Download 'Analogue Imprecision in MLP Training' PDF & EPUB 📘

Download Analogue Imprecision in Mlp Training by P.J. Edwards - mirror 1 ---> http://po.st/PB3Ffc mirror 2 ---> http://tinyurl.com/jvjzaj2 mirror 3 --> http://q.gs/9283027/analogue-imprecision-in-mlp-training --------------- <br />Synopsis: Hardware inaccuracy and imprecision are important considerations when implementing neural algorithms. This book presents a study of synaptic weight noise as a typical fault model for analogue VLSI realisations of MLP neural networks and examines the implications for learning and network performance. The aim of the book is to present a study of how including an imprecision model into a learning scheme as a“fault tolerance hint” can aid understanding of accuracy and precision requirements for a particular implementation. In addition the study shows how such a scheme can give rise to significant performance enhancement.