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Cascade direct adaptive fuzzy control design for a nonlinear two-axis inverted-pendulum servomechanism
Rong-Jong Wai1, Meng-An Kuo, Jeng-Dao Lee
1Department of Electrical Engineering, Yuan Ze University, Chung-Li, Taiwan, R.O.C.
This study introduces a cascade direct adaptive fuzzy control (DAFC) for a challenging two-axis inverted-pendulum servomechanism. The novel control scheme ensures system stability and accurate tracking for this nonlinear, unstable, and underactuated system.
Area of Science:
- Robotics and Control Systems
- Nonlinear System Control
- Adaptive Control Theory
Background:
- Two-axis inverted-pendulum servomechanisms represent complex nonlinear, unstable, nonminimum-phase, and underactuated systems.
- Designing effective control for simultaneous stabilization and tracking in such systems is challenging.
- Conventional methods like computed torque control are not directly applicable to these underactuated systems.
Purpose of the Study:
- To develop and analyze a cascade direct adaptive fuzzy control (DAFC) scheme for a two-axis inverted-pendulum servomechanism.
- To achieve real-time stabilization and accurate tracking control for the system.
- To guarantee overall system stability using Lyapunov stability analysis.
Main Methods:
- Implementation of a cascade DAFC scheme with distinct inner and outer control loops.
- Inner loop: DAFC law design for fitting the stick angle vector to a reference command.
- Outer loop: Adaptive path planner for the cart position vector to track a command signal.
- Lyapunov stability analysis to derive adaptive algorithms and ensure closed-loop stability.
Main Results:
- The cascade DAFC system successfully achieves simultaneous convergence of stick angle and cart position tracking errors to zero.
- Numerical simulations and experimental results validate the proposed control scheme.
- The system demonstrates favorable stabilizing and tracking performance.
Conclusions:
- The proposed cascade DAFC scheme effectively controls the two-axis inverted-pendulum servomechanism.
- The control strategy is robust to system uncertainties.
- This approach offers a viable solution for controlling complex underactuated nonlinear systems.
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