Experimental Demonstration and Tolerancing of a Large-Scale Neural Network (165 000 Synapses) Using Phase-Change Memory as the Synaptic Weight Element


Using 2 section-change memory devices per synapse, a three-layer perceptron network with 164 885 synapses is trained on a subset (5000 examples) of the MNIST database of handwritten digits employing a backpropagation variant appropriate for nonvolatile memory (NVM) + selector crossbar arrays, obtaining a coaching (generalization) accuracy of eighty two.2percent (82.ninep.c). Employing a neural network simulator matched to the experimental demonstrator, in depth tolerancing is performed with respect to NVM variability, yield, and also the stochasticity, linearity, and asymmetry of the NVM-conductance response. We show that a bidirectional NVM with a symmetric, linear conductance response of high dynamic range is capable of delivering the identical high classification accuracies on this drawback as a typical, software-primarily based implementation of this same network.

Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here

PROJECT TITLE : Experimental Evaluation of Capacitors for Power Buffering in Single-Phase Power Converters ABSTRACT: An energy buffer is needed for single-phase inverters and rectifiers to absorb twice-line frequency power
PROJECT TITLE : Analytical and experimental studies on active suspension system of light passenger vehicle ABSTRACT: PID (Proportional Integral - Derivative) controllers are used in this research to build an active suspension
PROJECT TITLE :High Dynamics Control for MMC Based on Exact Discrete-Time Model with Experimental Validation - 2017ABSTRACT:Because of the complexity of the system, the management of the modular multilevel converter (MMC) constitutes
PROJECT TITLE :Arm Balancing Control and Experimental Validation of a Grid Connected MMC with Pulsed DC load - 2017ABSTRACT:This paper focuses on the operation of a grid-connected modular multilevel converter (MMC) supplying a
PROJECT TITLE :Hybrid Modulation Based Bidirectional Electrolytic Capacitor-less Three-phase Inverter for Fuel Cell Vehicles: Analysis, Design, and Experimental Results - 2017ABSTRACT:This paper presents a novel six-pulse low-frequency

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry