Differential Evolution Algorithm with Type-2 Fuzzy Logic for Dynamic Parameter Adaptation with Application to Intelligent Control

✍ Scribed by Oscar Castillo, Patricia Ochoa, Jose Soria

• Publisher: Springer International Publishing;Springer
• Year: 2021
• Tongue: English
• Leaves: 66
• Series: SpringerBriefs in Applied Sciences and Technology
• Edition: 1st ed.
• Category: Library

✦ Synopsis

This book focuses on the fields of fuzzy logic, bio-inspired algorithm, especially the differential evolution algorithm and also considering the fuzzy control area. The main idea is that these two areas together can help solve various control problems and to find better results. In this book, the authors test the proposed method using five benchmark control problems. First, the water tank, temperature, mobile robot, and inverted pendulum controllers are considered. For these 4 problems, experimentation was carried out using a Type-1 fuzzy system and an Interval Type-2 system. The last control problem was the D.C. motor, for which the experiments were performed with Type-1, Interval Type-2, and Generalized Type-2 fuzzy systems. When we use fuzzy systems combined with the differential evolution algorithm, we can notice that the results obtained in each of the controllers are better and with increasing uncertainty, the results are even better. For this reason, the authors consider in this book the proposed method using fuzzy systems and the differential evolution algorithm to improve the fuzzy controllers’ behavior in complex control problems.

✦ Table of Contents

Front Matter ....Pages i-vii
Introduction (Oscar Castillo, Patricia Ochoa, Jose Soria)....Pages 1-3
Fuzzy Logic Systems (Oscar Castillo, Patricia Ochoa, Jose Soria)....Pages 5-8
Differential Evolution Algorithm (Oscar Castillo, Patricia Ochoa, Jose Soria)....Pages 9-12
Proposed Method (Oscar Castillo, Patricia Ochoa, Jose Soria)....Pages 13-15
Case Studies (Oscar Castillo, Patricia Ochoa, Jose Soria)....Pages 17-50
Conclusions (Oscar Castillo, Patricia Ochoa, Jose Soria)....Pages 51-52
Back Matter ....Pages 53-61

✦ Subjects

Engineering; Computational Intelligence; Control