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An ADP-based robust control scheme for nonaffine nonlinear systems with uncertainties and input constraints
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作者 Shijie Luo Kun Zhang Wenchao Xue 《Chinese Physics B》 2025年第6期251-260,共10页
The paper develops a robust control approach for nonaffine nonlinear continuous systems with input constraints and unknown uncertainties. Firstly, this paper constructs an affine augmented system(AAS) within a pre-com... The paper develops a robust control approach for nonaffine nonlinear continuous systems with input constraints and unknown uncertainties. Firstly, this paper constructs an affine augmented system(AAS) within a pre-compensation technique for converting the original nonaffine dynamics into affine dynamics. Secondly, the paper derives a stability criterion linking the original nonaffine system and the auxiliary system, demonstrating that the obtained optimal policies from the auxiliary system can achieve the robust controller of the nonaffine system. Thirdly, an online adaptive dynamic programming(ADP) algorithm is designed for approximating the optimal solution of the Hamilton–Jacobi–Bellman(HJB) equation.Moreover, the gradient descent approach and projection approach are employed for updating the actor-critic neural network(NN) weights, with the algorithm's convergence being proven. Then, the uniformly ultimately bounded stability of state is guaranteed. Finally, in simulation, some examples are offered for validating the effectiveness of this presented approach. 展开更多
关键词 adaptive dynamic programming robust control nonaffine nonlinear system neural network
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Adaptive Robust Control for A Class of Nonlinear Systems with Unknown Uncertainties 被引量:1
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作者 Li, L. Yang, G. Zhao, C. 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2001年第3期51-56,共6页
The problem of robust stabilization for nonlinear systems with partially known uncertainties is considered in this paper. The required information about uncertainties in the system is merely that the uncertainties are... The problem of robust stabilization for nonlinear systems with partially known uncertainties is considered in this paper. The required information about uncertainties in the system is merely that the uncertainties are bounded, but the upper bounds are incompletely known. This paper can be viewed as an extension of the work in reference [1]. To compensate the uncertainties, an adaptive robust controller based on Lyapunov method is proposed and the design algorithm is also suggested. Compared with some previous controllers which can only ensure ultimate uniform boundedness of the systems, the controller given in the paper can make sure that the obtained closed-loop system is asymptotically stable in the large. Simulations show that the method presented is available and effective. 展开更多
关键词 Adaptive algorithms Adaptive control systems Asymptotic stability Closed loop control systems Computer simulation Interfaces (computer) Lyapunov methods robustness (control systems) uncertain systems
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Adaptive Robust Control for a Class of Uncertain MIMO Non-affine Nonlinear Systems 被引量:9
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作者 Longsheng Chen Qi Wang 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI 2016年第1期105-112,共8页
In this paper, the adaptive robust tracking control scheme is proposed for a class of multi-input and multi-output (MIMO) non-affine systems with uncertain structure and parameters, unknown control direction and unkno... In this paper, the adaptive robust tracking control scheme is proposed for a class of multi-input and multi-output (MIMO) non-affine systems with uncertain structure and parameters, unknown control direction and unknown external disturbance based on backstepping technique. The MIMO non-affine system is first transformed into a time-varying system with strict feedback structure using the mean value theorem, and then the bounded time-varying parameters are estimated by adaptive algorithms with projection. To handle the possible 'controller singularity' problem caused by unknown control direction, a Nussbaum function is employed, and the dynamic surface control (DSC) method is applied to solve the problem of 'explosion of complexity' in backstepping control. It is proved that the proposed control scheme can guarantee that all signals of the closed-loop system are bounded through Lyapunov stability theorem and decoupled backstepping method. Simulation results are presented to illustrate the effectiveness of the proposed control scheme. © 2014 Chinese Association of Automation. 展开更多
关键词 Adaptive algorithms BACKSTEPPING Closed loop control systems Closed loop systems FUNCTIONS nonlinear systems robust control Time varying systems uncertainty analysis
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Robust control of a class of non-affine nonlinear systems by state and output feedback 被引量:1
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作者 陈贞丰 章云 《Journal of Central South University》 SCIE EI CAS 2014年第4期1322-1328,共7页
Robust control design is presented for a general class of uncertain non-affine nonlinear systems. The design employs feedback linearization, coupled with two high-gain observers: the first to estimate the feedback lin... Robust control design is presented for a general class of uncertain non-affine nonlinear systems. The design employs feedback linearization, coupled with two high-gain observers: the first to estimate the feedback linearization error based on the full state information and the second to estimate the unmeasured states of the system when only the system output is available for feedback. All the signals in the closed loop are guaranteed to be uniformly ultimately bounded(UUB) and the output of the system is proven to converge to a small neighborhood of the origin. The proposed approach not only handles the difficulty in controlling non-affine nonlinear systems but also simplifies the stability analysis of the closed loop due to its linear control structure. Simulation results show the effectiveness of the approach. 展开更多
关键词 robust control non-affine nonlinear system uncertainty stability
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Stabilization of nonlinear systems based on robust control Lyapunov function
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作者 蔡秀珊 韩正之 吕干云 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2007年第1期130-133,共4页
This paper deals with the robust stabilization problem for a class of nonlinear systems with structural uncertainty. Based on robust control Lyapunov function, a sufficient and necessary condition for a function to be... This paper deals with the robust stabilization problem for a class of nonlinear systems with structural uncertainty. Based on robust control Lyapunov function, a sufficient and necessary condition for a function to be a robust control Lyapunov function is given. From this condition, simply sufficient condition for the robust stabilization (robust practical stabilization) is deduced. Moreover, if the equilibrium of the closed-loop system is unique, the existence of such a robust control Lyapunnv function will also imply robustly globally asymptotical stabilization. Then a continuous state feedback law can be constructed explicitly. The simulation shows the effectiveness of the method. 展开更多
关键词 structural uncertainty nonlinear systems robust control Lyapunov function robustly asymptotical stabilizatio
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Switching Logic-based Adaptive Robust Control of Nonlinearly Parameterized Uncertain Systems 被引量:1
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作者 MA Bo-Jun FANG Yong-Chun XIAO Xiao 《自动化学报》 EI CSCD 北大核心 2007年第6期668-672,共5页
在这份报纸,切换基于逻辑的适应柔韧的控制为一个类被建议非线性地parameterized系统(NFS)。明确地,控制器主要由一项柔韧的类型条款组成探讨系统无常,和切换逻辑调节机制更新深奥控制获得。构造控制器完成全球一致地最终的固定(GUUB)... 在这份报纸,切换基于逻辑的适应柔韧的控制为一个类被建议非线性地parameterized系统(NFS)。明确地,控制器主要由一项柔韧的类型条款组成探讨系统无常,和切换逻辑调节机制更新深奥控制获得。构造控制器完成全球一致地最终的固定(GUUB)系统错误的结果,和模拟结果被包括表明控制法律的有效性。 展开更多
关键词 非线性系统 自适应控制 转换逻辑 非确定性系统 自动控制
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Robust adaptive dynamic surface control for nonlinear uncertain systems 被引量:5
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作者 朱永红 姜长生 费树岷 《Journal of Southeast University(English Edition)》 EI CAS 2003年第2期126-131,共6页
We propose a new method for robust adaptive backstepping control of nonlinear systems with parametric uncertainties and disturbances in the strict feedback form. The method is called dynamic surface control. Traditio... We propose a new method for robust adaptive backstepping control of nonlinear systems with parametric uncertainties and disturbances in the strict feedback form. The method is called dynamic surface control. Traditional backstepping algorithms require repeated differentiations of the modelled nonlinearities. The addition of n first order low pass filters allows the algorithm to be implemented without differentiating any model nonlinearities, thus ending the complexity arising due to the 'explosion of terms' that makes other methods difficult to implement in practice. The combined robust adaptive backstepping/first order filter system is proved to be semiglobally asymptotically stable for sufficiently fast filters by a singular perturbation approach. The simulation results demonstrate the feasibility and effectiveness of the controller designed by the method. 展开更多
关键词 nonlinear systems robust control adaptive control dynamic surface control uncertainTIES
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Robust Control Synthesis of Polynomial Nonlinear Systems Using Sum of Squares Technique 被引量:3
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作者 HUANG Wen-Chao SUN Hong-Fei ZENG Jian-Ping 《自动化学报》 EI CSCD 北大核心 2013年第6期799-805,共7页
在这篇论文,广场(求救)加技术被用来与多项式向量领域为不明确的仿射的非线性的系统的一个类分析柔韧的州的反馈合成问题。没有或与保证费用或Hperformance目的,足够的条件被给获得答案到上述控制问题。而且,如此的可解决的条件能以能被... 在这篇论文,广场(求救)加技术被用来与多项式向量领域为不明确的仿射的非线性的系统的一个类分析柔韧的州的反馈合成问题。没有或与保证费用或Hperformance目的,足够的条件被给获得答案到上述控制问题。而且,如此的可解决的条件能以能被SOS技术直接处理的州的依赖线性矩阵不平等(LMI)作为求救编程问题被提出。而且,一个想法被提供由介绍一些额外的多项式描述多项式或甚至合理的矩阵的逆。一个数字例子被举说明途径的有效性。 展开更多
关键词 多项式向量场 仿射非线性系统 合成技术 鲁棒控制 平方和 线性矩阵不等式 状态反馈 SOS
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Global robust optimal sliding mode control for uncertain affine nonlinear systems 被引量:5
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作者 Pang Haiping Chen Xia 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第4期838-843,共6页
The problem of robustifying linear quadratic regulators (LQRs) for a class of uncertain affine nonlinear systems is considered. First, the exact linearization technique is used to transform an uncertain nonlinear sy... The problem of robustifying linear quadratic regulators (LQRs) for a class of uncertain affine nonlinear systems is considered. First, the exact linearization technique is used to transform an uncertain nonlinear system into a linear one and an optimal LQR is designed for the corresponding nominal system. Then, based on the integral sliding mode, a design approach to robustifying the optimal regulator is studied. As a result, the system exhibits global robustness to uncertainties and the ideal sliding mode dynamics is the same as that of the optimal LQR for the nominal system. A global robust optimal sliding mode control (GROSMC) is realized. Finally, a numerical simulation is demonstrated to show the effectiveness and superiority of the proposed algorithm compared with the conventional optimal LQR. 展开更多
关键词 robust control optimal control sliding mode control nonlinear systems uncertain systems exact linearization.
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Robust Tracking Control of Uncertain MIMO Nonlinear Systems with Application to UAVs 被引量:5
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作者 Yanlong Zhou Mou Chen Changsheng Jiang 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI 2015年第1期25-32,共8页
In this paper, we consider the robust adaptive tracking control of uncertain multi-input and multi-output (MIMO) nonlinear systems with input saturation and unknown external disturbance. The nonlinear disturbance obse... In this paper, we consider the robust adaptive tracking control of uncertain multi-input and multi-output (MIMO) nonlinear systems with input saturation and unknown external disturbance. The nonlinear disturbance observer (NDO) is employed to tackle the system uncertainty as well as the external disturbance. To handle the input saturation, an auxiliary system is constructed as a saturation compensator. By using the backstepping technique and the dynamic surface method, a robust adaptive tracking control scheme is developed. The closed-loop system is proved to be uniformly ultimately bounded thorough Lyapunov stability analysis. Simulation results with application to an unmanned aerial vehicle (UAV) demonstrate the effectiveness of the proposed robust control scheme. © 2014 Chinese Association of Automation. 展开更多
关键词 Aircraft control AIRSHIPS BACKSTEPPING Closed loop control systems Closed loop systems nonlinear systems robust control Unmanned aerial vehicles (UAV) Unmanned vehicles
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Robust Controller Design for Satellite Attitude Tracking System 被引量:6
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作者 李琳琳 杨国军 赵长安 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2001年第2期94-99,共7页
The attitude tracking control problem for a satellite with parameter uncertainties and external disturbances is considered in this paper. For this class of multi-input multi-output uncertain nonlinear systems, a desig... The attitude tracking control problem for a satellite with parameter uncertainties and external disturbances is considered in this paper. For this class of multi-input multi-output uncertain nonlinear systems, a design method of robust output tracking controllers is proposed based on the upper-bounds of the uncertainties. Using the input/output feedback linearization approach and Lyapunov method, a control law is designed, which guarantees that the system output exponentially tracks the given desired output. The proposed controller is easy to compute and complement. Simulation results show that, in the closed-loop system, precise attitude control is accomplished in spite of the uncertainties in the system. 展开更多
关键词 Closed loop control systems Computer simulation LINEARIZATION Lyapunov methods nonlinear control systems robustness (control systems) Tracking (position) uncertain systems
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Robust Control for Uncertain Nonlinear Feedback Systems Using Operator-based Right Coprime Factorization 被引量:3
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作者 Ni Bu Wei Chen +1 位作者 Longguo Jin Yandong Zhao 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2019年第3期824-829,共6页
The robust control issue for uncertain nonlinear system is discussed by using the method of right coprime factorization.As it is difficult to obtain the inverse of the right factor due to the high nonlinearity,the pro... The robust control issue for uncertain nonlinear system is discussed by using the method of right coprime factorization.As it is difficult to obtain the inverse of the right factor due to the high nonlinearity,the proving of the Bezout identity becomes troublesome.Therefore,two sufficient conditions are derived to manage this problem with the nonlinear feedback system as well as that with the uncertain nonlinear feedback system under the definition of Lipschitz norm.A simulation of temperature control is given to demonstrate the validity of the proposed method. 展开更多
关键词 Bezout identity nonlinearITY right coprime factorization(RCF) robust control
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Robust H-infinity integral sliding mode control for a class of uncertain switched nonlinear systems 被引量:1
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作者 Jie LIAN Jun ZHAO 《控制理论与应用(英文版)》 EI 2010年第4期521-526,共6页
This paper develops a new method to deal with the robust H-infinity control problem for a class of uncertain switched nonlinear systems by using integral sliding mode control.A robust H-infinity integral sliding surfa... This paper develops a new method to deal with the robust H-infinity control problem for a class of uncertain switched nonlinear systems by using integral sliding mode control.A robust H-infinity integral sliding surface is constructed such that the sliding mode is robust stable with a prescribed disturbance attenuation level γ for a class of switching signals with average dwell time.Furthermore,variable structure controllers are designed to maintain the state of switched system on the sliding surface from the initial time.A numerical example is given to illustrate the effectiveness of the proposed method. 展开更多
关键词 uncertain switched nonlinear systems Integral siding mode control Average dwell time
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Fuzzy robust sliding mode control of a class of uncertain systems 被引量:7
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作者 REN Li-tong 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第9期2296-2304,共9页
Aiming at a class of systems under parameter perturbations and unknown external disturbances, a method of fuzzy robust sliding mode control was proposed. Firstly, an integral sliding mode surface containing state feed... Aiming at a class of systems under parameter perturbations and unknown external disturbances, a method of fuzzy robust sliding mode control was proposed. Firstly, an integral sliding mode surface containing state feedback item was designed based on robust H∞ control theory. The robust state feedback control was utilized to substitute for the equivalent control of the traditional sliding mode control. Thus the robustness of systems sliding mode motion was improved even the initial states were unknown. Furthermore, when the upper bound of disturbance was unknown, the switching control logic was difficult to design, and the drawbacks of chattering in sliding mode control should also be considered simultaneously. To solve the above-mentioned problems, the fuzzy nonlinear method was applied to approximate the switching control term. Based on the Lyapunov stability theory, the parameter adaptive law which could guarantee the system stability was devised. The proposed control strategy could reduce the system chattering effectively. And the control input would not switch sharply, which improved the practicality of the sliding mode controller. Finally, simulation was conducted on system with parameter perturbations and unknown external disturbances. The result shows that the proposed method could enhance the approaching motion performance effectively. The chattering phenomenon is weakened, and the system possesses stronger robustness against parameter perturbations and external disturbances. 展开更多
关键词 uncertain systems robust control fuzzy sliding mode control CHATTERING
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Robust Output Feedback Control for Fractional Order Nonlinear Systems with Time-varying Delays 被引量:2
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作者 Changchun Hua Tong Zhang +1 位作者 Yafeng Li Xinping Guan 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI 2016年第4期477-482,共6页
Robust controller design problem is investigated for a class of fractional order nonlinear systems with time varying delays. Firstly, a reduced-order observer is designed. Then, an output feedback controller is design... Robust controller design problem is investigated for a class of fractional order nonlinear systems with time varying delays. Firstly, a reduced-order observer is designed. Then, an output feedback controller is designed. Both the designed observer and controller are independent of time delays. By choosing appropriate Lyapunov functions, we prove the designed controller can render the fractional order system asymptotically stable. A simulation example is given to verify the effectiveness of the proposed approach. © 2014 Chinese Association of Automation. 展开更多
关键词 ALGEBRA BACKSTEPPING controllers Feedback Feedback control Lyapunov functions nonlinear systems robust control Time delay
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A Self-Healing Predictive Control Method for Discrete-Time Nonlinear Systems
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作者 Shulei Zhang Runda Jia 《IEEE/CAA Journal of Automatica Sinica》 2025年第4期668-682,共15页
In this work,a self-healing predictive control method for discrete-time nonlinear systems is presented to ensure the system can be safely operated under abnormal states.First,a robust MPC controller for the normal cas... In this work,a self-healing predictive control method for discrete-time nonlinear systems is presented to ensure the system can be safely operated under abnormal states.First,a robust MPC controller for the normal case is constructed,which can drive the system to the equilibrium point when the closed-loop states are in the predetermined safe set.In this controller,the tubes are built based on the incremental Lyapunov function to tighten nominal constraints.To deal with the infeasible controller when abnormal states occur,a self-healing predictive control method is further proposed to realize self-healing by driving the system towards the safe set.This is achieved by an auxiliary softconstrained recovery mechanism that can solve the constraint violation caused by the abnormal states.By extending the discrete-time robust control barrier function theory,it is proven that the auxiliary problem provides a predictive control barrier bounded function to make the system asymptotically stable towards the safe set.The theoretical properties of robust recursive feasibility and bounded stability are further analyzed.The efficiency of the proposed controller is verified by a numerical simulation of a continuous stirred-tank reactor process. 展开更多
关键词 control barrier function nonlinear system process safety robust model predictive control self-healing control
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Robust stabilization for a class of nonlinear networked control systems 被引量:1
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作者 Jinfeng GAO Hongye SU +1 位作者 Xiaofu JI Jian CHU 《控制理论与应用(英文版)》 EI 2008年第3期300-304,共5页
The problem of robust stabilization for a class of uncertain networked control systems (NCSs) with nonlinearities satisfying a given sector condition is investigated in this paper. By introducing a new model of NCSs... The problem of robust stabilization for a class of uncertain networked control systems (NCSs) with nonlinearities satisfying a given sector condition is investigated in this paper. By introducing a new model of NCSs with parameter uncertainty, network-induced delay, nonlinearity and data packet dropout in the transmission, a strict linear matrix inequality (LMI) criterion is proposed for robust stabilization of the uncertain nonlinear NCSs based on the Lyapunov stability theory. The maximum allowable transfer interval (MATI) can be derived by solving the feasibility problem of the corresponding LMI. Some numerical examples are provided to demonstrate the applicability of the proposed algorithm. 展开更多
关键词 Networked control systems (NCSs) robust control nonlinearITY Linear matrix inequality (LMI)
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Robust adaptive controller design for a class of nonlinear systems with unknown high frequency gains 被引量:1
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作者 柯海森 叶旭东 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2006年第3期315-320,共6页
In this note, a robust adaptive control scheme is proposed for a class of nonlinear systems that have unknown multi-plicative terms. Unlike previous results, except for the unknown control directions, we do not requir... In this note, a robust adaptive control scheme is proposed for a class of nonlinear systems that have unknown multi-plicative terms. Unlike previous results, except for the unknown control directions, we do not require a priori bounds on the unknown parameters. We also allow the unknown parameters to be time-varying provided that they are bounded. Our proposed robust adaptive controller is designed to identify on-line the unknown control directions and is a switching type controller, in which the controller parameters are tuned in a switching manner via a switching logic. Global stability of the closed-loop systems have been proved. 展开更多
关键词 robust control Adaptive control Logic-based switching nonlinear system
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Nonlinear adaptive flight control system:Performance enhancement and validation 被引量:3
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作者 Yue FENG Zonghua SUN +4 位作者 Liaoni WU Yongshun WANG Bin XI Weng Khuen HO Yancheng YOU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2023年第4期354-365,共12页
The problem of decreasing stability margins in L1 adaptive control systems is discussed and an out-of-loop L1 adaptive control scheme based on Lyapunov’s stability theorem is proposed.This scheme enhances the effecti... The problem of decreasing stability margins in L1 adaptive control systems is discussed and an out-of-loop L1 adaptive control scheme based on Lyapunov’s stability theorem is proposed.This scheme enhances the effectiveness of the adaptation,which ensures that the system has suffi-cient stability margins to achieve the desired performance under parametric uncertainty,additional delays,and actuator faults.The stability of the developed control system is demonstrated through a series of simulations.Compared with an existing control scheme,the constant adjustment of the sta-bility margins by the proposed adaptive scheme allows their range to be extended by a factor of 4–5,bringing the stability margin close to that of variable gain PD control with adaptively scheduled gains.The engineered practicability of adaptive technology is verified.A series of flight tests verify the practicability of the designed adaptive technology.The results of these tests demonstrate the enhanced performance of the proposed control scheme with nonlinear parameter estimations under insufficient stability margins and validate its robustness in the event of actuator failures. 展开更多
关键词 Adaptive control systems control engineering Flight control systems nonlinear control systems robustness stability
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Multi-objective robust controller synthesis for discrete-time systems with convex polytopic uncertain domain
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作者 张彦虎 颜文俊 +1 位作者 卢建宁 赵光宙 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2005年第B08期87-93,共7页
Multi-objective robust state-feedback controller synthesis problems for linear discrete-time uncertain systems are addressed. Based on parameter-dependent Lyapunov functions, the Gl2 and GH2 norm expressed in terms of... Multi-objective robust state-feedback controller synthesis problems for linear discrete-time uncertain systems are addressed. Based on parameter-dependent Lyapunov functions, the Gl2 and GH2 norm expressed in terms of LMI (Linear Matrix Inequality) characterizations are further generalized to cope with the robust analysis for convex polytopic uncertain system. Robust state-feedback controller synthesis conditions are also derived for this class of uncertain systems. Using the above results, multi-objective state-feedback controller synthesis procedures which involve the LMI optimization technique are developed and less conservative than the existing one. An illustrative example verified the validity of the approach. 展开更多
关键词 Gl2 and GH2 performance Multi-objective optimization robust controller synthesis Parameter-dependent Lyapunov functions Convex polytopic uncertain system
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