Type-2 Fuzzy Logic: Uncertain Systems’ Modeling and Control

✍ Scribed by Rómulo Antão (auth.)

Publisher: Springer Singapore
Year: 2017
Tongue: English
Leaves: 136
Series: Nonlinear Physical Science
Edition: 1
Category: Library

No coin nor oath required. For personal study only.

✦ Synopsis

This book focuses on a particular domain of Type-2 Fuzzy Logic, related to process modeling and control applications. It deepens readers’understanding of Type-2 Fuzzy Logic with regard to the following three topics: using simpler methods to train a Type-2 Takagi-Sugeno Fuzzy Model; using the principles of Type-2 Fuzzy Logic to reduce the influence of modeling uncertainties on a locally linear n-step ahead predictor; and developing model-based control algorithms according to the Generalized Predictive Control principles using Type-2 Fuzzy Sets.

Throughout the book, theory is always complemented with practical applications and readers are invited to take their learning process one step farther and implement their own applications using the algorithms’ source codes (provided). As such, the book offers avaluable referenceguide for allengineers and researchers in the field ofcomputer science who are interested in intelligent systems, rule-based systems and modeling uncertainty.

✦ Table of Contents

Front Matter ....Pages i-x
Introduction (Rómulo Antão, Alexandre Mota, Rui Escadas Martins, José Tenreiro Machado)....Pages 1-5
Fuzzy Logic Systems (Rómulo Antão, Alexandre Mota, Rui Escadas Martins, José Tenreiro Machado)....Pages 7-34
Takagi-Sugeno Fuzzy Logic Systems (Rómulo Antão, Alexandre Mota, Rui Escadas Martins, José Tenreiro Machado)....Pages 35-57
System Modeling Using Type-2 Takagi-Sugeno Fuzzy Systems (Rómulo Antão, Alexandre Mota, Rui Escadas Martins, José Tenreiro Machado)....Pages 59-79
Model Predictive Control Using Type-2 Takagi-Sugeno Fuzzy Systems (Rómulo Antão, Alexandre Mota, Rui Escadas Martins, José Tenreiro Machado)....Pages 81-110
Processor-In-the-Loop Simulation (Rómulo Antão, Alexandre Mota, Rui Escadas Martins, José Tenreiro Machado)....Pages 111-124
Conclusions (Rómulo Antão, Alexandre Mota, Rui Escadas Martins, José Tenreiro Machado)....Pages 125-127
Back Matter ....Pages 129-130

✦ Subjects

Control

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