Title :
Adaptable fuzzy control solutions for driving systems working under continuously variable conditions
Author :
Stinean, Alexandra-Iulia ; Preitl, Stefan ; Precup, Radu-Emil ; Dragos, Claudia-Adina ; Radac, Mircea-Bogdan ; Crainic, Marius
Author_Institution :
Dept. of Autom. & Appl. Inf., Politeh. Univ. of Timisoara, Timisoara, Romania
Abstract :
Based on our previous research results partially published in [1], [2], [3] and [4], the paper presents a survey on dedicated control solutions for driving systems working under continuously variable conditions: variable reference input (speed), variable moment of inertia and variable load disturbance. The solutions were validated using numerical simulation and tested on a laboratory equipment [5]. The structures employ the switching between different Model-Based (MB) control algorithms; due on the simplicity in adaptation, different fuzzified Takagi-Sugeno control solutions are offered. A hybrid Takagi-Sugeno PI-neuro-fuzzy controller is presented. The solutions are based on a classical cascade control structure with an inner current controller and an external speed control loop with bump-less switching between the control algorithms. Our solutions are representative for mechatronics applications.
Keywords :
PI control; adaptive control; cascade control; drives; electric current control; fuzzy control; fuzzy neural nets; machine control; neurocontrollers; numerical analysis; velocity control; MB control algorithms; adaptable fuzzy control solutions; bump-less switching; cascade control structure; continuously variable conditions; current controller; driving systems; external speed control loop; fuzzified Takagi-Sugeno control solutions; hybrid Takagi-Sugeno PI-neuro-fuzzy controller; laboratory equipment; model-based control algorithms; numerical simulation; variable load disturbance; variable moment of inertia; variable reference input; Algorithm design and analysis; Fuzzy control; Mathematical model; Strips; Switches; Takagi-Sugeno model;
Conference_Titel :
Computational Intelligence and Informatics (CINTI), 2013 IEEE 14th International Symposium on
Conference_Location :
Budapest
Print_ISBN :
978-1-4799-0194-4
DOI :
10.1109/CINTI.2013.6705198