This work presents a new numerical model for the electrochemical random-access memory (ECRAM), a three terminal analogue memory device where the defect concentration controls the conductance of a metal oxide channel. The model relies on partial differential equations for ionic drift-diffusion across the ECRAM stack, causing the potentiation and depression of the synaptic channel. The model accounts for experimentally-observed linear programming and temperature acceleration of potentiation/depression. The model is useful for predicting the device characteristics and optimizing the device geometry for analogue-domain neural network accelerators.

Modeling of oxide-based ECRAM programming by drift-diffusion ion transport

Baldo, Matteo;Ielmini, Daniele
2021-01-01

Abstract

This work presents a new numerical model for the electrochemical random-access memory (ECRAM), a three terminal analogue memory device where the defect concentration controls the conductance of a metal oxide channel. The model relies on partial differential equations for ionic drift-diffusion across the ECRAM stack, causing the potentiation and depression of the synaptic channel. The model accounts for experimentally-observed linear programming and temperature acceleration of potentiation/depression. The model is useful for predicting the device characteristics and optimizing the device geometry for analogue-domain neural network accelerators.
2021
Proceedings of the 2021 IEEE International Memory Workshop (IMW)
978-1-7281-8517-0
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11311/1175629
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