Memristor Bridge Synapse-Based Neural Network and Its Learning


Analog hardware design of a memristor bridge synapse-primarily based multilayer neural network and its learning scheme is proposed. The utilization of memristor bridge synapse within the proposed architecture solves one amongst the main issues, concerning nonvolatile weight storage in analog neural network implementations. To make amends for the spatial nonuniformity and nonideal response of the memristor bridge synapse, a changed chip-in-the-loop learning theme appropriate for the proposed neural network design is also proposed. In the proposed technique, the initial learning is conducted in software, and also the behavior of the software-trained network is learned by the hardware network by learning every of the only-layered neurons of the network independently. The forward calculation of the only-layered neuron learning is implemented on circuit hardware, and followed by a weight updating phase assisted by a number computer. In contrast to standard chip-in-the-loop learning, the need for the readout of synaptic weights for calculating weight updates in every epoch is eliminated by virtue of the memristor bridge synapse and the proposed learning scheme. The hardware design along with the successful implementation of proposed learning on a 3-bit parity network, and on a automotive detection network is also presented.

Did you like this research project?

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

PROJECT TITLE :A Memristor Based Binary Multiplier - 2017ABSTRACT:Memristor may be a two-terminal nanodevice that has recently attracted the eye of the many researchers due to its simple structure, non-volatility behaviour, high-density
PROJECT TITLE :A Mapping Methodology of Boolean Logic Circuits on Memristor Crossbar - 2017ABSTRACT:Alternatives to CMOS logic circuit implementations are under analysis for future scaled electronics. Memristor crossbar-based
PROJECT TITLE :Ultrahigh Density Memristor Neural Crossbar for On-Chip Supervised LearningABSTRACT:Although there are a number of candidates for future computing systems, memristor-based neural crossbar (NC) is considered particularly
PROJECT TITLE :A Novel Window Function for Memristor Model With Application in Programming Analog CircuitsABSTRACT:A mathematical model for the $mboxTiO_two$ thin-film memristive devices found by Hewlett Packard Labs is proposed
PROJECT TITLE : Video Dissemination over Hybrid Cellular and Ad Hoc Networks - 2014 ABSTRACT: We study the problem of disseminating videos to mobile users by using a hybrid cellular and ad hoc network. In particular, we formulate

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

Project Enquiry