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Stochastic Thermodynamics of Non-Linear Electronic Circuits: A Realistic Framework for Computing around kT

Statistical Mechanics 2021-09-29 v4

Abstract

We present a general formalism for the construction of thermodynamically consistent stochastic models of non-linear electronic circuits. The devices constituting the circuit can have arbitrary I-V curves and may include tunnel junctions, diodes, and MOS transistors in subthreshold operation, among others. We provide a full analysis of the stochastic non-equilibrium thermodynamics of these models, identifying the relevant thermodynamic potentials, characterizing the different contributions to the irreversible entropy production, and obtaining different fluctuation theorems. Our work provides a realistic framework to study thermodynamics of computing with electronic circuits. We demonstrate this point by constructing a stochastic model of a CMOS inverter. We find that a deterministic analysis is only compatible with the assumption of equilibrium fluctuations, and analyze how the non-equilibrium fluctuations induce deviations from its deterministic transfer function. Finally, building on the CMOS inverter, we propose a full-CMOS design for a probabilistic bit (or binary stochastic neuron) exploiting intrinsic noise.

Keywords

Cite

@article{arxiv.2008.10578,
  title  = {Stochastic Thermodynamics of Non-Linear Electronic Circuits: A Realistic Framework for Computing around kT},
  author = {Nahuel Freitas and Jean-Charles Delvenne and Massimiliano Esposito},
  journal= {arXiv preprint arXiv:2008.10578},
  year   = {2021}
}

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Updated version

R2 v1 2026-06-23T18:04:13.466Z