Prescribed Performance Tracking Control for Nonlinear Stochastic Time-Delay Systems with Multiple Constraints

This paper proposes a prescribed performance tracking control scheme for a category of nonlinear stochastic time-delay systems with input saturation and state asymmetric time-varying constraints. First, to solve the non-differentiable problem caused by input saturation, a smooth nonlinear function w...

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Main Authors: Man Zhang, Ru Chang, Ying Wang
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Actuators
Subjects:
Online Access:https://www.mdpi.com/2076-0825/14/1/19
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author Man Zhang
Ru Chang
Ying Wang
author_facet Man Zhang
Ru Chang
Ying Wang
author_sort Man Zhang
collection DOAJ
description This paper proposes a prescribed performance tracking control scheme for a category of nonlinear stochastic time-delay systems with input saturation and state asymmetric time-varying constraints. First, to solve the non-differentiable problem caused by input saturation, a smooth nonlinear function was utilized to approximate the saturation function. A nonlinear mapping technique was employed to transform the constrained problem into a bounded convergence problem. The time-delay problem was then solved by constructing the corresponding Lyapunov–Krasovskii function. The error feedback controller was constructed by combining the backstepping technique, the dynamic surface technique, the neural network approximation technique, and the adaptive control method. Based on stochastic mean-square stability theory, all signals in the closed-loop system are proven to be bounded under the designed control scheme. Also, this scheme ensures that the system states always stay within the constraint range, and the tracking error meets the prescribed performance constraint. Finally, the feasibility and superiority of the proposed control scheme were validated through simulation.
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institution Kabale University
issn 2076-0825
language English
publishDate 2025-01-01
publisher MDPI AG
record_format Article
series Actuators
spelling doaj-art-54f8268e61fa4473aadbfd98d6f339d42025-01-24T13:15:11ZengMDPI AGActuators2076-08252025-01-011411910.3390/act14010019Prescribed Performance Tracking Control for Nonlinear Stochastic Time-Delay Systems with Multiple ConstraintsMan Zhang0Ru Chang1Ying Wang2School of Automation and Software Engineering, Shanxi University, Taiyuan 030006, ChinaSchool of Automation and Software Engineering, Shanxi University, Taiyuan 030006, ChinaSchool of Automation and Software Engineering, Shanxi University, Taiyuan 030006, ChinaThis paper proposes a prescribed performance tracking control scheme for a category of nonlinear stochastic time-delay systems with input saturation and state asymmetric time-varying constraints. First, to solve the non-differentiable problem caused by input saturation, a smooth nonlinear function was utilized to approximate the saturation function. A nonlinear mapping technique was employed to transform the constrained problem into a bounded convergence problem. The time-delay problem was then solved by constructing the corresponding Lyapunov–Krasovskii function. The error feedback controller was constructed by combining the backstepping technique, the dynamic surface technique, the neural network approximation technique, and the adaptive control method. Based on stochastic mean-square stability theory, all signals in the closed-loop system are proven to be bounded under the designed control scheme. Also, this scheme ensures that the system states always stay within the constraint range, and the tracking error meets the prescribed performance constraint. Finally, the feasibility and superiority of the proposed control scheme were validated through simulation.https://www.mdpi.com/2076-0825/14/1/19stochastic time-delay systemsinput saturationstate asymmetric time-varying constraintsprescribed performance tracking control
spellingShingle Man Zhang
Ru Chang
Ying Wang
Prescribed Performance Tracking Control for Nonlinear Stochastic Time-Delay Systems with Multiple Constraints
Actuators
stochastic time-delay systems
input saturation
state asymmetric time-varying constraints
prescribed performance tracking control
title Prescribed Performance Tracking Control for Nonlinear Stochastic Time-Delay Systems with Multiple Constraints
title_full Prescribed Performance Tracking Control for Nonlinear Stochastic Time-Delay Systems with Multiple Constraints
title_fullStr Prescribed Performance Tracking Control for Nonlinear Stochastic Time-Delay Systems with Multiple Constraints
title_full_unstemmed Prescribed Performance Tracking Control for Nonlinear Stochastic Time-Delay Systems with Multiple Constraints
title_short Prescribed Performance Tracking Control for Nonlinear Stochastic Time-Delay Systems with Multiple Constraints
title_sort prescribed performance tracking control for nonlinear stochastic time delay systems with multiple constraints
topic stochastic time-delay systems
input saturation
state asymmetric time-varying constraints
prescribed performance tracking control
url https://www.mdpi.com/2076-0825/14/1/19
work_keys_str_mv AT manzhang prescribedperformancetrackingcontrolfornonlinearstochastictimedelaysystemswithmultipleconstraints
AT ruchang prescribedperformancetrackingcontrolfornonlinearstochastictimedelaysystemswithmultipleconstraints
AT yingwang prescribedperformancetrackingcontrolfornonlinearstochastictimedelaysystemswithmultipleconstraints