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Adaptive Sensor-Fault Tolerant Control of Unmanned Underwater Vehicles With Input Saturation
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作者 Xuerao Wang Qingling Wang +2 位作者 Yanxu Su Yuncheng Ouyang Changyin Sun 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2024年第4期907-918,共12页
This paper investigates the tracking control problem for unmanned underwater vehicles(UUVs)systems with sensor faults,input saturation,and external disturbance caused by waves and ocean currents.An active sensor fault... This paper investigates the tracking control problem for unmanned underwater vehicles(UUVs)systems with sensor faults,input saturation,and external disturbance caused by waves and ocean currents.An active sensor fault-tolerant control scheme is proposed.First,the developed method only requires the inertia matrix of the UUV,without other dynamic information,and can handle both additive and multiplicative sensor faults.Subsequently,an adaptive fault-tolerant controller is designed to achieve asymptotic tracking control of the UUV by employing robust integral of the sign of error feedback method.It is shown that the effect of sensor faults is online estimated and compensated by an adaptive estimator.With the proposed controller,the tracking error and estimation error can asymptotically converge to zero.Finally,simulation results are performed to demonstrate the effectiveness of the proposed method. 展开更多
关键词 Asymptotic stability fault-tolerant control input saturation robust integral of the sign of error unmanned underwater vehicle
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Observer-Based Path Tracking Controller Design for Autonomous Ground Vehicles With Input Saturation 被引量:1
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作者 Heng Wang Tengfei Zhang +1 位作者 Xiaoyu Zhang Qing Li 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2023年第3期749-761,共13页
This paper investigates the problem of path tracking control for autonomous ground vehicles(AGVs),where the input saturation,system nonlinearities and uncertainties are considered.Firstly,the nonlinear path tracking s... This paper investigates the problem of path tracking control for autonomous ground vehicles(AGVs),where the input saturation,system nonlinearities and uncertainties are considered.Firstly,the nonlinear path tracking system is formulated as a linear parameter varying(LPV)model where the variation of vehicle velocity is taken into account.Secondly,considering the noise effects on the measurement of lateral offset and heading angle,an observer-based control strategy is proposed,and by analyzing the frequency domain characteristics of the derivative of desired heading angle,a finite frequency H_∞index is proposed to attenuate the effects of the derivative of desired heading angle on path tracking error.Thirdly,sufficient conditions are derived to guarantee robust H_∞performance of the path tracking system,and the calculation of observer and controller gains is converted into solving a convex optimization problem.Finally,simulation examples verify the advantages of the control method proposed in this paper. 展开更多
关键词 Autonomous ground vehicles(AGVs) H_∞index input saturation observer-based controller path tracking control
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A guidance and control design with reduced information for a dual-spin stabilized projectile
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作者 Yu Wang Jiyan Yu +1 位作者 Xiaoming Wang Jia Fangxiu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第3期494-505,共12页
In this paper,an integrated guidance and control method based on an adaptive path-following controller is proposed to control a spin-stabilized projectile with only translational motion information under the constrain... In this paper,an integrated guidance and control method based on an adaptive path-following controller is proposed to control a spin-stabilized projectile with only translational motion information under the constraint of an actuator,uncertainties in aerodynamic parameters and measurements,and control system complexity.Owing to the fairly high rotation speed,the dynamic model of this missile is strongly nonlinear,uncertain and coupled in pitch,yaw and roll channels.A theoretical equivalent resultant force and uncertainty compensation method are comprehensively used to realize decoupling of pitch and yaw.In response to the strong nonlinear and time-varying characteristics of the dynamic system,the quasi-linear model whose parameters are obtained by interpolation of points selected as the segmentation points in the trajectory envelope,is used for calculation in each step.To cope with the system uncertainty caused by model approximation,parameter uncertainty and ballistic interference,an extended state estimator is used to compensate the output feedback according to the test ballistic angle.In order to improve the tracking efficiency and ensure the tracking error convergence with only translational motion information,the virtual guide point,whose derivative is deduced according to the Lyapunov principle,is calculated in real time according to the projection relationship between the real-time position and the reference trajectory,and a virtual line-of-sight angle and the backstepping method are used for the design of the guidance and control system.In order to avoid the influence of control input saturation on the guidance and control performance due to the actuator limitation and improve the robustness of the system,an anti-saturation compensator is designed according to the two-step method.The feasibility and effectiveness of the path-following controller is verified through closed-loop flight simulations with measurement,control,and condition uncertainties.The results indicate that the designed controller can converge to the reference path and evidently decrease the distance between the impact point and target under different uncertainties. 展开更多
关键词 Spin-stabilized projectile Reduced information Path-following control Extended state observer Coupled nonlinear system input saturation
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Adaptive fault-tolerant controller design for airbreathing hypersonic vehicle with input saturation 被引量:12
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作者 Haibin Sun Shihua Li Changyin Sun 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2013年第3期488-499,共12页
The problem of fault-tolerant control is discussed for the longitudinal model of an airbreathing hypersonic vehicle (AHV) with actuator faults and external disturbances. Firstly, a fault-tolerant control strategy is... The problem of fault-tolerant control is discussed for the longitudinal model of an airbreathing hypersonic vehicle (AHV) with actuator faults and external disturbances. Firstly, a fault-tolerant control strategy is presented for the longitudinal model of an AHV, which guarantees that velocity and altitude track their reference trajectories at an exponential convergence rate. However, this method needs to know the minimum value of the actuator efficiency factor and the upper bound of the external disturbances, which makes it not easy to implement. Then an improved adaptive fault-tolerant control scheme is proposed, where two adaptive laws are employed to estimate the upper bound of the external disturbances and the minimum value of the actuator efficiency factor, respectively. Secondly, the problem of designing a control scheme with control constraints is further considered, and a new adaptive fault-tolerant control strategy with input saturation is designed to guarantee that velocity and altitude track their reference trajectories. Finally, simulation results are given to show the effectiveness of the proposed methods. 展开更多
关键词 airbreathing hypersonic vehicle (AHV) fault-tolerant control (FTC) adaptive control input saturation.
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Adaptive Consensus of Non-Strict Feedback Switched Multi-Agent Systems With Input Saturations 被引量:5
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作者 Zhanjie Li Jun Zhao 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2021年第11期1752-1761,共10页
This paper considers the leader-following consensus for a class of nonlinear switched multi-agent systems(MASs)with non-strict feedback forms and input saturations under unknown switching mechanisms.First,in virtue of... This paper considers the leader-following consensus for a class of nonlinear switched multi-agent systems(MASs)with non-strict feedback forms and input saturations under unknown switching mechanisms.First,in virtue of Gaussian error functions,the saturation nonlinearities are represented by asymmetric saturation models.Second,neural networks are utilized to approximate some unknown packaged functions,and the structural property of Gaussian basis functions is introduced to handle the non-strict feedback terms.Third,by using the backstepping process,a common Lyapunov function is constructed for all the subsystems of the followers.At last,we propose an adaptive consensus protocol,under which the tracking error under arbitrary switching converges to a small neighborhood of the origin.The effectiveness of the proposed protocol is illustrated by a simulation example. 展开更多
关键词 Adaptive consensus input saturation non-strict feedback switched multi-agent systems(MASs)
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Adaptive Sliding-Mode Control of an Automotive Electronic Throttle in the Presence of Input Saturation Constraint 被引量:5
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作者 Rui Bai 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2018年第4期878-884,共7页
In modern vehicles, electronic throttle(ET) has been widely utilized to control the airflow into gasoline engine. To solve the control difficulties with an ET, such as strong nonlinearity,unknown model parameters and ... In modern vehicles, electronic throttle(ET) has been widely utilized to control the airflow into gasoline engine. To solve the control difficulties with an ET, such as strong nonlinearity,unknown model parameters and input saturation constraints,an adaptive sliding-mode tracking control strategy for an ET is presented. Compared with the existing control strategies for an ET, input saturation constraints and parameter uncertainties are adequately considered in the proposed control strategy. At first, the nonlinear dynamic model for control of an ET is described. According to the dynamical model, the nonlinear adaptive sliding-mode tracking control method is presented,where parameter adaptive laws and auxiliary design system are employed. Parameter adaptive law is given to estimate the unknown parameter with an ET. An auxiliary system is designed,and its state is utilized in the tracking control method to handle the input saturation. Stability proof and analysis of the adaptive sliding-mode control method is performed by using Lyapunov stability theory. Finally, the reliability and feasibility of the proposed control strategy are evaluated by computer simulation.Simulation research shows that the proposed sliding-mode control strategy can provide good control performance for an ET. 展开更多
关键词 Auxiliary design system electronic throttle(ET) input saturation parameter adaptive law sliding-mode control tracking control
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Self-triggered Consensus Control for Linear Multi-agent Systems With Input Saturation 被引量:15
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作者 Yanxu Su Qingling Wang Changyin Sun 《IEEE/CAA Journal of Automatica Sinica》 EI CSCD 2020年第1期150-157,共8页
In this paper, we study the consensus problem for a class of linear multi-agent systems(MASs) with consideration of input saturation under the self-triggered mechanism. In the context of discrete-time systems, a self-... In this paper, we study the consensus problem for a class of linear multi-agent systems(MASs) with consideration of input saturation under the self-triggered mechanism. In the context of discrete-time systems, a self-triggered strategy is developed to determine the time interval between the adjacent triggers. The triggering condition is designed by using the current sampled consensus error. Furthermore, the consensus control protocol is designed by means of a state feedback approach. It is shown that the considered multi-agent systems can reach consensus with the presented algorithm. Some sufficient conditions are proposed in the form of linear matrix inequalities(LMIs) to show the positively invariant property of the domain of attraction(DOA). Moreover, some sufficient conditions of controller synthesis are provided to enlarge the volume of the DOA and obtain the control gain matrix. A numerical example is simulated to demonstrate the effectiveness of the theoretical analysis results. 展开更多
关键词 input saturation linear matrix inequalities(LMIs) multi-agent systems(MASs) self-triggered control
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Adaptive Backstepping Sliding Mode Control for Nonlinear Systems with Input Saturation 被引量:5
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作者 ZHANG Hongmei ZHANG Guoshan 《Transactions of Tianjin University》 EI CAS 2012年第1期46-51,共6页
An adaptive backstepping sliding mode control is proposed for a class of uncertain nonlinear systems with input saturation.A command filtered approach is used to prevent input saturation from destroying the adaptive c... An adaptive backstepping sliding mode control is proposed for a class of uncertain nonlinear systems with input saturation.A command filtered approach is used to prevent input saturation from destroying the adaptive capabilities of neural networks (NNs).The control law and adaptive updating laws of NNs are derived in the sense of Lyapunov function,so the stability can be guaranteed even under the input saturation.The proposed control law is robust against the disturbance,and it can also eliminate the impact of input saturation.Simulation results indicate that the proposed controller has a good performance. 展开更多
关键词 nonlinear system input saturation adaptive backstepping control sliding mode control neural network
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Robust Fault-Tolerant Control for Longitudinal Dynamics of Aircraft with Input Saturation 被引量:2
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作者 Yang Qingyun Chen Mou 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2016年第3期319-328,共10页
A robust fault-tolerant control scheme is proposed for the longitudinal dynamics of an aircraft with input saturation,using the anti-windup method and the fault detection observer technology.To estimate the system fau... A robust fault-tolerant control scheme is proposed for the longitudinal dynamics of an aircraft with input saturation,using the anti-windup method and the fault detection observer technology.To estimate the system fault,a detection observer is designed for the longitudinal dynamics,and a fault-tolerant control law is developed to compensate for the fault effects of the longitudinal dynamics.Then,an anti-windup compensator is augmented into the fault-tolerant control law to eliminate the effect of input saturation.Using linear matrix inequality(LMI)technology,the detection observer based fault-tolerant controller is designed to ensure the stability of the closed-loop system and the convergence of the detection observer.Finally,the developed robust fault-tolerant control scheme is applied to the longitudinal model of an aircraft and simulation results are presented to illustrate the effectiveness of the proposed control scheme. 展开更多
关键词 longitudinal dynamics input saturation detection observer fault-tolerant control aircrafts
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Three-dimensional neural network tracking control of autonomous underwater vehicles with input saturation 被引量:2
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作者 XU Rui-kun TANG Guo-yuan +1 位作者 XIE De HAN Li-jun 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第6期1754-1769,共16页
This paper addresses the problem of three-dimensional trajectory tracking control for underactuated autonomous underwater vehicles in the presence of parametric uncertainties,environmental disturbances and input satur... This paper addresses the problem of three-dimensional trajectory tracking control for underactuated autonomous underwater vehicles in the presence of parametric uncertainties,environmental disturbances and input saturation.First,a virtual guidance control strategy is established on the basis of tracking error kinematics,which resolves the overall control system into two cascade subsystems.Then,a first-order sliding mode differentiator is introduced in the derivation to avoid tedious analytic calculation,and a Gaussian error function-based continuous differentiable symmetric saturation model is explored to tackle the issue of input saturation.Combined with backstepping design techniques,the neural network control method and an adaptive control approach are used to estimate composite items of the unknown uncertainty and approximation errors.Meanwhile,Lyapunov-based stability analysis guarantees that control error signals of the closed-loop system are uniformly ultimately bounded.Finally,simulation studies are conducted for the trajectory tracking of a moving target and a spiral line to validate the effectiveness of the proposed controller. 展开更多
关键词 autonomous underwater vehicles trajectory tracking neural networks BACKSTEPPING input saturation
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Coordinated Control of Multi-Agent Systems with a Varying-Velocity Leader and Input Saturation 被引量:1
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作者 PENG Ke SU Hou-Sheng YANG Yu-Pu 《Communications in Theoretical Physics》 SCIE CAS CSCD 2009年第9期449-456,共8页
In this paper,we investigate a leader-following tracking problem for multi-agent systems with boundedinputs.We propose a distributed bounded protocol for each follower to track a leader whose states may not be complet... In this paper,we investigate a leader-following tracking problem for multi-agent systems with boundedinputs.We propose a distributed bounded protocol for each follower to track a leader whose states may not be completelymeasured.We theoretically prove that each agent can follow the leader with estimable track errors.Finally,somenumerical simulations are presented to illustrate our theoretical results. 展开更多
关键词 CONSENSUS coordinated control multi-agent system networked system input saturation switching topology
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Robust stabilization of state delayed discrete-time Takagi-Sugeno fuzzy systems with input saturation via an anti-windup fuzzy design 被引量:1
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作者 宋晓娜 付主木 刘磊坡 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第11期533-540,共8页
We consider the robust stabilization problem for discrete-time Takagi-Sugeno (T S) fuzzy systems with time- varied delays subjected to input saturation. We design static and dynamic anti-windup fuzzy controllers to ... We consider the robust stabilization problem for discrete-time Takagi-Sugeno (T S) fuzzy systems with time- varied delays subjected to input saturation. We design static and dynamic anti-windup fuzzy controllers to ensure the convergence of all admissible initial states within the domain of attraction. Based on the project lemma and classical sector conditions, the conditions for the existence of solutions to this problem are obtained and expressed in terms of a set of linear matrix inequalities. Finally, a numerical example is provided to illustrate the effectiveness of the proposed design approach. 展开更多
关键词 anti-windup controller Takagi-Sugeno fuzzy model time delay input saturation
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Output regulation of singular linear systems with input saturation by composite nonlinear feedback control
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作者 LIN Xiaoyan CHEN Lingmei +1 位作者 LIN Dongyun LAN Weiyao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2018年第4期834-843,共10页
Composite nonlinear feedback (CNF) control techniquefor tracking control problems is extended to the output regulationproblem of singular linear systems with input saturation. A statefeedback CNF control law and an ... Composite nonlinear feedback (CNF) control techniquefor tracking control problems is extended to the output regulationproblem of singular linear systems with input saturation. A statefeedback CNF control law and an output feedback CNF controllaw are constructed respectively for the output regulation problemof singular linear systems with input saturation. It is shown thatthe output regulation problem by CNF control is solvable underthe same solvability conditions of the output regulation problemby linear control. However, with the virtue of the CNF control, thetransient performance of the closed-loop system can be improvedby carefully designing the linear part and the nonlinear part of theCNF control law. The design procedure and the improvement ofthe transient performance of the closed-loop system are illustratedwith a numerical simulation. 展开更多
关键词 singular linear system input saturation output regula-tion composite nonlinear feedback
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An Anticipatory Terminal Iterative Learning Control Approach with Applications to Constrained Batch Processes 被引量:4
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作者 池荣虎 张德霞 +2 位作者 刘喜梅 侯忠生 金尚泰 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2013年第3期271-275,共5页
This work presents an anticipatory terminal iterative learning control scheme for a class of batch proc- esses, where only the final system output is measurable and the control input is constant in each operations. Th... This work presents an anticipatory terminal iterative learning control scheme for a class of batch proc- esses, where only the final system output is measurable and the control input is constant in each operations. The propgsed approach works well with input constraints provided that the desired control input with respect to the desired trajectory is within the samratiorl bound. The tracking error convergence is established with rigorous mathe- matical analysis. Simulation results .are provided to showthe effectiveness, of the proposed approach. 展开更多
关键词 "terminal iterative learning control batch-to-batch processes input saturation convergence analysis
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Output Constrained Adaptive Controller Design for Nonlinear Saturation Systems 被引量:2
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作者 Yongliang Yang Zhijie Liu +1 位作者 Qing Li Donald C.Wunsch 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2021年第2期441-454,共14页
This paper considers the adaptive neuro-fuzzy control scheme to solve the output tracking problem for a class of strict-feedback nonlinear systems.Both asymmetric output constraints and input saturation are considered... This paper considers the adaptive neuro-fuzzy control scheme to solve the output tracking problem for a class of strict-feedback nonlinear systems.Both asymmetric output constraints and input saturation are considered.An asymmetric barrier Lyapunov function with time-varying prescribed performance is presented to tackle the output-tracking error constraints.A high-gain observer is employed to relax the requirement of the Lipschitz continuity about the nonlinear dynamics.To avoid the"explosion of complexity",the dynamic surface control(DSC)technique is employed to filter the virtual control signal of each subsystem.To deal with the actuator saturation,an additional auxiliary dynamical system is designed.It is theoretically investigated that the parameter estimation and output tracking error are semi-global uniformly ultimately bounded.Two simulation examples are conducted to verify the presented adaptive fuzzy controller design. 展开更多
关键词 Asymmetric barrier Lyapunov function input saturation Nussbaum function time-varying prescribed performance
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Constrained Swarm Stabilization of Fractional Order Linear Time Invariant Swarm Systems 被引量:1
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作者 Mojtaba Naderi Soorki Mohammad Saleh Tavazoei 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI 2016年第3期320-331,共12页
This paper deals with asymptotic swarm stabilization of fractional order linear time invariant swarm systems in the presence of two constraints: the input saturation constraint and the restriction on distance of the a... This paper deals with asymptotic swarm stabilization of fractional order linear time invariant swarm systems in the presence of two constraints: the input saturation constraint and the restriction on distance of the agents from final destination which should be less than a desired value. A feedback control law is proposed for asymptotic swarm stabilization of fractional order swarm systems which guarantees satisfying the above-mentioned constraints. Numerical simulation results are given to confirm the efficiency of the proposed control method. 展开更多
关键词 Fractional order system swarm system swarmstability input saturation constraint stabilization
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Stabilization for a class of second-order switched systems with saturation constrains 被引量:1
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作者 宋杨 顾煜祺 费敏锐 《Journal of Shanghai University(English Edition)》 CAS 2009年第4期274-275,共2页
This paper proposes a global stabilization method for a class of planar switched systems with input saturation constrains by using a state feedback and switching strategy. This method is proved to be effective by anal... This paper proposes a global stabilization method for a class of planar switched systems with input saturation constrains by using a state feedback and switching strategy. This method is proved to be effective by analyzing the characteristics of the trajectory of second-order linear systems with input saturation. 展开更多
关键词 switched system input saturation STABILIZATION
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Adaptive Tracking Control for Output-Constrained Switched MIMO Pure-Feedback Nonlinear Systems with Input Saturation 被引量:3
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作者 ZHANG Haoyan ZHAO Xudong +2 位作者 WANG Huanqing NIU Ben XU Ning 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2023年第3期960-984,共25页
In this paper,an adaptive neural tracking control scheme for a class of uncertain switched multi-input multi-output(MIMO)pure-feedback nonlinear systems is proposed.The considered MIMO pure-feedback nonlinear system c... In this paper,an adaptive neural tracking control scheme for a class of uncertain switched multi-input multi-output(MIMO)pure-feedback nonlinear systems is proposed.The considered MIMO pure-feedback nonlinear system contains input and output constraints,completely unknown nonlinear functions and time-varying external disturbances.The unknown nonlinear functions representing system uncertainties are identified via radial basis function neural networks(RBFNNs).Then,the Nussbaum function is utilized to deal with the nonlinearity issue caused by the input saturation.To prevent system outputs from violating prescribed constraints,the barrier Lyapunov functions(BLFs)are introduced.Also,a switched disturbance observer is designed to make the time-varying external disturbances estimable.Based on the backstepping recursive design technique and the Lyapunov stability theory,the developed control method is verified applicable to ensure the boundedness of all signals in the closed-loop system and make the system output track given reference signals well.Finally,a numerical simulation is given to demonstrate the effectiveness of the proposed control method. 展开更多
关键词 Adaptive control input saturation neural networks output constraints switched MIMO pure-feedback nonlinear systems
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Quasi-synchronous control of uncertain multiple electrohydraulic systems with prescribed performance constraint and input saturation 被引量:1
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作者 Shuai LI Qing GUO +2 位作者 Yan SHI Yao YAN Dan JIANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2023年第9期416-425,共10页
This article focuses on the high accuracy quasi-synchronous control issue of multiple electrohydraulic systems(MEHS).In order to overcome the negative effects of parameter uncertainty and external load interference of... This article focuses on the high accuracy quasi-synchronous control issue of multiple electrohydraulic systems(MEHS).In order to overcome the negative effects of parameter uncertainty and external load interference of MEHS,a kind of finite-time disturbance observer(FTDO)via terminal sliding mode method is constructed based on the MEHS model to achieve fast and accuracy estimation and compensation ability.To avoid the differential explosion in backstepping iteration,the dynamic surface control is used in this paper to guarantee the follower electrohydraulic nodes synchronize to the leader motion with a better performance.Furthermore,a timevarying barrier Lyapunov function(tvBLF)is adopted during the controller design process to constraint the output tracking error of MEHS in a prescribed performance with time-varying exponential function.As the initial state condition is relax by tvBLF,the input saturation law is also adopted during the controller design process in this paper to restrain the surges of input signals,which can avoid the circuit and mechanical structure damage caused by the volatile input signal.An MEHS experimental bench is constructed to verify the effectiveness of the theoretical conclusions proposed in this paper and the advantages of the proposed conclusions in this paper are illustrated by a series of contradistinctive experimental results. 展开更多
关键词 Backstepping Dynamic surface Finite-time disturbance observer input saturation Multiple Electrohydraulic Systems Output error constraint Quasi-synchronous control
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Semi-global weighted output average tracking of discrete-time heterogeneous multi-agent systems subject to input saturation and external disturbances 被引量:1
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作者 Qilin Song Yuanlong Li +1 位作者 Yijing Xie Zongli Lin 《Control Theory and Technology》 EI CSCD 2023年第3期315-333,共19页
In this paper,we revisit the semi-global weighted output average tracking problem for a discrete-time multi-agent system subject to input saturation and external disturbances.The multi-agent system consists of multipl... In this paper,we revisit the semi-global weighted output average tracking problem for a discrete-time multi-agent system subject to input saturation and external disturbances.The multi-agent system consists of multiple heterogeneous linear systems as leader agents and multiple heterogeneous linear systems as follower agents.We design both the state feedback and output feedback control protocols for each follower agent.In particular,a distributed state observer is designed for each follower agent that estimates the state of each leader agent.In the output feedback case,state observer is also designed for each follower agent to estimate its own state.With these estimates,we design low gain-based distributed control protocols,parameterized in a scalar low gain parameter.It is shown that,for any bounded set of the initial conditions,these control protocols cause the follower agents to track the weighted average of the outputs of the leader agents as long as the value of the low gain parameter is tuned sufficiently small.Simulation results illustrate the validity of the theoretical results. 展开更多
关键词 Distributed average tracking input saturation Low gain feedback Heterogeneous multi-agent systems Output regulation
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