebraic Riccati matrix equation. For single-input systems in controllable canonical form, the explicit Hermitian solutions of the non-homogeneous Riccati equation are obtained using the entries of the system matrix, the closed-loop system matrix, and the weighting matrix. The unknown entries of the closed-loop system matrix are solved by scalar quadratic equations. For a homogeneous Riccati equation with a zero weighting matrix, the explicit solutions are proposed analytically in terms of the system eigenvalues. The advantages of the explicit solutions are threefold: first, if the system is controllable, the solution is directly given and the invariant subspaces of the Hamiltonian matrix are not required; second, if the system is near singularity, the explicit solution has higher numerical precision compared with the solution computed by numerical algorithms; third, for a real system in the controllable canonical form, the non-negativity can be analysed for the explicit almost stabilizing solution.

本文提出了代数里卡提矩阵方程的显式解。对于可控典型形式的单输入系统,利用系统矩阵、闭环系统矩阵和加权矩阵的阶数,得到非均质里卡蒂矩阵方程的显式赫米特解。闭环系统矩阵的未知项通过标量二次方程求解。对于权重矩阵为零的同质 Riccati 方程,可根据系统特征值通过分析提出显式解。显式解的优点有三:第一,如果系统是可控的,则直接给出解,不需要哈密顿矩阵的不变子空间;第二,如果系统接近奇异性,则显式解与数值算法计算的解相比,具有更高的数值精度;第三,对于可控规范形式的实系统,可以分析显式近似稳定解的非负性。
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引用次数: 0
An adaptive neural design for planar rigid formation of three coleaders in unknown flowfields 用于未知流场中三个协同领导的平面刚性形成的自适应神经设计
IF 2.6 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-08 DOI: 10.1049/cth2.12617
Weibin Chen, Peng Xu, Yang-Yang Chen

This article deals with the robust planar rigid formation control problem of three second-order coleaders with unknown flowfields acting on the velocity and acceleration respectively. To yield the uniform boundedness property of the resulting system, an adaptive projection is introduced to design the novel adaptive neural control law. To avoid the derivatives of Gaussian functions of neural networks, dynamic surface is used. Simulation results are provided to illustrate the effectiveness of the proposed control law.

本文讨论的是三个二阶共导的鲁棒平面刚性编队控制问题,其速度和加速度分别作用于未知流场。为了使所得到的系统具有均匀有界性,本文引入了自适应投影来设计新的自适应神经控制律。为了避免神经网络的高斯函数导数,使用了动态曲面。仿真结果说明了所提控制法则的有效性。
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引用次数: 0
Small-gain based stabilizing control for hybrid systems: Application to bipedal walking robot 基于小增益的混合系统稳定控制:双足行走机器人的应用
IF 2.6 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-04 DOI: 10.1049/cth2.12612
Fatemeh Khademian, Mehdi Rahmani

This study presents a systematic methodology for developing a stabilizing controller for a general hybrid systems model. The approach is based on utilizing the small-gain theorem as a means of constructing the Lyapunov function and analyzing the input–output stability of the subsystems in the feedback loop. By considering the control system in a closed-loop configuration with the hybrid system, the small-gain theorem can be applied. In this scheme, a dynamic control system is proposed that satisfies the closed-loop stability conditions. This method applies to various hybrid systems' applications due to its generality. To demonstrate the effectiveness and performance of the proposed control approach, two simulation examples, including a linear hybrid system and a bipedal walking robot, are examined.

本研究提出了一种为通用混合系统模型开发稳定控制器的系统方法。该方法利用小增益定理构建 Lyapunov 函数,并分析反馈回路中各子系统的输入输出稳定性。通过考虑控制系统与混合系统的闭环配置,可以应用小增益定理。在此方案中,提出了一种满足闭环稳定性条件的动态控制系统。由于其通用性,该方法适用于各种混合系统的应用。为了证明所提控制方法的有效性和性能,我们研究了两个仿真实例,包括线性混合系统和双足行走机器人。
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引用次数: 0
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IET Control Theory and Applications
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