Exploiting the switching dynamics of HfO2-based ReRAM devices for reliable analog memristive behavior

The utilization of bipolar-type memristive devices for the realization of synaptic connectivity in neural networks strongly depends on the ability of the devices for analog conductance modulation under application of electrical stimuli in the form of identical voltage pulses. Typically, filamentary...

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Main Authors: F. Cüppers, S. Menzel, C. Bengel, A. Hardtdegen, M. von Witzleben, U. Böttger, R. Waser, S. Hoffmann-Eifert
Format: Article
Language:English
Published: AIP Publishing LLC 2019-09-01
Series:APL Materials
Online Access:http://dx.doi.org/10.1063/1.5108654
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spelling doaj-485f43f80d6f41a29d94af26319610ae2020-11-24T20:45:01ZengAIP Publishing LLCAPL Materials2166-532X2019-09-0179091105091105-910.1063/1.5108654007909APMExploiting the switching dynamics of HfO2-based ReRAM devices for reliable analog memristive behaviorF. Cüppers0S. Menzel1C. Bengel2A. Hardtdegen3M. von Witzleben4U. Böttger5R. Waser6S. Hoffmann-Eifert7Peter Grünberg Institute 7 & 10, Forschungszentrum Jülich GmbH and JARA-Fit, 52425 Jülich, GermanyPeter Grünberg Institute 7 & 10, Forschungszentrum Jülich GmbH and JARA-Fit, 52425 Jülich, GermanyInstitute of Materials in Electrical Engineering and Information Technology II and JARA-Fit, RWTH Aachen University, 52062 Aachen, GermanyPeter Grünberg Institute 7 & 10, Forschungszentrum Jülich GmbH and JARA-Fit, 52425 Jülich, GermanyInstitute of Materials in Electrical Engineering and Information Technology II and JARA-Fit, RWTH Aachen University, 52062 Aachen, GermanyInstitute of Materials in Electrical Engineering and Information Technology II and JARA-Fit, RWTH Aachen University, 52062 Aachen, GermanyPeter Grünberg Institute 7 & 10, Forschungszentrum Jülich GmbH and JARA-Fit, 52425 Jülich, GermanyPeter Grünberg Institute 7 & 10, Forschungszentrum Jülich GmbH and JARA-Fit, 52425 Jülich, GermanyThe utilization of bipolar-type memristive devices for the realization of synaptic connectivity in neural networks strongly depends on the ability of the devices for analog conductance modulation under application of electrical stimuli in the form of identical voltage pulses. Typically, filamentary valence change mechanism (VCM)-type devices show an abrupt SET and a gradual RESET switching behavior. Thus, it is challenging to achieve an analog conductance modulation during SET and RESET. Here, we show that analog as well as binary conductance modulation can be achieved in a Pt/HfO2/TiOx/Ti VCM cell by varying the operation conditions. By analyzing the switching dynamics over many orders of magnitude and comparing to a fully dynamic switching model, the origin of the two different switching modes is revealed. SET and RESET transition show a two-step switching process: a fast conductance change succeeds a slow conductance change. While the time for the fast conductance change, the transition time, turns out to be state-independent for a specific voltage, the time for the slow conductance change, the delay time, is highly state-dependent. Analog switching can be achieved if the pulse time is a fraction of the transition time. If the pulse time is larger than the transition time, the switching becomes probabilistic and binary. Considering the effect of the device state on the delay time in addition, a procedure is proposed to find the ideal operation conditions for analog switching.http://dx.doi.org/10.1063/1.5108654
collection DOAJ
language English
format Article
sources DOAJ
author F. Cüppers
S. Menzel
C. Bengel
A. Hardtdegen
M. von Witzleben
U. Böttger
R. Waser
S. Hoffmann-Eifert
spellingShingle F. Cüppers
S. Menzel
C. Bengel
A. Hardtdegen
M. von Witzleben
U. Böttger
R. Waser
S. Hoffmann-Eifert
Exploiting the switching dynamics of HfO2-based ReRAM devices for reliable analog memristive behavior
APL Materials
author_facet F. Cüppers
S. Menzel
C. Bengel
A. Hardtdegen
M. von Witzleben
U. Böttger
R. Waser
S. Hoffmann-Eifert
author_sort F. Cüppers
title Exploiting the switching dynamics of HfO2-based ReRAM devices for reliable analog memristive behavior
title_short Exploiting the switching dynamics of HfO2-based ReRAM devices for reliable analog memristive behavior
title_full Exploiting the switching dynamics of HfO2-based ReRAM devices for reliable analog memristive behavior
title_fullStr Exploiting the switching dynamics of HfO2-based ReRAM devices for reliable analog memristive behavior
title_full_unstemmed Exploiting the switching dynamics of HfO2-based ReRAM devices for reliable analog memristive behavior
title_sort exploiting the switching dynamics of hfo2-based reram devices for reliable analog memristive behavior
publisher AIP Publishing LLC
series APL Materials
issn 2166-532X
publishDate 2019-09-01
description The utilization of bipolar-type memristive devices for the realization of synaptic connectivity in neural networks strongly depends on the ability of the devices for analog conductance modulation under application of electrical stimuli in the form of identical voltage pulses. Typically, filamentary valence change mechanism (VCM)-type devices show an abrupt SET and a gradual RESET switching behavior. Thus, it is challenging to achieve an analog conductance modulation during SET and RESET. Here, we show that analog as well as binary conductance modulation can be achieved in a Pt/HfO2/TiOx/Ti VCM cell by varying the operation conditions. By analyzing the switching dynamics over many orders of magnitude and comparing to a fully dynamic switching model, the origin of the two different switching modes is revealed. SET and RESET transition show a two-step switching process: a fast conductance change succeeds a slow conductance change. While the time for the fast conductance change, the transition time, turns out to be state-independent for a specific voltage, the time for the slow conductance change, the delay time, is highly state-dependent. Analog switching can be achieved if the pulse time is a fraction of the transition time. If the pulse time is larger than the transition time, the switching becomes probabilistic and binary. Considering the effect of the device state on the delay time in addition, a procedure is proposed to find the ideal operation conditions for analog switching.
url http://dx.doi.org/10.1063/1.5108654
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