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Electrically programmable probabilistic bit anti-correlator on a nanomagnetic platform

Execution of probabilistic computing algorithms require electrically programmable stochasticity to encode arbitrary probability functions and controlled stochastic interaction or correlation between probabilistic (p-) bits. The latter is implemented with complex electronic components leaving a large...

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Autores principales: McCray, Mason T., Abeed, Md Ahsanul, Bandyopadhyay, Supriyo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7378554/
https://www.ncbi.nlm.nih.gov/pubmed/32703976
http://dx.doi.org/10.1038/s41598-020-68996-y
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author McCray, Mason T.
Abeed, Md Ahsanul
Bandyopadhyay, Supriyo
author_facet McCray, Mason T.
Abeed, Md Ahsanul
Bandyopadhyay, Supriyo
author_sort McCray, Mason T.
collection PubMed
description Execution of probabilistic computing algorithms require electrically programmable stochasticity to encode arbitrary probability functions and controlled stochastic interaction or correlation between probabilistic (p-) bits. The latter is implemented with complex electronic components leaving a large footprint on a chip and dissipating excessive amount of energy. Here, we show an elegant implementation with just two dipole-coupled magneto-tunneling junctions (MTJ), with magnetostrictive soft layers, fabricated on a piezoelectric film. The resistance states of the two MTJs (high or low) encode the p-bit values (1 or 0) in the two streams. The first MTJ is driven to a resistance state with desired probability via a current or voltage that generates spin transfer torque, while the second MTJ’s resistance state is determined by dipole coupling with the first, thus correlating the second p-bit stream with the first. The effect of dipole coupling can be varied by generating local strain in the soft layer of the second MTJ with a local voltage (~ 0.2 V) and that varies the degree of anti-correlation between the resistance states of the two MTJs and hence between the two streams (from 0 to 100%). This paradigm generates the anti-correlation with “wireless” dipole coupling that consumes no footprint on a chip and dissipates no energy, and it controls the degree of anti-correlation with electrically generated strain that consumes minimal footprint and is extremely frugal in its use of energy. It can be extended to arbitrary number of bit streams. This realizes an “all-magnetic” platform for generating correlations or anti-correlations for probabilistic computing. It also implements a simple 2-node Bayesian network.
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spelling pubmed-73785542020-07-24 Electrically programmable probabilistic bit anti-correlator on a nanomagnetic platform McCray, Mason T. Abeed, Md Ahsanul Bandyopadhyay, Supriyo Sci Rep Article Execution of probabilistic computing algorithms require electrically programmable stochasticity to encode arbitrary probability functions and controlled stochastic interaction or correlation between probabilistic (p-) bits. The latter is implemented with complex electronic components leaving a large footprint on a chip and dissipating excessive amount of energy. Here, we show an elegant implementation with just two dipole-coupled magneto-tunneling junctions (MTJ), with magnetostrictive soft layers, fabricated on a piezoelectric film. The resistance states of the two MTJs (high or low) encode the p-bit values (1 or 0) in the two streams. The first MTJ is driven to a resistance state with desired probability via a current or voltage that generates spin transfer torque, while the second MTJ’s resistance state is determined by dipole coupling with the first, thus correlating the second p-bit stream with the first. The effect of dipole coupling can be varied by generating local strain in the soft layer of the second MTJ with a local voltage (~ 0.2 V) and that varies the degree of anti-correlation between the resistance states of the two MTJs and hence between the two streams (from 0 to 100%). This paradigm generates the anti-correlation with “wireless” dipole coupling that consumes no footprint on a chip and dissipates no energy, and it controls the degree of anti-correlation with electrically generated strain that consumes minimal footprint and is extremely frugal in its use of energy. It can be extended to arbitrary number of bit streams. This realizes an “all-magnetic” platform for generating correlations or anti-correlations for probabilistic computing. It also implements a simple 2-node Bayesian network. Nature Publishing Group UK 2020-07-23 /pmc/articles/PMC7378554/ /pubmed/32703976 http://dx.doi.org/10.1038/s41598-020-68996-y Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
McCray, Mason T.
Abeed, Md Ahsanul
Bandyopadhyay, Supriyo
Electrically programmable probabilistic bit anti-correlator on a nanomagnetic platform
title Electrically programmable probabilistic bit anti-correlator on a nanomagnetic platform
title_full Electrically programmable probabilistic bit anti-correlator on a nanomagnetic platform
title_fullStr Electrically programmable probabilistic bit anti-correlator on a nanomagnetic platform
title_full_unstemmed Electrically programmable probabilistic bit anti-correlator on a nanomagnetic platform
title_short Electrically programmable probabilistic bit anti-correlator on a nanomagnetic platform
title_sort electrically programmable probabilistic bit anti-correlator on a nanomagnetic platform
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7378554/
https://www.ncbi.nlm.nih.gov/pubmed/32703976
http://dx.doi.org/10.1038/s41598-020-68996-y
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