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

Language: English

Published by Springer, Springer Nov 2020, 2020

3030621324 / 9783030621322

Series: Book 118 of 472 - SpringerBriefs in Applied Sciences and Technology

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This item is printed on demand - Print on Demand Titel. Neuware -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.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 72 pp. Englisch.

Seller Inventory # 9783030621322

Title
Differential Evolution Algorithm with Type-2 Fuzzy Logic for Dynamic Parameter Adaptation with Application to Intelligent Control
Author
Oscar Castillo
Publisher
Springer, Springer Nov 2020
Publication year
2020
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3030621324
ISBN 13
9783030621322
Item weight
125 grams
Dimensions
235x155x5 mm
Series
Book 118 of 472: SpringerBriefs in Applied Sciences and Technology

buchversandmimpf2000

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