JOURNAL ARTICLE

Indirect fuzzy adaptive model-following control for robot manipulators

Abstract

This paper investigates fuzzy approach to the adaptive control of robot manipulators. Adaptive fuzzy systems are trained to approximate the robot dynamic; then, based on the estimated model, a certainty equivalent control is designed to ensure the tracking of a stable reference model. It is proven, using Lyapunov stability, that this adaptive scheme is robust against uncertainty, external disturbance and approximation error, and achieves asymptotic tracking of a stable reference model. The effectiveness of the proposed fuzzy approach is demonstrated, by simulation, on a two-link robot model.

Keywords:
Control theory (sociology) Adaptive control Fuzzy control system Computer science Robot Fuzzy logic Stability (learning theory) Exponential stability Lyapunov function Lyapunov stability Reference model Control engineering Artificial intelligence Control (management) Engineering Nonlinear system Machine learning

Metrics

2
Cited By
0.00
FWCI (Field Weighted Citation Impact)
12
Refs
0.15
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Adaptive Control of Nonlinear Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Fuzzy Logic and Control Systems
Physical Sciences →  Computer Science →  Artificial Intelligence
Control and Dynamics of Mobile Robots
Physical Sciences →  Engineering →  Control and Systems Engineering

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