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Finite-time resilient sliding mode control of UMV systems with stochastic actuator failures and DoS attacks 具有随机执行器故障和 DoS 攻击的 UMV 系统的有限时间弹性滑动模式控制
IF 1.8 4区 计算机科学 Q2 Physics and Astronomy Pub Date : 2024-04-20 DOI: 10.1177/01423312241242840
Jiacheng Huang, Zehua Ye, Hongjie Ni, Dan Zhang, Mohammed Abdulaal
This paper is concerned with resilient sliding mode control (SMC) of an unmanned marine vehicle (UMV) system in a finite-time stability (FTS) framework, where the networks designed for communication between an UMV and a land-based control station are subject to denial-of-service (DoS) attacks and the actuators are affected by stochastic failures. First, a Takagi–Sugeno (T-S) fuzzy approach is proposed to model a nonlinear UMV, and the stochastic actuator failure phenomenon is modeled as a continuous Markov process. Then, a new resilient SMC method is proposed to ensure the FTS of the UMV system subject to DoS attacks of different intensities. In addition, a partitioning strategy is introduced to ensure that the reaching motion and sliding mode motion satisfy the conditions of FTS. Theoretical analysis shows that the obtained closed-loop system can achieve FTS performance. Finally, the devised control strategy is confirmed by a simulated UMV system.
本文关注的是在有限时间稳定性(FTS)框架下的海上无人驾驶飞行器(UMV)系统的弹性滑模控制(SMC),其中设计用于 UMV 与陆基控制站之间通信的网络会受到拒绝服务(DoS)攻击,并且执行器会受到随机故障的影响。首先,提出了一种高木-菅野(Takagi-Sugeno,T-S)模糊方法来模拟非线性 UMV,并将随机执行器故障现象模拟为连续马尔可夫过程。然后,提出了一种新的弹性 SMC 方法,以确保受到不同强度 DoS 攻击的 UMV 系统的 FTS。此外,还引入了一种分区策略,以确保到达运动和滑模运动满足 FTS 条件。理论分析表明,所获得的闭环系统可以实现 FTS 性能。最后,通过模拟 UMV 系统证实了所设计的控制策略。
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引用次数: 0
The adaptive impedance control with desired force fuzzy adjustment for underwater manipulator-compliant operation 用于水下机械手顺应性操作的带有期望力模糊调整的自适应阻抗控制
IF 1.8 4区 计算机科学 Q2 Physics and Astronomy Pub Date : 2024-04-19 DOI: 10.1177/01423312241241835
Jianjun Zhang, Pengyang Han, Qunpo Liu, Jinxian Yang, Shasha Li
To achieve versatile target grasping, ensure successful holding, and minimize potential damage to the target, we propose an adaptive impedance control method for underwater manipulators. This method entails establishing a force-tracking control system based on the position impedance model and identifying target impedance parameters using the recursive least squares method. By adjusting the grasping force’s desired value according to impedance parameters and manipulator characteristics, adaptive proportional–integral–derivative (PID) control is realized for the desired position. This adjustment process considers the error between the desired force and the environmental force, allowing the system to track different desired force signals while ensuring accurate position tracking. To validate the effectiveness of the proposed method, we conducted simulation with the MATLAB platform and experiment verification. The results demonstrate the adaptive impedance control method’s excellent position-tracking performance in both free and constrained spaces. The real-time adjustments of the desired force effectively accommodate various grasping targets, while the adaptive adjustment of the desired position enables precise tracking of the desired force value, eliminating static errors. Overall, the entire control system exhibits flexibility and robustness.
为了实现多功能目标抓取,确保成功固定目标,并最大限度地减少对目标的潜在损害,我们提出了一种用于水下机械手的自适应阻抗控制方法。该方法基于位置阻抗模型建立力跟踪控制系统,并使用递归最小二乘法确定目标阻抗参数。通过根据阻抗参数和机械手特性调整抓取力的期望值,实现期望位置的自适应比例积分派生(PID)控制。这一调整过程考虑了期望力与环境力之间的误差,使系统能够跟踪不同的期望力信号,同时确保精确的位置跟踪。为了验证所提方法的有效性,我们利用 MATLAB 平台进行了仿真和实验验证。结果表明,自适应阻抗控制方法在自由空间和约束空间都具有出色的位置跟踪性能。对所需力的实时调整可有效适应各种抓取目标,而对所需位置的自适应调整则可实现对所需力值的精确跟踪,消除静态误差。总体而言,整个控制系统具有灵活性和鲁棒性。
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引用次数: 0
Event-triggered-based finite-time pinning synchronization control for multi-layer complex networks 基于事件触发的多层复杂网络有限时间插针同步控制
IF 1.8 4区 计算机科学 Q2 Physics and Astronomy Pub Date : 2024-04-19 DOI: 10.1177/01423312241244554
Shixiang Sun, Xinjiang Wei, Huifeng Zhang, Xin Hu
In this paper, the issue of event-triggered finite-time pinning synchronization control for multi-layer networks is discussed. To reduce control costs and ensure that the networks under consideration synchronize to the intended trajectory in a finite amount of time, the finite-time pinning controller is first created for nodes of various sorts. The controller based on the event-triggered scheme is then suggested to lessen the pressure on the networks’ channels. We determine the prerequisite for the multi-layer network’s ability to accomplish finite temporal synchronization through the stability analysis of the Lyapunov function. Finally, a numerical analysis is used to confirm the validity of the suggested strategy.
本文讨论了多层网络的事件触发有限时间引脚同步控制问题。为了降低控制成本,确保所考虑的网络在有限的时间内同步到预定轨迹,首先为各种节点创建了有限时间引脚控制器。然后提出基于事件触发方案的控制器,以减轻网络通道的压力。通过对 Lyapunov 函数的稳定性分析,我们确定了多层网络实现有限时间同步的前提条件。最后,我们通过数值分析证实了建议策略的有效性。
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引用次数: 0
Adaptive collision detection algorithm design for six-axis industrial manipulator with accurate payload estimation 精确估算有效载荷的六轴工业机械手自适应碰撞检测算法设计
IF 1.8 4区 计算机科学 Q2 Physics and Astronomy Pub Date : 2024-04-17 DOI: 10.1177/01423312241239375
Shan Chen, Xinfu Zhang, Heng Zhang, Haijun Liu, Fangfang Dong, Jiang Han
Collision detection capabilities of industrial manipulator is essential for ensuring the human safety during human machine collaboration. The payload variations will significantly decrease the detection accuracy and sensitivity. However, difficulty in parameter tuning of time-variant threshold and time-consuming training procedure make existed collision detection methods not easily generalized to industrial manipulator systems with payload variation. This paper presents an adaptive collision detection algorithm for six-axis industrial manipulator with accurate payload estimation. Specifically, the unknown payload is estimated online through a generalized momentum-based indirect adaptation law. Compared to existed adaptive collision detection algorithms, the joint acceleration is not needed in the adaptation law, which makes the algorithm easy to be applied to industrial manipulator systems. Based on the estimated payload, a generalized momentum external force observer is developed to estimate the external collision force. Finally, the collision detection can be realized by comparing the estimated collision force with constant threshold values. Comparative simulations and experiments indicate that the proposed adaptive collision detection method can achieve accurate and robust detection under different loads.
工业机械手的碰撞检测能力对于确保人机协作过程中的人身安全至关重要。有效载荷的变化会大大降低检测精度和灵敏度。然而,时变阈值的参数调整困难和耗时的训练过程使得现有的碰撞检测方法难以推广到具有有效载荷变化的工业机械手系统中。本文提出了一种自适应碰撞检测算法,适用于具有精确有效载荷估计的六轴工业机械手。具体来说,未知有效载荷通过基于动量的广义间接适应法则进行在线估计。与现有的自适应碰撞检测算法相比,自适应法则中不需要关节加速度,这使得该算法易于应用于工业机械手系统。在估计有效载荷的基础上,开发了广义动量外力观测器来估计外部碰撞力。最后,通过比较估计碰撞力和恒定阈值,可以实现碰撞检测。对比模拟和实验表明,所提出的自适应碰撞检测方法可以在不同负载下实现精确而稳健的检测。
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引用次数: 0
ALTASN: A few-shot learning fault diagnosis method for rotating machinery of unmanned surface vehicles based on attention mechanism ALTASN:基于注意力机制的无人水面飞行器旋转机械的少量学习故障诊断方法
IF 1.8 4区 计算机科学 Q2 Physics and Astronomy Pub Date : 2024-04-15 DOI: 10.1177/01423312241239380
Yu Cao, Yongyi Chen, Dan Zhang, Mohammed Abdulaal
Rotating machinery is one of the principal power equipment of unmanned surface vehicles (UVs). Considering the complex and harsh offshore working conditions of UVs, the health status of rotating machinery is highly to be affected, but it is often difficult to obtain enough fault samples. Accordingly, limited data fault diagnosis of rotating machinery holds great practical significance to increase the resilience and security of UVs. For limited data fault diagnosis, a novel few-shot learning model based on attention mechanism called adaptive long-term attention siamese network (ALTASN) is proposed. First, an efficient channel attention mechanism is combined with adaptive convolutional kernels to improve the spatial feature extraction capabilities of the convolutional neural network (CNN). To capture and assign higher weights to important long-term dependent information, long-term attention is introduced to improve the ability of long short-term memory networks (LSTM) temporal feature extraction. Finally, the siamese network is introduced to compare the features of different sample pairs to obtain the final fault type. In the case of limited data, the fault diagnosis performance and generalization ability of the proposed ALTASN are better compared with existing results. Experiments are carried out on the actual three-phase asynchronous motor experiment platform at the Zhejiang University of Technology to verify the effectiveness and generalization of the proposed method.
旋转机械是无人水面飞行器(UVs)的主要动力设备之一。考虑到无人水面飞行器复杂恶劣的海上工作环境,旋转机械的健康状况极易受到影响,但往往难以获得足够的故障样本。因此,旋转机械的有限数据故障诊断对提高 UV 的抗灾能力和安全性具有重要的现实意义。针对有限数据故障诊断,我们提出了一种基于注意力机制的新颖的少量学习模型,称为自适应长期注意力连体网络(ALTASN)。首先,高效的通道注意机制与自适应卷积核相结合,提高了卷积神经网络(CNN)的空间特征提取能力。为了捕捉重要的长期依赖信息并为其分配更高的权重,引入了长期注意力,以提高长短期记忆网络(LSTM)的时间特征提取能力。最后,引入连体网络来比较不同样本对的特征,以获得最终的故障类型。在数据有限的情况下,与现有结果相比,所提出的 ALTASN 的故障诊断性能和泛化能力更好。在浙江工业大学的实际三相异步电动机实验平台上进行了实验,验证了所提方法的有效性和普适性。
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引用次数: 0
Research on adaptive coupling trajectory tracking anti-swing control strategy for three-dimensional double-pendulum overhead crane 三维双摆桥式起重机自适应耦合轨迹跟踪防摆动控制策略研究
IF 1.8 4区 计算机科学 Q2 Physics and Astronomy Pub Date : 2024-04-15 DOI: 10.1177/01423312241239367
Dong Li, Tianhu Xie, Guowe Li, Songming Hu, Jingfeng Yao
In the transportation process of a three-dimensional double-pendulum overhead crane, the system is significantly influenced by the pronounced coupling introduced by the double-pendulum effect, posing a considerable challenge for the development of effective anti-swing control strategies. Moreover, uncertainties in certain system parameters and errors in trolley positioning contribute to the complexity of anti-swing control strategy design. To address these practical issues, a control strategy is proposed: First, an S-shaped transport trajectory with minimal positioning error is introduced, incorporating more system parameters into the coupling signal design to enhance system coupling. Based on this, an error-coupled trajectory signal is introduced. Second, the error-coupled trajectory signal is integrated into the energy function, and leveraging adaptive principles, an adaptive coupled trajectory tracking anti-swing control strategy is proposed to estimate uncertain system parameters online. Subsequently, the asymptotic stability of the equilibrium point of the closed-loop system is verified using the Lyapunov techniques and the Barbalat lemma. Finally, through simulations and experiments, it is demonstrated that the proposed control strategy not only ensures precise positioning of the trolley and bridge but also effectively suppresses oscillations of the hook and load, exhibiting excellent control performance. Even in scenarios where system parameters undergo changes or external disturbances are introduced, the proposed control strategy exhibits strong robustness and holds significant practical potential.
在三维双摆桥式起重机的运输过程中,系统受到双摆效应带来的明显耦合的显著影响,这对开发有效的防摆动控制策略提出了相当大的挑战。此外,某些系统参数的不确定性和小车定位的误差也增加了防摆动控制策略设计的复杂性。针对这些实际问题,我们提出了一种控制策略:首先,引入定位误差最小的 S 型运输轨迹,在耦合信号设计中加入更多系统参数,以增强系统耦合。在此基础上,引入误差耦合轨迹信号。其次,将误差耦合轨迹信号集成到能量函数中,并利用自适应原理,提出了一种自适应耦合轨迹跟踪防摆动控制策略,以在线估计不确定的系统参数。随后,利用 Lyapunov 技术和 Barbalat Lemma 验证了闭环系统平衡点的渐进稳定性。最后,通过模拟和实验证明,所提出的控制策略不仅能确保小车和桥梁的精确定位,还能有效抑制吊钩和负载的振荡,表现出卓越的控制性能。即使在系统参数发生变化或引入外部干扰的情况下,所提出的控制策略也能表现出很强的鲁棒性,具有很大的实用潜力。
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引用次数: 0
Remaining useful life prediction of rolling bearings based on performance evaluation and multifractional generalized Cauchy model with adaptive drift 基于性能评估和带有自适应漂移的多分数广义考奇模型的滚动轴承剩余使用寿命预测
IF 1.8 4区 计算机科学 Q2 Physics and Astronomy Pub Date : 2024-04-15 DOI: 10.1177/01423312241239165
Zhen Wang, Yan Gao, Wanqing Song, Hamid Reza Karimi, Deyu Qi, Ming Li
The proposed Remaining Useful Life (RUL) prediction framework utilizes several advanced techniques to accurately estimate the remaining service life of rolling bearings. The framework includes early failure assessment, adaptive failure threshold (FT) determination, and a multifractional generalized Cauchy model (MfGC). The early failure assessment is enabled by establishing early FTs and health indicator (HI) curves generated by the Mahalanobis distance cumulative sum (MD-CUSUM) technique. The proposed dynamic fault threshold update method uses the BOX-COX transformation and Chebyshev inequality to determine confidence intervals for evaluating the fault threshold time. The multifractional nature of the MfGC process is characterized by independent, time-varying Hurst indices and fractional dimensions, and the long-range dependence (LRD) characteristics and stochasticity of the process are explained by the diffusion terms generated from the MfGC differential time series. The MfGC model with adaptive drift is constructed for various degenerate trajectories, and a method for estimating the model’s parameters is proposed. The effectiveness of the proposed RUL prediction method is demonstrated using the XJTU-SY bearing dataset.
所提出的剩余使用寿命(RUL)预测框架利用几种先进技术来准确估算滚动轴承的剩余使用寿命。该框架包括早期失效评估、自适应失效阈值(FT)确定和多分数广义考奇模型(MfGC)。早期故障评估是通过建立早期故障阈值和由马哈拉诺比距离累积和(MD-CUSUM)技术生成的健康指标(HI)曲线来实现的。所提出的动态故障阈值更新方法使用 BOX-COX 变换和切比雪夫不等式来确定置信区间,以评估故障阈值时间。MfGC 过程的多分数性质由独立、时变的 Hurst 指数和分数维度来表征,过程的长程依赖性(LRD)特征和随机性由 MfGC 差分时间序列产生的扩散项来解释。针对各种退化轨迹构建了具有自适应漂移的 MfGC 模型,并提出了一种估计模型参数的方法。利用 XJTU-SY 轴承数据集证明了所提出的 RUL 预测方法的有效性。
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引用次数: 0
Distributed interval estimation for sensor networks with energy-limited attacks and stochastic communication protocols 具有能量限制攻击和随机通信协议的传感器网络的分布式区间估计
IF 1.8 4区 计算机科学 Q2 Physics and Astronomy Pub Date : 2024-04-14 DOI: 10.1177/01423312241239029
Xin Li, Ruiqi Gong, Liangkuan Zhu
In this paper, the problem of the distributed interval estimation is investigated for wireless sensor networks under the energy-limited attack and the stochastic communication protocol (SCP). A model with randomness and restrictions is constructed to describe the energy-limited attack, which is considered to occur in two positions, one is the transmission process of sensors and local estimators (LEs), and another is the transmission process of LEs and their neighbor nodes. Furthermore, to mitigate the communication burden, the SCP is adopted to distribute network access rights to sensor nodes. All in all, the objective of this paper is to develop a distributed interval estimator (DIE) which can use local and neighbor information to generate an interval that covers all potential estimation states when SCP, bounded noises, and energy-limited attacks are all present at the same time. To achieve this, the positive system theory and the stability analysis theory are used to obtain some sufficient conditions for the error dynamic system to be positive system and stable, and the needed DIE gains are achieved by solving the linear matrix inequality. Finally, an example is presented to demonstrate the effectiveness and superiority of the offered method.
本文研究了无线传感器网络在能量限制攻击和随机通信协议(SCP)下的分布式区间估计问题。本文构建了一个具有随机性和限制性的模型来描述能量限制攻击,认为攻击发生在两个位置,一个是传感器和本地估计器(LE)的传输过程,另一个是本地估计器和其邻居节点的传输过程。此外,为了减轻通信负担,还采用了 SCP 来向传感器节点分配网络访问权。总之,本文的目的是开发一种分布式区间估计器(DIE),当 SCP、有界噪声和能量受限攻击同时存在时,该估计器可利用本地和邻居信息生成一个覆盖所有潜在估计状态的区间。为此,利用正系统理论和稳定性分析理论获得了误差动态系统为正系统且稳定的一些充分条件,并通过求解线性矩阵不等式获得了所需的 DIE 增益。最后,通过一个实例证明了所提供方法的有效性和优越性。
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引用次数: 0
Multi-group formation tracking fault-tolerant control for matched nonlinear multi-agent systems with switching topologies and unknown control inputs 具有开关拓扑和未知控制输入的匹配非线性多代理系统的多组编队跟踪容错控制
IF 1.8 4区 计算机科学 Q2 Physics and Astronomy Pub Date : 2024-04-14 DOI: 10.1177/01423312241235470
Xiaojing Wu, Zhenan Guo, Ran Zhen, Xiaoyuan Luo
The multi-group formation fault-tolerant control problem for high-order nonlinear multi-agent systems with parameter uncertainties, unknown external disturbances, switching topologies, and non-cooperative targets are investigated in this paper. A fully distributed formation tracking control protocol is proposed based on the total interaction information between subgroups being zero and the neighboring relative information of multi-agent in the subgroups. In addition, an algorithm is proposed to design the parameters of time-varying formation tracking control protocol. At the same time, it does not require knowing the bounds of actuator faults, parameter uncertainties, control inputs of the leaders, and unknown disturbances. Then, it is proved that the designed control protocols can make the high-order nonlinear multi-agent systems accomplish the desired time-varying multi-group formation, and the errors are uniformly asymptotically bounded stable. Finally, the effectiveness of the designed control protocol is demonstrated by simulation examples of three subgroups.
本文研究了具有参数不确定性、未知外部干扰、开关拓扑和非合作目标的高阶非线性多代理系统的多组编队容错控制问题。基于子群间的总交互信息为零以及子群中多机器人的相邻相对信息,提出了一种全分布式编队跟踪控制协议。此外,还提出了一种设计时变编队跟踪控制协议参数的算法。同时,该算法无需知道执行器故障、参数不确定性、领导者控制输入和未知干扰的边界。然后,证明了所设计的控制协议能使高阶非线性多代理系统完成所需的时变多组编队,并且误差是均匀渐近有界稳定的。最后,通过三个子群的仿真实例证明了所设计控制协议的有效性。
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引用次数: 0
Event-triggered sliding mode control for singular discrete-time fuzzy Markov jump networked systems 奇异离散时模糊马尔可夫跃迁网络系统的事件触发滑模控制
IF 1.8 4区 计算机科学 Q2 Physics and Astronomy Pub Date : 2024-04-13 DOI: 10.1177/01423312241232377
Xinru Gao, Yueqiao Han
In this present paper, the event-triggered sliding mode control (SMC) issue for a type of singular networked Markov jump systems with partly unknown transition probabilities (TPs) is mainly investigated, and it is modeled by discrete-time Takagi–Sugeno fuzzy systems. To save network resources, a mode-dependent event-triggered scheme (ETS) is applied to improve transmission efficiency. Subsequently, a common sliding surface is designed, which can effectively reduce the impact of the jumping process. Therein, the stochastic admissibility criterion for the system with [Formula: see text] performance [Formula: see text] is derived in the sense of partly unknown TPs. Moreover, a novel SMC law that guarantees the reachability of the quasi-sliding mode is given in view of the reaching condition. Finally, the validity of the presented theorems is demonstrated by a numerical example.
本文主要研究了一种具有部分未知转换概率(TPs)的奇异网络马尔可夫跃迁系统的事件触发滑模控制(SMC)问题,并以离散时间高木-菅野模糊系统为模型。为了节省网络资源,采用了与模式相关的事件触发方案(ETS)来提高传输效率。随后,设计了一个公共滑动面,可有效减少跳跃过程的影响。由此,在部分未知 TPs 的意义上,推导出了具有[公式:见正文]性能[公式:见正文]的系统的随机可接受性准则。此外,还给出了保证准滑动模式可达到性的新型 SMC 法则。最后,通过一个数值示例证明了所提出定理的有效性。
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引用次数: 0
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Transactions of the Institute of Measurement and Control
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