Fachgebiet Automatisierungstechnik (AT Plus)

Soft Computing - Neural Networks and Fuzzy Control

Contents:

Introduction

  • Artificial Intelligence
  • Intelligent Systems
  • Genetic Algorithms
  • Knowledge Engineering


Artificial Neural Networks

  • Structures and Dynamics of Artificial Neural Networks
  • Signals and Activation Functions
  • Algorithms and Learning Strategies
  • Implementation of Artificial Neural Networks
  • Multilayer Perceptron
  • Hopfield Networks
  • ADALINE and MADALINE - Adaptive Learning
  • Radial Basis Neural Networks
  • LVQ - Learning Vector Quantization
  • Kohonen Self Organizing Maps


Fuzzy Control

  • Fuzzy Logic and Fuzzy Systems
  • Fuzzy Inference
  • Neuro-Fuzzy Inference Systems
  • Fuzzy Control
  • Identification a Neuro-Fuzzy Control


Evaluation

  • 1 Test or presentation