Analog VLSI neural network implementations of hardware annealing and winner-take-all functions

J. Choi, B. Sheu, S. Gowda
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引用次数: 1

Abstract

Hardware annealing and winner-take-all (WTA) functions have been implemented in 2.0- mu m technology. The hardware annealing technique has been demonstrated using a 4*4 synapse network. Measurement results of a new WTA circuit are presented. The WTA circuit uses transistors biased in saturation to achieve high-speed performance. Since the comparison among the inputs is performed on one common signal line, the circuit can be easily extended to a larger dimension with that common signal line connected throughout the entire circuit. The new high-speed analog winner-take-all circuit can be extended linearly to at least 1024 inputs.<>
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模拟VLSI神经网络实现硬件退火和赢者通吃函数
硬件退火和赢家通吃(WTA)功能已在2.0 μ m技术中实现。硬件退火技术已被证明使用一个4*4突触网络。给出了一种新型WTA电路的测试结果。WTA电路使用饱和偏置晶体管来实现高速性能。由于输入之间的比较是在一条公共信号线上进行的,因此该电路可以很容易地扩展到更大的尺寸,该公共信号线连接整个电路。新的高速模拟赢家通吃电路可以线性扩展到至少1024个输入。
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