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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2021
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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) |
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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 |
_version_ |
1718380744187838464 |