Analogue Neural VLSI: A Pulse Stream Approach |
Contents
Neural VLSI A review | 15 |
Analogue synaptic weight storage | 29 |
1 | 37 |
Copyright | |
11 other sections not shown
Common terms and phrases
accuracy algorithm Amplitude analogue hardware analogue VLSI applications artificial neural networks asynchronous back-propagation capacitance capacitor chapter character encoder circuitry CMOS computation described device drain-source duty cycle dynamic effect encoding EPSILON chip equation error function example fabricated feedback frequency modulation gate grid hardware learning hidden layer hidden node Hopfield Hopfield network implementation injected input patterns input pulse integrator learning rate linear massively parallel master clock memory minimum MOSFET multi-layer perceptrons multiplexing neural systems neural VLSI neuron on-chip learning op-amp operational amplifier output error per-pulse system performance phase post-synaptic precision problem process variations programming pulse stream pulse width modulation ramp range resistor robot shown in Figure shows sigmoid function signal silicon speed stored summation switched switched-capacitor synapse synaptic weight technique term test chips transconductance transistor V₁ vectors Vouti weight perturbation weight set weight storage weight update weight voltage