EVALUATION OF THE SIMPLEX-METHOD FOR TRAINING SIMPLE MULTILAYER NEURAL NETWORKS

Citation
M. Dornier et al., EVALUATION OF THE SIMPLEX-METHOD FOR TRAINING SIMPLE MULTILAYER NEURAL NETWORKS, NEURAL COMPUTING & APPLICATIONS, 7(2), 1998, pp. 107-114
Citations number
34
Categorie Soggetti
Computer Science Artificial Intelligence","Computer Science Artificial Intelligence
ISSN journal
09410643
Volume
7
Issue
2
Year of publication
1998
Pages
107 - 114
Database
ISI
SICI code
0941-0643(1998)7:2<107:EOTSFT>2.0.ZU;2-J
Abstract
A learning algorithm based on the modified Simplex method is proposed for training multilayer neural networks. This algorithm is tested for neural modelling of experimental results obtained during crossflow fil tration tests. The Simplex method is compared to standard back-propaga tion. Simpler to implement, Simplex has allowed us to achieve better r esults over four different databases with lower calculation times. The Simplex algorithm is therefore of interest compared to the classical learning techniques for simple neural structures.