A Method of Applying 81-Rule Fuzzy Control For Three-Linked Acrobot

Autor: Tran Minh Nguyet Nguyen, Van Dong Hai Nguyen, Ngoc Truong Son Nguyen, Van Thang Tran, Le Tan Tai Nguyen, Thanh Khang Phan, Thanh Giang Nguyen, Quoc Huy Bui, Ngoc Duy Tan Le, Tan Tai Bui
Rok vydání: 2023
Zdroj: Journal of Technical Education Science. :21-33
ISSN: 2615-9740
Popis: Acrobot, which is also called gymnastic robot, is a single input-multi output (SIMO) system which imitates motion of a barbell athlete. However, two links of this model are just equivalent to body and hand of athlete. To imitate better motion of athlete, three-linked acrobot- a complicated multi input-multi output (MIMO) under-actuated system – is developed. Parts of barbell athlete including leg, body and hand, are modelled well by this new system. In this paper, we present a method to apply an 81-rule fuzzy algorithm, which is popularly used for invert pendulum systems, to balance this model at upward equilibrium point. Instead of using a complicated 729-rule fuzzy controller which is set by knowledge of experts, we use more simple fuzzy structure. Through genetic algorithm (GA), the pre-processing and post-processing coefficients of fuzzy controller are chosen. With these suitable coefficients, our fuzzy controller is proved to work well through Matlab/Simulink simulation.
Databáze: OpenAIRE