Efficiency of Double-Barrier Magnetic Tunnel Junction-Based Digital eNVM Array for Neuro-Inspired Computing

نویسندگان

چکیده

This brief deals with the impact of spin-transfer torque magnetic random access memory (STT-MRAM) cell based on double-barrier tunnel junction (DMTJ) performance a two-layer multilayer perceptron (MLP) neural network. The DMTJ-based is benchmarked against conventional single-barrier MTJ (SMTJ) counterpart by means comprehensive evaluation carried out through state-of-the-art device-to-algorithm simulation framework. benchmark MNIST handwritten dataset, Verilog-A compact models developed our group, and 0.8 V FinFET technology. Our results point that use STT-MRAM cells to implement digital embedded non-volatile (eNVM) synaptic core allows write/read energy latency improvements about 53%/61% 66%/17%, respectively, as compared SMTJ-based equivalent design. achieved ensuring reduced area footprint learning accuracy 91%. Such make good eNVM option for neuro-inspired computing.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Controlling shot noise in double-barrier magnetic tunnel junctions.

We demonstrate that shot noise in Fe/MgO/Fe/MgO/Fe double-barrier magnetic tunnel junctions is determined by the relative magnetic configuration of the junction and also by the asymmetry of the barriers. The proposed theoretical model, based on sequential tunneling through the system and including spin relaxation, successfully accounts for the experimental observations for bias voltages below 0...

متن کامل

Shot noise in magnetic double-barrier tunnel junctions

T. Szczepański, V. K. Dugaev, 2 J. Barnaś∗,3 J. P. Cascales, and F. G. Aliev Department of Physics, Rzeszów University of Technology, al. Powstańców Warszawy 6, 35-959 Rzeszów, Poland Department of Physics and CFIF, Instituto Superior Técnico, TU Lisbon, Av. Rovisco Pais, 1049-001 Lisbon, Portugal Institute of Molecular Physics, Polish Academy of Sciences, Smoluchowskiego 17, 60-179 Poznań, Pol...

متن کامل

Double oxidation scheme for tunnel junction fabrication

All material supplied via Aaltodoc is protected by copyright and other intellectual property rights, and duplication or sale of all or part of any of the repository collections is not permitted, except that material may be duplicated by you for your research use or educational purposes in electronic or print form. You must obtain permission for any other use. Electronic or print copies may not ...

متن کامل

Security Protection for Magnetic Tunnel Junction

Energy efficiency is one of the most important parameters for designing and building a computing system nowadays. Introduction of new transistor and memory technologies to the integrated circuits design have brought hope for low energy very large scale integration (VLSI) circuit design. This excellency is pleasant if the computing system is secure and the energy is not wasted through execution ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: IEEE Transactions on Circuits and Systems Ii-express Briefs

سال: 2023

ISSN: ['1549-7747', '1558-3791']

DOI: https://doi.org/10.1109/tcsii.2023.3240474