Download Analog VLSI Neural Networks: A Special Issue of Analog by Yoshiyasu Takefuji (auth.), Yoshiyasu Takefuji (eds.) PDF

By Yoshiyasu Takefuji (auth.), Yoshiyasu Takefuji (eds.)

This booklet brings jointly in a single position very important contributions and state of the art learn within the swiftly advancing zone of analog VLSI neural networks.
The ebook serves as a great reference, offering insights into the most very important concerns in analog VLSI neural networks study efforts.

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Additional info for Analog VLSI Neural Networks: A Special Issue of Analog Integrated Circuits and Signal Processing

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J. Steyaert was born in Aalst, Belgium, in 1959. D. degree in electrical and mechanical engineering from the 295 Katholieke Universiteit Leuven, Heverlee, Belgium in 1987. U. Leuven. U. Leuven as an IWONL project researcher. In 1988, he was a visiting assistant professor at the University of California, Los Angeles. U. Leuven, where he has been an associate professor since 1990. His current research interests are in high-frequency analog integrated circuits for telecommunications and integrated circuits for biomedical purposes.

Such feedback networks have been described by Lazzaro et al. [49]. For "synaptic" weights, we propose the use of analog floating-gate memory in conjunction with a single transistor weighting element whose conductance is modulated by charge on the floating gate. Because 10 or fewer distinct synaptic strengths are required for the Lffi synapses in the Granger/Lynch/Ambros-Ingerson model [44-48], analog floating gates would seem to pose little risk. Long-term (decades) retention of at least 4 bits of resolution has been estimated by extrapolation from high-temperature charge-relaxation data on floating-gate circuits used in an analog neural network implementation [12].

An expression for the total area of the OTA-R, with I BIAS and B as a parameter, can easily be determined. Then the optimal bias current for the OTA-R is calculated. 1. Expression for the Area of One Transistor For an OTA resistor the equivalent resistance is equal to l/gm of the input transistors. The Vas - VT of the input transistors must beset to Vmax for a signal range of O-Vmax' The resistance of an OTA-R is then The area of a transistor is approximated by the product of its width (W) and length (L).

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