This paper proposes the derivation of a physicsbased model of an analog memristive device realized as a bi-layer Al2O3/Nb2O5 stack. Memristive crossbar arrays implementing matrix-vector multiplications are a central building block of novel computing-in-memory architectures for artificial neural network and neuromorphic computing applications. The presented memristor shows analog, multi-level switching at high resistances without electroforming and is suitable for crossbar operations with low energy consumption. By including a graphical analysis method of the I-V curves obtained in a quasi-static approach, the dynamic behavior is analyzed with regard to ohmic and Poole- Frenkel behavior. Finally, a compact model, represented by an algebraic differential equation, is proposed and verified by fitting calculated solutions to experimental data.

Physics-based modeling of a bi-layer Al2O3/Nb2O5 analog memristive device / Schroedter r, ; Mgeladze, E; Herzig, M; Ascoli, A; Slesazeck, S; Mikolajick, T; Tetzlaff, R. - ELETTRONICO. - (2022), pp. 1097-1101. (Intervento presentato al convegno 2022 IEEE International Symposium on Circuits and Systems (ISCAS) tenutosi a Austin, TX (USA) nel 27 May 2022 - 01 June 2022) [10.1109/ISCAS48785.2022.9937966].

Physics-based modeling of a bi-layer Al2O3/Nb2O5 analog memristive device

Ascoli A;
2022

Abstract

This paper proposes the derivation of a physicsbased model of an analog memristive device realized as a bi-layer Al2O3/Nb2O5 stack. Memristive crossbar arrays implementing matrix-vector multiplications are a central building block of novel computing-in-memory architectures for artificial neural network and neuromorphic computing applications. The presented memristor shows analog, multi-level switching at high resistances without electroforming and is suitable for crossbar operations with low energy consumption. By including a graphical analysis method of the I-V curves obtained in a quasi-static approach, the dynamic behavior is analyzed with regard to ohmic and Poole- Frenkel behavior. Finally, a compact model, represented by an algebraic differential equation, is proposed and verified by fitting calculated solutions to experimental data.
2022
978-1-6654-8485-5
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11583/2988483