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Observed-based adaptive neural tracking control for nonlinear systems with unknown control directions and input delay
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作者 DENG Yuxuan WANG Qingling 《Journal of Systems Engineering and Electronics》 2025年第1期269-279,共11页
Enhancing the stability and performance of practical control systems in the presence of nonlinearity,time delay,and uncertainty remains a significant challenge.Particularly,a class of strict-feedback nonlinear uncerta... Enhancing the stability and performance of practical control systems in the presence of nonlinearity,time delay,and uncertainty remains a significant challenge.Particularly,a class of strict-feedback nonlinear uncertain systems characterized by unknown control directions and time-varying input delay lacks comprehensive solutions.In this paper,we propose an observerbased adaptive tracking controller to address this gap.Neural networks are utilized to handle uncertainty,and a unique coordinate transformation is employed to untangle the coupling between input delay and unknown control directions.Subsequently,a new auxiliary signal counters the impact of time-varying input delay,while a Nussbaum function is introduced to solve the problem of unknown control directions.The leverage of an advanced dynamic surface control technique avoids the“complexity explosion”and reduces boundary layer errors.Synthesizing these techniques ensures that all the closed-loop signals are semi-globally uniformly ultimately bounded(SGUUB),and the tracking error converges to a small region around the origin by selecting suitable parameters.Simulation examples are provided to demonstrate the feasibility of the proposed approach. 展开更多
关键词 adaptive neural network dynamic surface control unknown control direction input delay
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Adaptive Iterative Learning Control for Nonlinearly Parameterized Systems with Unknown Time-varying Delay and Unknown Control Direction 被引量:17
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作者 Dan Li Jun-Min Li Department of Mathematics,Xidian University,Xi an 710071,China 《International Journal of Automation and computing》 EI 2012年第6期578-586,共9页
This paper proposes a new adaptive iterative learning control approach for a class of nonlinearly parameterized systems with unknown time-varying delay and unknown control direction.By employing the parameter separati... This paper proposes a new adaptive iterative learning control approach for a class of nonlinearly parameterized systems with unknown time-varying delay and unknown control direction.By employing the parameter separation technique and signal replacement mechanism,the approach can overcome unknown time-varying parameters and unknown time-varying delay of the nonlinear systems.By incorporating a Nussbaum-type function,the proposed approach can deal with the unknown control direction of the nonlinear systems.Based on a Lyapunov-Krasovskii-like composite energy function,the convergence of tracking error sequence is achieved in the iteration domain.Finally,two simulation examples are provided to illustrate the feasibility of the proposed control method. 展开更多
关键词 Nonlinearly time-varying parameterized systems unknown time-varying delay unknown control direction composite energy function adaptive iterative learning control.
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Practical prescribed-time tracking control for uncertain strict-feedback systems with guaranteed performance under unknown control directions 被引量:2
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作者 Zhou Yang Yujuan Wang Frank L.Lewis 《Journal of Automation and Intelligence》 2023年第2期99-104,共6页
In this paper,we consider the practical prescribed-time performance guaranteed tracking control problem for a class of uncertain strict-feedback systems subject to unknown control direction.Due to the existence of unk... In this paper,we consider the practical prescribed-time performance guaranteed tracking control problem for a class of uncertain strict-feedback systems subject to unknown control direction.Due to the existence of unknown nonlinearities and uncertainties,it is challenging to design a controller that can ensure the stability of closed-loop system within a predetermined finite time while maintaining the specified transient performance.The underlying problem becomes further complex as the control directions are unknown.To deal with the above problems,a special translation function as well as Nussbaum type function are introduced in the prescribed performance control(PPC)framework.Finally,a PPC as well as preset finite time tracking control scheme is designed,and its effectiveness is confirmed by both theoretical analysis and numerical simulation. 展开更多
关键词 Strict-feedback systems Practical prescribed-time control Prescribed performance control unknown control direction
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A Control of Uncertain Nonlinear Systems with Unknown Control Direction Via Adaptive Backstepping
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作者 郑兆顺 《Chinese Quarterly Journal of Mathematics》 CSCD 北大核心 2007年第2期276-281,共6页
The adaptive stabilization problem of nonlinear systems are studied. For a class of uncertain nonlinear systems with unknown control direction, we proposed a robust adaptive backstepping scheme withσ-modification by ... The adaptive stabilization problem of nonlinear systems are studied. For a class of uncertain nonlinear systems with unknown control direction, we proposed a robust adaptive backstepping scheme withσ-modification by introducing Nussbaum function and Backstep- ping methods, and proved that all the signals of the closed-loop systems are bounded. 展开更多
关键词 nonlinear system adaptive control BACKSTEPPING unknown control direction
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Adaptive asymptotic fault-tolerant tracking of uncertain nonlinear systems with unknown control directions 被引量:1
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作者 Jin-Zi Yang Yuan-Xin Li Shaocheng Tong 《Journal of Control and Decision》 EI 2022年第3期301-310,共10页
In the article,the issues of asymptotic adaptive tracking control for the uncertain nonlinear systems in the presence of actuator faults and unknown control directions are investigated.By using the properties of the N... In the article,the issues of asymptotic adaptive tracking control for the uncertain nonlinear systems in the presence of actuator faults and unknown control directions are investigated.By using the properties of the Nussbaum function and backstepping technique,the problems resulting from the unknown signs of the nonlinear control functions are circumvented successfully.Moreover,a new adaptive asymptotic tracking control method is presented with the fault-tolerant control framework,which is capable of realising zero-tracking performance.The stability of the controlled system is ensured through fractional Lyapunov stability analysis.Finally,the validity of the raised scheme is verified by a simulation example. 展开更多
关键词 Uncertain nonlinear system fault-tolerant control(FTC) adaptive asymptotic tracking control unknown control directions
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Compensation for Heterogeneous Unknowns and Performance-Prescribed Consensus
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作者 Linzhen Yu Yungang Liu 《IEEE/CAA Journal of Automatica Sinica》 2025年第1期173-182,共10页
In this paper, the multi-agent systems(MASs) typically with heterogeneous unknown nonlinearities and nonidentical unknown control coefficients are studied. Although the model information of MASs is coarse, the leader-... In this paper, the multi-agent systems(MASs) typically with heterogeneous unknown nonlinearities and nonidentical unknown control coefficients are studied. Although the model information of MASs is coarse, the leader-following consensus is still pursued, with a prescribed performance and zero consensus errors. Leveraging a powerful funnel control strategy, a fully distributed and completely relative-state-dependent protocol is designed. Distinctively, the time-varying function characterizing the performance boundary is introduced, not only to construct the funnel gains but also as an indispensable part of the protocol,enhancing the control ability and enabling the consensus errors to converge to zero(rather than a residual set). Remark that when control directions are unknown, coexisting with inherent system nonlinearities, it is essential to incorporate an additional compensation mechanism while imposing a hierarchical structure of communication topology for the control design and analysis. Simulation examples are given to illustrate the effectiveness of the theoretical results. 展开更多
关键词 Fully distributed protocol funnel control nonidentical unknown control directions performance-prescribed consensus unknown heterogeneous nonlinearities
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Distributed Asymptotic Consensus in Directed Networks of Nonaffine Systems With Nonvanishing Disturbance 被引量:3
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作者 Qingling Wang Changyin Sun 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2021年第6期1133-1140,共8页
In this paper the distributed asymptotic consensus problem is addressed for a group of high-order nonaffine agents with uncertain dynamics,nonvanishing disturbances and unknown control directions under directed networ... In this paper the distributed asymptotic consensus problem is addressed for a group of high-order nonaffine agents with uncertain dynamics,nonvanishing disturbances and unknown control directions under directed networks.A class of auxiliary variables are first introduced which forms second-order filters and induces all measurable signals of agents’states.In view of this property,a distributed robust integral of the sign of the error(DRISE)design combined with the Nussbaum-type function is presented that guarantees not only the desired asymptotic consensus,but also the uniform boundedness of all closed-loop variables.Compared with the traditional sliding mode control(SMC)technique,the main feature of our approach is that the integral operation in the proposed control algorithm is designed to be adopted in a continuous manner and ensures less chattering behavior.Simulation results for a group of Duffing-Holmes chaotic systems are employed to verify our theoretical analysis. 展开更多
关键词 Asymptotic consensus nonaffine systems nonvanishing disturbance Nussbaum-type functions unknown control directions
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GLOBAL ASYMPTOTIC REGULATION CONTROL FOR NONLINEAR SYSTEMS WITH iISS INVERSE DYNAMICS
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作者 Jiangbo YU Yuqiang WU 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2012年第2期249-261,共13页
This paper investigates a global asymptotic regulation control problem for a class of nonlinear systems with dynamic uncertainties.The requirement of a priori knowledge of control directions is removed and the inverse... This paper investigates a global asymptotic regulation control problem for a class of nonlinear systems with dynamic uncertainties.The requirement of a priori knowledge of control directions is removed and the inverse dynamics satisfy the weaker integral input-to-state stable condition.By application of the changing supply rates and the Nussbaum-type gain techniques,a partial state-feedback regulator is constructed.The main results demonstrate that the designed controller ensures the system state converges to the origin whereas the other signals of the closed-loop system are bounded. Simulation results are illustrated to show the effectiveness of the proposed approach. 展开更多
关键词 Changing supply rates input-to-state stable (ISS) integral input-to-state stable (iISS) Nussbaum-type gain unknown control directions.
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THE FURTHER RESULT ON GLOBAL PRACTICAL TRACKING FOR HIGH-ORDER UNCERTAIN NONLINEAR SYSTEMS 被引量:1
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作者 Xuehua YAN Yungang LIU 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2012年第2期227-237,共11页
This paper extends the unknown control coefficients with lower and upper constant bounds to the ones which may take arbitrarily large and /or small values.Since the existing methods are no longer applicable and the te... This paper extends the unknown control coefficients with lower and upper constant bounds to the ones which may take arbitrarily large and /or small values.Since the existing methods are no longer applicable and the technical obstacles caused by the extensions are essential,new control design scheme should be exploited to the global practical tracking.By the approaches of Nussbaum-gain and adding a power integrator,the authors successfully propose the design scheme of the adaptive practical tracking controller for the systems.It is shown that the designed controller guarantees that all the closed-loop system states are bounded and the tracking error becomes prescribed arbitrarily small after a finite time. 展开更多
关键词 Adaptive control adding a power integrator global practical tracking Nussbaum-gain uncertain nonlinear systems unknown control directions.
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Convergence of time-varying net works and its applications
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作者 Qingling WANG 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2021年第1期88-96,共9页
In this study,we present the convergence of time-varying net works.Then,we apply the convergence property to cooperative control of nonlinear multiagent systems(MASs)with unknown control directions(UCDs),and illustrat... In this study,we present the convergence of time-varying net works.Then,we apply the convergence property to cooperative control of nonlinear multiagent systems(MASs)with unknown control directions(UCDs),and illustrate a new kind of Nussbaum-type function based control algorithms.It is proven that if the time-varying net works are cut-balance,the convergence of nonlinear MASs with nonidentical UCDs is achieved using the presented algorithms.A critical feature of this application is that the designed algorithms can deal with nonidentical UCDs by employing conventional Nussbaum-type functions.Finally,one simulation example is given to illustrate the effectiveness of the presented algorithms. 展开更多
关键词 Time-varying networks unknown control directions Nussbaum-type function Cut-balance condition
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