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An adaptive sliding mode observer for inverted pendulum under mass variation and disturbances with experimental
Ines Jmel1, Habib Dimassi2, Salim Hadj-Said1
1University of Monastir, Ecole Nationale d'Ingénieurs de Monastir, LAS2E, 5019, Monastir, Tunisia.
ISA Transactions
|March 7, 2020
Summary
This study introduces a robust adaptive estimation method for inverted pendulums, accurately estimating states, mass, and disturbances using a novel observer cascade. Experimental validation confirms its practical effectiveness.
Area of Science:
- Control Systems Engineering
- Robotics
- Nonlinear Dynamics
Background:
- Accurate state and parameter estimation is crucial for controlling complex systems like inverted pendulums.
- Traditional observers struggle with disturbances and nonlinearities, particularly estimating unknown parameters such as mass.
- The observer matching condition is often violated in the presence of disturbances, complicating estimation.
Purpose of the Study:
- To develop a robust adaptive estimation approach for the inverted pendulum system.
- To simultaneously estimate system states, the nonlinear pendulum mass parameter, and unknown disturbances.
- To address the limitations of existing observers concerning disturbance rejection and parameter identification.
Main Methods:
- A two-stage observer design: an auxiliary high-gain observer cascaded with an adaptive sliding-mode observer.
- The high-gain observer estimates auxiliary outputs to circumvent observer matching condition issues caused by disturbances.
- Lyapunov stability analysis is employed to rigorously prove the stability of the proposed estimation scheme.
Main Results:
- The proposed method successfully estimates the states, unknown pendulum mass, and disturbances concurrently.
- Numerical simulations validate the theoretical findings and demonstrate the observer's performance.
- Experimental tests on a real inverted pendulum setup confirm the practical applicability and effectiveness of the estimation approach.
Conclusions:
- The cascaded observer design provides a robust solution for state and parameter estimation in disturbed nonlinear systems.
- The method effectively handles nonlinear parameter uncertainties and external disturbances.
- The approach shows significant promise for real-world applications requiring precise system identification and control.
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