ADALINES, Adaptive Filters, and Multi-Layer Perceptrons

The following sections are included:

• Adaptive Linear Combiner and ADALINE

  • Derivation of the LMS Algorithm

  • The ADALINE and MADALINE

  • Channel Equalisation Example

  • ADALINE Summary

• General MLP Networks

  • A Detailed Three-Layer MLP Model

  • Derivation of Backpropagation-of-error Learning

  • An Illustrative Worked Example

  • MLP Application Notes

  • Multi-Layer Perceptron Construction

  • MLP Summary

• References