Using the GREMLIN for digital FIR networks

Time-delay neural networks are well-suited for prediction purposes. A particular implementation is the Finite Impulse Response neural net. The GREMLIN architecture is introduced to accommodate such networks. It can be micropipelined to achieve a 85 MCPS performance on a conventional connection-serial structure and allows from its Logic-Enhance Memory nature an easily parametrized design. A typical design for biomedical applications can be trained in a Cascade fashion and subsequently mapped.

[1]  Eric A. Wan,et al.  Temporal backpropagation for FIR neural networks , 1990, 1990 IJCNN International Joint Conference on Neural Networks.

[2]  Geoffrey E. Hinton,et al.  A time-delay neural network architecture for isolated word recognition , 1990, Neural Networks.

[3]  Jos Nijhuis,et al.  Neurocontrol for lateral vehicle guidance , 1993, IEEE Micro.

[4]  Geoffrey E. Hinton,et al.  Phoneme recognition using time-delay neural networks , 1989, IEEE Trans. Acoust. Speech Signal Process..

[5]  Khashayar Pakdaman,et al.  Interneural delay modification synchronizes biologically plausible neural networks , 1994, Neural Networks.

[6]  Michael R. Davenport,et al.  Continuous-time temporal back-propagation with adaptable time delays , 1993, IEEE Trans. Neural Networks.

[7]  David A. Patterson,et al.  Computer Architecture: A Quantitative Approach , 1969 .

[8]  Jos Nijhuis,et al.  Cascade learning for FIR-TDNNs , 1995, The European Symposium on Artificial Neural Networks.

[9]  Jos Nijhuis,et al.  Arithmetic for relative accuracy , 1995, Proceedings of the 12th Symposium on Computer Arithmetic.

[10]  Amir F. Atiya,et al.  How delays affect neural dynamics and learning , 1994, IEEE Trans. Neural Networks.

[11]  Michael I. Jordan Attractor dynamics and parallelism in a connectionist sequential machine , 1990 .

[12]  Bernard Widrow,et al.  Neural nets for adaptive filtering and adaptive pattern recognition , 1988, Computer.

[13]  Christian Lebiere,et al.  The Cascade-Correlation Learning Architecture , 1989, NIPS.