IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00)-Volume 4
An On-Chip Learning Neural Network
Como, Italy
July 24-July 27
ISBN: 0-7695-0619-4
In this paper, we present and discuss the major results of out research activity aimed to the analog VLSI implementation of on-chip learning neural networks. In particular, we present the SLANP (Self Learning Neural Processor) chip results. The SLANP architecture implements on-chip learning Multi Layer Perceptron network. The learning algorithm is based on the Back Propagation but it exhibits increased capabilities due to the local learning rate management. A prototype chip has been designed and fabricated in a CMOS 0.7.... m minimum channel length technology. The experimental results confirm the functionality of the chip and the soundness of the approach. The SLANP performance compare favorable with those reported in literature.
Citation:
G.M. Bo, D.D. Caviglia, M. Valle, "An On-Chip Learning Neural Network," ijcnn, vol. 4, pp.4066, IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00)-Volume 4, 2000