Stochastic Thermodynamics of Nonlinear Electronic Circuits: A Realistic Framework for Computing Around kT

We provide a general theory of nonlinear electronic circuits subjected to thermal noise. The devices constituting the circuit can have arbitrary I-V curves but must display shot noise. This theory includes tunnel junctions, diodes, and MOS transistors in subthreshold operation, among others. The sto...

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Autores principales: Nahuel Freitas, Jean-Charles Delvenne, Massimiliano Esposito
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Publicado: American Physical Society 2021
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spelling oai:doaj.org-article:94a60e5a8544463988ebf78f4c8371352021-12-02T17:28:20ZStochastic Thermodynamics of Nonlinear Electronic Circuits: A Realistic Framework for Computing Around kT10.1103/PhysRevX.11.0310642160-3308https://doaj.org/article/94a60e5a8544463988ebf78f4c8371352021-09-01T00:00:00Zhttp://doi.org/10.1103/PhysRevX.11.031064http://doi.org/10.1103/PhysRevX.11.031064https://doaj.org/toc/2160-3308We provide a general theory of nonlinear electronic circuits subjected to thermal noise. The devices constituting the circuit can have arbitrary I-V curves but must display shot noise. This theory includes tunnel junctions, diodes, and MOS transistors in subthreshold operation, among others. The stochastic nonequilibrium thermodynamics of these circuits is also established. The irreversible entropy production is expressed in terms of thermodynamic potentials and forces, and its fluctuations satisfy fluctuation theorems. Our theory is ideally suited to formulate a thermodynamics of computing with realistic architectures, where the reduction in transistor size and operating voltages make thermal fluctuations increasingly important. We demonstrate this point in two ways: first, by proposing a stochastic model of a CMOS inverter whose actual transfer function deviates from the deterministic one due to nonequilibrium fluctuations, and, second, by proposing a low-power full-CMOS design for a probabilistic bit (or binary stochastic neuron) exploiting intrinsic noise.Nahuel FreitasJean-Charles DelvenneMassimiliano EspositoAmerican Physical SocietyarticlePhysicsQC1-999ENPhysical Review X, Vol 11, Iss 3, p 031064 (2021)
institution DOAJ
collection DOAJ
language EN
topic Physics
QC1-999
spellingShingle Physics
QC1-999
Nahuel Freitas
Jean-Charles Delvenne
Massimiliano Esposito
Stochastic Thermodynamics of Nonlinear Electronic Circuits: A Realistic Framework for Computing Around kT
description We provide a general theory of nonlinear electronic circuits subjected to thermal noise. The devices constituting the circuit can have arbitrary I-V curves but must display shot noise. This theory includes tunnel junctions, diodes, and MOS transistors in subthreshold operation, among others. The stochastic nonequilibrium thermodynamics of these circuits is also established. The irreversible entropy production is expressed in terms of thermodynamic potentials and forces, and its fluctuations satisfy fluctuation theorems. Our theory is ideally suited to formulate a thermodynamics of computing with realistic architectures, where the reduction in transistor size and operating voltages make thermal fluctuations increasingly important. We demonstrate this point in two ways: first, by proposing a stochastic model of a CMOS inverter whose actual transfer function deviates from the deterministic one due to nonequilibrium fluctuations, and, second, by proposing a low-power full-CMOS design for a probabilistic bit (or binary stochastic neuron) exploiting intrinsic noise.
format article
author Nahuel Freitas
Jean-Charles Delvenne
Massimiliano Esposito
author_facet Nahuel Freitas
Jean-Charles Delvenne
Massimiliano Esposito
author_sort Nahuel Freitas
title Stochastic Thermodynamics of Nonlinear Electronic Circuits: A Realistic Framework for Computing Around kT
title_short Stochastic Thermodynamics of Nonlinear Electronic Circuits: A Realistic Framework for Computing Around kT
title_full Stochastic Thermodynamics of Nonlinear Electronic Circuits: A Realistic Framework for Computing Around kT
title_fullStr Stochastic Thermodynamics of Nonlinear Electronic Circuits: A Realistic Framework for Computing Around kT
title_full_unstemmed Stochastic Thermodynamics of Nonlinear Electronic Circuits: A Realistic Framework for Computing Around kT
title_sort stochastic thermodynamics of nonlinear electronic circuits: a realistic framework for computing around kt
publisher American Physical Society
publishDate 2021
url https://doaj.org/article/94a60e5a8544463988ebf78f4c837135
work_keys_str_mv AT nahuelfreitas stochasticthermodynamicsofnonlinearelectroniccircuitsarealisticframeworkforcomputingaroundkt
AT jeancharlesdelvenne stochasticthermodynamicsofnonlinearelectroniccircuitsarealisticframeworkforcomputingaroundkt
AT massimilianoesposito stochasticthermodynamicsofnonlinearelectroniccircuitsarealisticframeworkforcomputingaroundkt
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