libcats.org
Главная

Fuzzy Logic Systems for Engineering: A Tutorial

Обложка книги Fuzzy Logic Systems for Engineering: A Tutorial

Fuzzy Logic Systems for Engineering: A Tutorial

Л fuzzy logic system (FLS) is unique in that it is able to simultaneously handle numerical data and linguistic knowledge. It is a nonlinear mapping of an input data (feature) vector into a scalar output, i.e., it maps numbers into numbers. Fuzzy set theory and fuzzy logic establish the specifics of the nonlinear mapping. This tutorial paper provides a guided tour through those aspects of fuzzy sets and fuzzy logic that are necessary to synthesize a FLS. It does this by starting with crisp set theory and dual logic and demonstrating how both can be extended to their fuzzy counterparts. Because engineering systems are, for the most part, causal, we impose causality as a constraint on the development of the FLS. Doing this lets us steer down a very special and widely used tributary of the FL literature, one that is valuable for engineering applications of FL but may not be as valuable for nonengineering applications.After synthesizing a FLS, we demonstrate that it can be expressed mathematically as a linear combination of fuzzy basis functions, and is a nonlinear universal function approximator, a property that it shares with feedforward neural networks. The fuzzy basis function expansion is very powerful because its basis functions can be derived from either numerical data or linguistic knowledge, both of which can be cast into the forms of IF-THEN rules. To date, a FLS is the only approximation method that is able to incorporate both types of knowledge in a unified mathematical manner.
EPUB | FB2 | MOBI | TXT | RTF
* Конвертация файла может нарушить форматирование оригинала. По-возможности скачивайте файл в оригинальном формате.
Популярные книги за неделю:

Ключ к сверхсознанию

Автор:
Категория: Путь к себе
Размер книги: 309 Kb

Contemporary Theatre, Film and Television, Volume 97

Автор:
Размер книги: 3.18 Mb
Только что пользователи скачали эти книги:

English Grammar in Use

Автор:
Размер книги: 21.70 Mb

Handbook of Data Visualization

Автор: , Автор: , Автор: , Автор:
Категория: programming_development
Размер книги: 33.65 Mb

Охотничье Оружие Мира

Автор:
Размер книги: 136.41 Mb

Build Your Own Wicked Wordpress Themes

Автор: , Автор: , Автор: , Автор:
Размер книги: 24.50 Mb

The Big Short: Inside the Doomsday Machine

Автор:
Категория: Техника
Размер книги: 928 Kb

Psychology: The Science of Mind and Behaviour, 6th edition

Автор:
Размер книги: 29.20 Mb

Kafka on the Shore

Автор: , Автор:
Категория: fiction
Размер книги: 803 Kb