Journal of Fuzzy Systems and Control (JFSC)
Vol. 2 No. 3 (2024): Vol. 2, No. 3, 2024

Model Predictive Control for Rotary Inverted Pendulum: Simulation and Experiment

Huynh, Phuc-Hoang (Unknown)
Nguyen, Minh-Hanh (Unknown)
Pham, Nguyen-Phat (Unknown)
Duong, Hoang-Viet-Phuc (Unknown)
Nguyen, Huy-Ha (Unknown)
Le, Duc-Chung (Unknown)
Nguyen, Minh-Khoa (Unknown)
Bui, Ngoc-Liem (Unknown)
Le, Nguyen-Phi-Long (Unknown)
Nguyen, Van-Dong-Hai (Unknown)



Article Info

Publish Date
02 Nov 2024

Abstract

Rotary Inverted Pendulum (RIP) is one of the simplest nonlinear systems commonly used for validating control algorithms. In this study, two controllers, Model Predictive Control (MPC) and Linear Quadratic Regulation (LQR), are simulated and experimentally validated. These controllers are executed in real-time on a PC, while the STM32F407 chip handles control and data acquisition from the pendulum using a high-speed USB interface. Due to the custom-built nature of this model, there are inaccuracies in the model and parameter identification. However, results show that the MPC controller is better at trajectory tracking and maintaining balance near the set point compared to the LQR controller. On the other hand, the LQR controller responds more robustly to disturbances and external forces, highlighting distinct differences between MPC’s optimization over each prediction horizon and LQR’s single-solution approach for the entire prediction horizon.

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Journal Info

Abbrev

jfsc

Publisher

Subject

Control & Systems Engineering Electrical & Electronics Engineering Energy Engineering

Description

Journal of Fuzzy Systems and Control is an international peer review journal that published papers about Fuzzy Logic and Control Systems. The Journal of Fuzzy Systems and Control should encompass original research articles, review articles, and case studies that contribute to the advancement of the ...