Abstract
In this paper, a mixed-signal current-mode chip is implemented using commercial 0.35-m technology. It performs the preprocessing task done by the first neurons layers in ART-based neural networks. Post layout simulations show an acceptable linearity error for such neural systems. The input signal swings from 20 to 50 μA. The circuit operates at a supply voltage of 3.3 V with 200 kHz bandwidth.
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References
Gail A. Carpenter and Stephen Grossberg. The ART of adaptive pattern recognition by a self-organizing neural network. Computer, 21:77–87, 1988.
Gail A. Carpenter and Stephen Grossberg. A massively parallel architecture for a self-organizing neural pattern recognition machine. Computer vision graphics and image processing, 37:54–115, 1987.
G. A. Carpenter, S. Grossberg, and J.H. Reynolds. ARTMAP: Supervised real-time learning and classification of non-stationary data by a self-organizing neural network. Neural Networks, 4:565–588, 1992.
Gail A. Carpenter and Stephen Grossberg. Fuzzy-ART: Fast stable learning and categorization of analog patterns by an adaptive resonance system. Neural Networks, 4:759–771, 1991.
G. A. Carpenter, S. Grossberg, J.H. Markuzon, N.and Reynolds, and D.B. Rosen. Fuzzy-ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps. IEEE Transactions on neural networks, 3:698–713, 1992.
Gail A. Carpenter and Stephen Grossberg. ART2: Self-organizing of stable category recognition codes for analog input patterns. Applied Optics, 26:4919–4930, December 1987.
T. Serrano-Gotarredona and B. Linares-Barranco. An ART1 microchip and its use in multi-ART1 systems. IEEE Transactions on Neural Networks, 8:1184–1197, 1997.
M. Cohen, P. Abshire, and G. Cauwenberghs. Mixed-mode VLSI implementation of fuzzy-ART. IEEE International Symposium on Circuits and Systems, 1998.
M. Fernández-Delgado. MART: Una nueva arquitectura de computación neuronal y su aplicación al diseno de un sistema inteligente de monitorización de pacientes. PhD thesis, Universidade de Santiago de Compostela, 1999.
R.J. Wiegerink. Analysis and synthesis of MOS translinear circuits. Kluwer, 1993.
T. Serrano-Gotarredona and B. Linares-Barranco. A high-precision current-mode wta-max circuit with multichip capability. IEEE Journal of Solid State Circuits, 33:280–286, 1998.
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© 2003 Springer-Verlag Berlin Heidelberg
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Alcantud, JA.L., Madrid, JÁ.D., Hauer, H., Merino, R.R. (2003). An analogue current–mode hardware design proposal for preprocessing layers in ART-based neural networks. In: Mira, J., Álvarez, J.R. (eds) Artificial Neural Nets Problem Solving Methods. IWANN 2003. Lecture Notes in Computer Science, vol 2687. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-44869-1_13
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DOI: https://doi.org/10.1007/3-540-44869-1_13
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