Integral reinforcement learning(IRL)is an effective tool for solving optimal control problems of nonlinear systems,and it has been widely utilized in optimal controller design for solving discrete-time nonlinearity.Ho...
supported in part by the Young Talent Fund of Association for Science and Technology in Shaanxi,China(No.20230126).
In this article, an unknown system dynamics estimator-based impedance control method is proposed for the lower limb exoskeleton to stimulate the tracking flexibility with the terminal target position when suffering pa...
supported by the fund of Beijing Municipal Commission of Education(Nos.22019821001 and KM202210017001);the Natural Science Foundation of Henan Province(No.222300420253).
This paper discusses the problem of global state regulation via output feedback for a class of feedforward nonlinear time-delay systems with unknown measurement sensitivity. Different from previous works, the nonlinea...
This work was supported by the National Natural Science Foundation of China(No.61873248);the Hubei Provincial Natural Science Foundation of China(Nos.2017CFA030,2015CFA010);the 111 project(No.B17040).
In this paper,a stochastic linear quadratic optimal tracking scheme is proposed for unknown linear discrete-time(DT)systems based on adaptive dynamic programming(ADP)algorithm.First,an augmented system composed of the...
In this study,an adaptive neuro-observer-based optimal control(ANOPC)policy is introduced for unknown nonaffine nonlinear systems with control input constraints.Hamilton–Jacobi–Bellman(HJB)framework is employed to m...
supported by the National Science Foundation(Nos.NSF-CNS-1239222,NSF-EECS-1253488)
In this paper, we consider the problem of automatic synthesis of decentralized supervisor for uncertain discrete event systems. In particular, we study the case when the uncontrolled plant is unknown a priori. To deal...
supported by the National Natural Science Foundations of China (Nos. 60974003, 61143011, 61273084, 61233014);the Natural Science Foundation for Distinguished Young Scholar of Shandong Province of China (No. JQ200919);the Independent Innovation Foundation of Shandong University (No. 2012JC014)
In this paper, the global asymptotic stabilization by output feedback is investigated for a class of uncertain nonlinear systems with unmeasured states dependent growth. Compared with the closely related works, the re...
supported by the National Natural Science Foundation of China(Nos.60974127,60904022);the Key Project Foundation of the Educational Ministry(No.208074);the Innovation Program of Graduate Students of Jiangsu Province of China(No.CXZZ11-0155)
The robust integral control problem is studied for a class of nonlinear systems with input-to-state stable (ISS) unmodeled dynamics in this paper. It does not require a priori knowledge of the control coefficients. ...
supported by the National Natural Science Foundation of China(Nos.60736022,61074114)
This paper investigates the attitude tracking and disturbance rejection problem of rigid spacecraft. Using a new matrix product, i.e., the semitensor product of matrices, the parameter uncertainties in the inertia mat...
supported by the National Natural Science Foundation of China (Nos. 60835001, 60804017);the Application Research Programs of Nantong City ( No. K2010057);the Open Project from digital manufacture technology Key Laboratory of Jiangsu Province (No. HGDML-0908)
This paper addresses the adaptive tracking control scheme for switched nonlinear systems with unknown control gain sign. The approach relaxes the hypothesis that the upper bound of function control gain is known const...