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Adaptive backstepping-extended state observer control for electrohydraulic position servo systems with multiple disturbances using the compound friction compensation 利用复合摩擦补偿对具有多重干扰的电液位置伺服系统进行自适应反步进-扩展状态观测器控制
IF 1.6 4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-12-07 DOI: 10.1177/09596518231209222
Xinxing Zhang, Kaiyu Dai, Bing Zhang, Leigang Wang, Jianbing Yang
Multiple disturbances coming from friction, matched, and mismatched uncertainties make it difficult for electrohydraulic servosystems to obtain the satisfactory position-tracking performance. The existing adaptive backstepping controllers fail to effectively distinguish the difference of disturbance between the mechanical subsystem and the hydraulic subsystem, which limits the compensation effect of multiple disturbances, especially for friction nonlinearity. Therefore, the adaptive backstepping-extended state observer position-tracking controller combined with compound friction compensation is proposed to simultaneously compensate for the fast-varying friction disturbance of a mechanical subsystem and the slow-varying matched disturbance of a hydraulic subsystem. The extended state observer algorithm is integrated into the adaptive backstepping controller to suppress the null bias of the average tracking error. The compound friction compensation includes a LuGre model-based compensation and a high-order disturbance observer, which can improve the tracking performance of system and avoids the excessive gain of observer. A large number of comparative experiments are conducted to verify the effective of the proposed controller.
由于摩擦、匹配和不匹配等不确定因素的干扰,使得电液伺服系统难以获得满意的位置跟踪性能。现有的自适应反步控制器不能有效区分机械子系统和液压子系统之间的扰动差异,限制了多重扰动的补偿效果,特别是对摩擦非线性的补偿。为此,提出了结合复合摩擦补偿的自适应反步-扩展状态观测器位置跟踪控制器,以同时补偿机械子系统的快变摩擦扰动和液压子系统的慢变匹配扰动。将扩展状态观测器算法集成到自适应反步控制器中,以抑制平均跟踪误差的零偏差。复合摩擦补偿包括基于LuGre模型的补偿和高阶干扰观测器,可以提高系统的跟踪性能,避免观测器增益过大。通过大量对比实验验证了所提控制器的有效性。
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引用次数: 0
Terminal sliding mode control based on recursive stochastic configuration network for ball mill lining replacement process 基于递归随机配置网络的球磨机衬板更换过程的终端滑模控制
IF 1.6 4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-12-01 DOI: 10.1177/09596518231208629
Yunze Tang, Jinghui Qiao, Yuxi Chen
The precise control of multi-joint manipulators presents significant challenges in the context of replacing internal liners of large grinding machines. These challenges arise due to the uncertainty of system parameters and external disturbance. A terminal sliding mode control based on a recursive stochastic configuration network is proposed to ensure that the system is stable, and it reduces system oscillations in this article. In addition, a disturbance observer based on recursive stochastic configuration network is designed to estimate and compensate for the uncertainties in the system, thereby improving the robustness of the system. To enhance the realism of the simulations, the simulation modeling process incorporated uncertainty parameters and external disturbance information. The simulation results demonstrated the effectiveness of the proposed terminal sliding mode control approach in meeting the practical control requirements. This accomplishment presents a valuable new method for controlling mechanical arms. The method is applicable under conditions of system uncertainty and external disturbance.
在大型磨床内衬套更换的背景下,多关节机械手的精确控制提出了重大挑战。这些挑战是由于系统参数的不确定性和外界干扰而产生的。本文提出了一种基于递推随机组态网络的终端滑模控制,保证了系统的稳定,减少了系统的振荡。此外,设计了基于递推随机组态网络的扰动观测器来估计和补偿系统中的不确定性,从而提高了系统的鲁棒性。为了提高仿真的真实感,在仿真建模过程中加入了不确定性参数和外界干扰信息。仿真结果表明,所提出的末端滑模控制方法能够满足实际控制要求。这一成果为机械臂的控制提供了一种有价值的新方法。该方法适用于系统不确定和外界干扰的情况。
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引用次数: 0
Disturbance observer–based backstepping sliding mode cascade control of 2–degrees of freedom hydraulic tunneling robot 基于扰动观测器的 2 自由度液压隧道机器人反步进滑模级联控制
IF 1.6 4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-25 DOI: 10.1177/09596518231208650
Guotai Zhang, G. Shen, Yu Tang, Xiang Li
For the 2–degrees of freedom position tracking problem of the robotized hydraulic-driven roadheader with high nonlinearities and strong uncertainties, a practical disturbance observer–based backstepping sliding cascade control method together with an adaptive compensator is proposed and investigated. The presented methodology mainly includes a continuous nonsingular fast terminal sliding mode with the backstepping technique and the power reaching law with time-varying coefficients used to achieve satisfactory performance against the multi-source disturbances, two disturbance observers used to approximately estimate the unknown dynamics in the mechanical and hydraulic subsystem, respectively. Simultaneously, a continuous robustifying term is also utilized to compensate for the residual disturbances and enhance the robustness. The presented control method doesn’t need the precise model thanks to the auxiliary disturbance observer, and can ensure fast convergence and small tracking error thanks to the backstepping sliding cascade control and the adaptive robust compensator. Based on Lyapunov theory, stability of the overall closed-loop system is proved rigorously, and asymptotically bounded tracking performance of the robotic manipulator is guaranteed. Finally, 2–degrees of freedom trajectory tracking experiments are conducted, and comparative results effectively verify the superiorities of the proposed method.
针对具有高非线性和强不确定性的机器人液压驱动掘进机的 2 自由度位置跟踪问题,提出并研究了一种实用的基于扰动观测器的反步进滑动级联控制方法和自适应补偿器。所提出的方法主要包括:采用反步进技术的连续非奇异快速末端滑动模式和具有时变系数的功率达到定律,以获得令人满意的抗多源干扰性能;两个干扰观测器,分别用于近似估计机械和液压子系统中的未知动态。同时,还利用连续鲁棒化项来补偿残余干扰,增强鲁棒性。由于采用了辅助扰动观测器,所提出的控制方法不需要精确的模型,并且由于采用了反步进滑动级联控制和自适应鲁棒补偿器,可以确保快速收敛和较小的跟踪误差。基于 Lyapunov 理论,严格证明了整体闭环系统的稳定性,并保证了机器人机械手的渐近约束跟踪性能。最后,进行了 2 自由度轨迹跟踪实验,对比结果有效验证了所提方法的优越性。
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引用次数: 0
A data-based fault detection scheme for the stratospheric airship control system 基于数据的平流层飞艇控制系统故障检测方案
IF 1.6 4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-15 DOI: 10.1177/09596518231209542
Jichen Hu, Ming Zhu, Zeiwei Zheng, Tian Chen
This brief proposed an innovative fault detection method based on analytical data for the stratospheric airship control system. The control system considered is subject to both space disturbance and nonlinear characteristics; the faults of sensors and actuators are all taken into account. The proposed method is developed in two phases. In the first phase, the moving window kernel principal component analysis is employed to construct the fault detection model with the training data under normal operating conditions and update the fault detection model online until abnormal data are detected. Second, a fault detection model updating mechanism is designed to reduce computational complexity and cost with a clustering algorithm, which compounds the mean shift clustering with weighted Euclidean distance to reflect the data density distribution feature to make the updating to be adaptive. Finally, the proposed method is applied to detect fault for an illustrative simulation stratospheric airship control model. The fault detection results validate the effectiveness of proposed fault detection method for different sensor and actuator fault cases. Comparing to some extended moving window kernel principal component analysis method, the proposed method reduces the computational cost significantly.
本简报针对平流层飞艇控制系统提出了一种基于分析数据的创新故障检测方法。所考虑的控制系统既受到空间干扰,又具有非线性特性;传感器和执行器的故障都被考虑在内。建议的方法分两个阶段开发。第一阶段,采用移动窗核主成分分析法,利用正常运行条件下的训练数据构建故障检测模型,并在线更新故障检测模型,直至检测到异常数据。其次,设计了故障检测模型更新机制,利用聚类算法降低计算复杂度和成本,该算法将均值移动聚类与加权欧氏距离复合,以反映数据密度分布特征,从而使更新具有自适应能力。最后,提出的方法被应用于一个示例性模拟平流层飞艇控制模型的故障检测。故障检测结果验证了所提出的故障检测方法在不同传感器和执行器故障情况下的有效性。与一些扩展移动窗核主成分分析方法相比,所提出的方法大大降低了计算成本。
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引用次数: 0
Asynchronous resilient H control for switched systems via multiple non-monotonic Lyapunov functions 基于多个非单调Lyapunov函数的切换系统异步弹性H∞控制
4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-10 DOI: 10.1177/09596518231202945
Sicheng Shan, Yanhui Tong, Xiaohang Li, Yuyuan Li
Considering that the perturbation of controller parameters may cause severe performance deterioration in practice, this work is focused on asynchronous resilient H ∞ control for discrete-time switched systems under average dwell time switching. The multiple non-monotonic Lyapunov function approach is employed to analyze the stability and H ∞ performance to reduce the conservation level. First, an H ∞ stability criterion is derived for general switched nonlinear systems, based on which a sufficient condition is further obtained for the resultant closed-loop system under asynchronous average dwell time switching. Then, a synthesis condition for a resilient output-feedback H ∞ controller is developed using Fensler’s lemma. Finally, the effectiveness and advantages of the proposed controller design method are demonstrated by two simulated examples.
考虑到控制器参数的扰动在实际应用中可能会导致系统性能的严重下降,本文研究了平均停留时间切换下离散时间切换系统的异步弹性H∞控制问题。采用多重非单调Lyapunov函数方法分析系统的稳定性和H∞性能,降低系统的守恒水平。首先,导出了一般切换非线性系统的H∞稳定性判据,在此基础上进一步得到了异步平均停留时间切换下闭环系统的一个充分条件。然后,利用Fensler引理给出了弹性输出反馈H∞控制器的综合条件。最后,通过两个仿真实例验证了所提控制器设计方法的有效性和优越性。
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引用次数: 0
Remaining useful life prediction for motor systems by iteratively updated wiener process based on closed-loop performance degradation monitoring 基于闭环性能退化监测的迭代更新维纳过程电机系统剩余使用寿命预测
4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-08 DOI: 10.1177/09596518231199770
Xia Wu, Xu Yang, Jian Huang, Kaixiang Peng
Driven by the need for remaining useful life prediction of degraded motor systems with feedback controllers, a real-time updated Wiener stochastic process is adopted to model the performance degradation of motor systems. First, a closed-loop performance index of the motor system is derived incorporating the multiple slow time-varying characteristic of motor parameters. On this basis, the drift coefficient and diffusion coefficient of the Wiener degradation model are updated to obtain the prior maximum likelihood function with available historical data. It is followed by the iterative optimization of nonlinear feature parameter in the Wiener degradation model with taking the prior maximum likelihood function as the cost equation. The effectiveness of proposed remaining useful life prediction architecture for closed-loop motor systems is demonstrated by motor systems.
基于反馈控制器对退化电机系统剩余使用寿命预测的需求,采用实时更新的Wiener随机过程对电机系统性能退化进行建模。首先,结合电机参数的多个慢时变特性,推导了电机系统的闭环性能指标。在此基础上,更新Wiener退化模型的漂移系数和扩散系数,得到具有历史数据的先验最大似然函数。然后以先验极大似然函数为代价方程,对维纳退化模型中的非线性特征参数进行迭代优化。电机系统验证了所提出的闭环电机剩余使用寿命预测体系的有效性。
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引用次数: 0
Angle demand control of steer-by-wire system by disturbance estimation–based generalized predictive control approach 基于扰动估计的线控系统角度需求控制广义预测控制方法
4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-08 DOI: 10.1177/09596518231208466
Ziang Xu, Qin Shi, Yujiang Wei, Xinxin Zheng, Chunrong Huang, Lin He
In this article, a disturbance estimation–based robust generalized predictive control approach is proposed for angle demand control of a steer-by-wire system. It consists of a generalized predictive controller and a nonlinear disturbance observer. First, the nonlinear disturbance observer is used to estimate the effects of the lumped disturbances, including model uncertainties, unmodeled dynamics, and external disturbances. Second, the estimate of the nonlinear disturbance observer is integrated into the generalized predictive controller design for front-wheel angle output prediction. Then, an explicit analytical form of the disturbance estimation–based robust generalized predictive controller is derived. In addition, rigorous stability analysis proves that the closed-loop system under the proposed control is stable. Finally, the developed control approach has been downloaded into a steering control unit and tested in real-world conditions using a vehicle test bench to fully realize steering by wire in engineering practice. Extensive simulations and experiments have been performed, and results show that the proposed control approach outperforms the comparative controllers regarding disturbance rejection, robust tracking performance under model uncertainties, and disturbances.
针对线控转向系统的角度需求控制问题,提出了一种基于扰动估计的鲁棒广义预测控制方法。它由一个广义预测控制器和一个非线性扰动观测器组成。首先,利用非线性扰动观测器估计集总扰动的影响,包括模型不确定性、未建模动力学和外部扰动。其次,将非线性干扰观测器的估计集成到前轮转角输出预测的广义预测控制器设计中。然后,导出了基于扰动估计的鲁棒广义预测控制器的显式解析形式。此外,通过严格的稳定性分析,证明了所提控制下的闭环系统是稳定的。最后,将所开发的控制方法下载到转向控制单元中,并在实际条件下使用车辆试验台进行了测试,从而在工程实践中完全实现了线控转向。大量的仿真和实验结果表明,所提出的控制方法在抗干扰性、模型不确定性和干扰下的鲁棒跟踪性能方面优于比较控制器。
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引用次数: 0
Fault detection and identification for rolling mill main drive system based on integrated observer under iterative learning strategy 基于集成观测器迭代学习策略的轧机主传动系统故障检测与识别
4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-08 DOI: 10.1177/09596518231203110
Ruicheng Zhang, Zhiwen Li, Weizheng Liang
In this article, the problem of multiple fault detection, isolation and reconfiguration of the rolling mill main drive system containing external disturbances is investigated. Considering the nonlinear frictional damping between the rolls and the rolled parts, a nonlinear mathematical model of the main drive system of the mill is established. A comprehensive fault diagnosis scheme based on observer is addressed for this system subjected to unknown external interference. The proposed scheme is divided into two parts. In the first stage, a set of sliding mode observers is designed for system fault detection, and a fault isolation criterion is proposed based on observer redundancy and generalised residual set theory to reveal the fault source. In the second stage, combined with the iterative learning algorithm, an iterative learning-unknown input observer is constructed to realise the accurate estimation of the fault signal. Unlike the existing fault estimation methods, the iterative learning-unknown input observer designed in this article uses the state estimation error of the previous iteration to estimate the fault signal in the current iteration period. Using [Formula: see text] synthesis to design observers for the system will guarantee fault diagnosis robustness. The Lyapunov theory and linear matrix inequality are introduced to prove the convergence of the proposed observer. The simulation study of a 1780-mm hot strip mill evaluates the proposed scheme. Simulation results demonstrate that the sliding mode observer approach can detect faults in the main drive system and isolate faults accurately. In contrast, the iterative learning-unknown input observer method has the lowest fault reconfiguration error (99.87% smaller than the extended state observer, 99.77% smaller than the unknown input observer) and achieves accurate fault signal tracking.
本文研究了含外部扰动的轧机主传动系统的多故障检测、隔离和重构问题。考虑轧辊与被轧件之间的非线性摩擦阻尼,建立了轧机主传动系统的非线性数学模型。针对该系统存在未知外部干扰的情况,提出了一种基于观测器的综合故障诊断方案。提出的方案分为两部分。首先设计了一组滑模观测器用于系统故障检测,并基于观测器冗余和广义残差集理论提出了故障隔离准则来揭示故障源;第二阶段,结合迭代学习算法,构造迭代学习未知输入观测器,实现故障信号的准确估计。与现有的故障估计方法不同,本文设计的迭代学习未知输入观测器利用前一次迭代的状态估计误差来估计当前迭代周期内的故障信号。采用[公式:见文]综合设计系统观测器,保证了故障诊断的鲁棒性。利用李亚普诺夫理论和线性矩阵不等式证明了所提观测器的收敛性。通过对1780mm热连轧机的仿真研究,对所提出的方案进行了验证。仿真结果表明,滑模观测器方法能准确地检测到主传动系统的故障,并能准确地隔离故障。迭代学习-未知输入观测器方法的故障重构误差最小(比扩展状态观测器小99.87%,比未知输入观测器小99.77%),实现了准确的故障信号跟踪。
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引用次数: 0
Design and control of active lower limb prosthesis with sensorial frame 带传感框架的主动下肢假体的设计与控制
4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-07 DOI: 10.1177/09596518231204054
Ivan Hernandez, Wen Yu
In this article, we have designed an active prosthesis for the lower limb of a human. The unique design incorporates an exoskeletal extension that serves as a low-cost sensory framework, providing feedback on residual signals, namely the states of the hip and thigh. The controller takes advantage of system modeling and employs a simple proportional–derivative control. A stability analysis has been conducted. We have also provided simulations and analysis of the active prosthesis to evaluate the effectiveness of the design and control.
在这篇文章中,我们设计了一个主动假肢的人的下肢。独特的设计结合了一个外骨骼扩展,作为一个低成本的感官框架,提供对残余信号的反馈,即臀部和大腿的状态。该控制器利用系统建模的优势,采用简单的比例导数控制。进行了稳定性分析。我们还提供了主动假体的仿真和分析,以评估设计和控制的有效性。
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引用次数: 0
Adaptive nonsingular fast terminal sliding mode control for the tracking control of underactuated autonomous underwater vehicles 欠驱动自主水下航行器跟踪控制的自适应非奇异快速终端滑模控制
4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-07 DOI: 10.1177/09596518231204799
Rahul Ranjan Bharti, Santosha K Dwivedy
This article proposes an adaptive nonsingular fast terminal sliding mode control scheme with piecewise fast multi-power reaching law for tracking control of underactuated autonomous underwater vehicles under model uncertainties, ocean disturbances, and measurement noise. This control approach enhances the robustness and guarantees faster convergence of state error to zero in finite time while reducing the chattering effect. Utilizing the benefit of adaption law prevents overestimating control parameters, and it eliminates the need for the upper bound value of disturbances. The overall stability of the system is analyzed using the Lyapunov criterion. The results of the proposed approach are compared with adaptive nonsingular terminal sliding mode control and adaptive sliding mode control. The performance of the proposed control approach is evaluated by using the performance indices root mean square error and chattering indicator. The simulation results confirm the efficiency of the proposed approach.
针对欠驱动自主水下航行器在模型不确定性、海洋扰动和测量噪声条件下的跟踪控制问题,提出了一种分段快速多功率逼近律的自适应非奇异快速终端滑模控制方案。该控制方法增强了系统的鲁棒性,保证了系统的状态误差在有限时间内快速收敛到零,同时减小了系统的抖振效应。利用自适应律的优点,避免了对控制参数的过高估计,消除了对扰动上界值的要求。利用李雅普诺夫准则分析了系统的整体稳定性。将该方法与自适应非奇异终端滑模控制和自适应滑模控制进行了比较。采用性能指标均方根误差和抖振指标对所提控制方法的性能进行了评价。仿真结果验证了该方法的有效性。
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引用次数: 0
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Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering
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