Description
Artificial Intelligence in Textile Engineering explains Artificial Intelligence techniques from first principles in the perfect way for textiles materials scientists and engineers.Advances in Artificial Intelligence technology have made a substantial impact across the textiles supply chain, making products more efficient, flexible and reliable. In this book techniques such as artificial neural network, support vector machine, fuzzy logic, rough set, evolutionary algorithm, and hybrid intelligence systems are described with application to textiles. Readers are supported throughout with step by step mathematical derivations of AI techniques, case studies, as well as MATLAB codes, giving readers from different backgrounds the perfect entry to AI solutions.- Includes MATLAB® codes for solving various artificial intelligence techniques- Provides case studies, practical examples of textile engineering problems and self-study problems in each chapter- Presents step-by-step mathematical derivations of artificial intelligence techniques throughout
Table of Contents
1. Introduction to AI Techniques2. Basic Concepts of Artificial Neural Network and Applications in Textiles3. Use of the Support Vector Machine in Textiles4. Applications of Fuzzy Inference Systems in Textiles5. Applications of Rough Set in Textiles6. Applications of Nature-Inspired Optimisation Algorithms in Textiles7. Applications of Hybrid Intelligence Systems in Textiles
