168 citations · 332 across the 14 of their papers we have counts for
4 papers · 1 filter
Towards Efficient RRAM-based Quantized Neural Networks Hardware: State-of-the-art and Open Issues
O. Krestinskaya, L. Zhang, K. N. Salama
The increasing amount of data processed on edge and the demand for reducing the energy consumption for large neural network architectures have initiated the transition from traditi…
Learning in Memristive Neural Network Architectures using Analog Backpropagation Circuits
Olga Krestinskaya, Khaled Nabil Salama, Alex Pappachen James
The on-chip implementation of learning algorithms would speed-up the training of neural networks in crossbar arrays. The circuit level design and implementation of backpropagation…
Memristor-based Synaptic Sampling Machines
Irina Dolzhikova, Khaled Salama, Vipin Kizheppatt +1
Synaptic Sampling Machine (SSM) is a type of neural network model that considers biological unreliability of the synapses. We propose the circuit design of the SSM neural network w…
Memristor-based mono-stable oscillator
A. T. Bahgat, K. N. Salama
In this letter, a reactance-less mono-stable oscillator is introduced for the first time using memristors. By replacing bulky inductors and capacitors with memristors, the novel mo…