SPICE Compact Model for an Analog Switching Niobium Oxide Memristor
Publikation: Beitrag zu Konferenzen › Paper › Beigetragen › Begutachtung
Beitragende
Abstract
In this paper, we present a compact SPICE model of an analog switching memristive device based on niobium oxide and investigate the functionality of the same as a synapse element through its compact model by utilizing it in a simulation of an 8x8 resistive crossbar array. Considering especially the von Neumann bottleneck for neural network computing tasks, memristive crossbar arrays offer a potential in-memory computing solution performing highly parallel matrix-vector multiplication and reducing the energy consumption. In particular, multilevel switching memristive devices with intrinsic self-compliance are predestined for crossbar operations. Based on experimental results of a bi-layer Ti/Al2O3/Nb2O5/Ti stack, a compact physical model was recently derived, assuming an underlying PooleFrenkel emission mechanism. High model accuracy in terms of I-V behaviors, dynamic route map and power exponent plots were demonstrated by fitting the nonlinear I-V relation and the state function to measurement data, verifying analog gradual switching for the voltage driven extended memristor. In this paper the SPICE implementation for the core memductance accompanied by a parallel and series resistor is introduced and its application for sense analysis via analog and multi-memristor circuit exploitation is presented. Adopting the SPICE model, the switching dynamics is investigated and discussed for performing synaptic potentiation and depression behavior in a potential crossbar application.
Titel in Übersetzung | SPICE-Kompaktmodell für einen analog schaltenden Niob-Oxid-Memristor |
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Details
Originalsprache | Englisch |
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Seiten | 1-4 |
Seitenumfang | 1 |
Publikationsstatus | Veröffentlicht - 2022 |
Peer-Review-Status | Ja |
Konferenz
Titel | International Conference on Modern Circuits and Systems Technologies 2022 |
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Kurztitel | MOCAST 2022 |
Veranstaltungsnummer | 11 |
Dauer | 8 - 10 Juni 2022 |
Webseite | |
Bekanntheitsgrad | Nationale Veranstaltung |
Ort | Haus der Wissenschaft & online |
Stadt | Bremen |
Land | Deutschland |
Externe IDs
Scopus | 85136150800 |
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dblp | conf/mocast/SchroedterDATMH22 |
WOS | 000853078900070 |
Mendeley | b2daeb68-f82f-3e18-8ec4-209a70d0339b |
ORCID | /0000-0002-1236-1300/work/142239543 |
ORCID | /0000-0001-7436-0103/work/142240349 |
ORCID | /0000-0003-3259-4571/work/142249665 |
ORCID | /0000-0003-3814-0378/work/142256112 |
Schlagworte
Forschungsprofillinien der TU Dresden
DFG-Fachsystematik nach Fachkollegium
Ziele für nachhaltige Entwicklung
Schlagwörter
- Compact physical SPICE model, Poole-Frenkel emission, analog gradual switching niobium oxide memristor, bi-layer Al2O3/Nb2O5 stack, synaptic memristive behavior for crossbar application