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Variability-Aware Modeling of Filamentary Oxide-Based Bipolar Resistive Switching Cells Using SPICE Level Compact Models

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TLDR
Variability found in experimental measurements can be reproduced for important device characteristics such as I-V characteristics, endurance behavior and most significantly the SET and RESET kinetics, which enables the study of spatial and temporal variability and its impact on the circuit and system level.
Abstract
Bipolar resistive switching (BRS) cells based on the valence change mechanism show great potential to enable the design of future non-volatile memory, logic and neuromorphic circuits and architectures. To study these circuits and architectures, accurate compact models are needed, which showcase the most important physical characteristics and lead to their specific experimental behavior. If BRS cells are to be used for computation-in-memory or for neuromorphic computing, their dynamical behavior has to be modeled with special consideration of switching times in SET and RESET. For any realistic assessment, variability has to be considered additionally. This study shows that by extending an existing compact model, which by itself is able to reproduce many different experiments on device behavior critical for the anticipated device purposes, variability found in experimental measurements can be reproduced for important device characteristics such as I-V characteristics, endurance behavior and most significantly the SET and RESET kinetics. Furthermore, this enables the study of spatial and temporal variability and its impact on the circuit and system level.

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Citations
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Principles Of Random Walk

TL;DR: The principles of random walk is universally compatible with any devices to read and is available in the book collection an online access to it is set as public so you can get it instantly.
Journal ArticleDOI

HRS Instability in Oxide-Based Bipolar Resistive Switching Cells

TL;DR: In this article, the authors analyzed the instability of the high resistive state (HRS) measured on ZrO2-based devices via Factorial Hidden Markov Models.
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Utilizing the Switching Stochasticity of HfO2/TiOx-Based ReRAM Devices and the Concept of Multiple Device Synapses for the Classification of Overlapping and Noisy Patterns.

TL;DR: In this paper, the authors present an experimental analysis of d2d and c2c variability of filamentary-type bipolar switching HfO2/TiOx nano-sized crossbar devices and match the experimentally observed variabilities to their physically motivated JART VCM compact model.
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Toward Simplified Physics-Based Memristor Modeling of Valence Change Mechanism Devices

TL;DR: In this paper , the simplification of the JART memristor model, a generic physics-based model of Valence Change Mechanism (VCM) memristors, is presented.
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Reliability aspects of binary vector-matrix-multiplications using ReRAM devices

TL;DR: This work experimentally and theoretically investigate the impact of device- and circuit-level effects on the VMM in a VCM crossbars and shows that the variability of the low resistive state plays a key role and that reading in the RESET direction should be favored to read in the SET direction.
References
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Journal ArticleDOI

The missing memristor found

TL;DR: It is shown, using a simple analytical example, that memristance arises naturally in nanoscale systems in which solid-state electronic and ionic transport are coupled under an external bias voltage.
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Metal–Oxide RRAM

TL;DR: The physical mechanism, material properties, and electrical characteristics of a variety of binary metal-oxide resistive switching random access memory (RRAM) are discussed, with a focus on the use of RRAM for nonvolatile memory application.
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Neuromorphic electronic systems

TL;DR: It is shown that for many problems, particularly those in which the input data are ill-conditioned and the computation can be specified in a relative manner, biological solutions are many orders of magnitude more effective than those using digital methods.
Journal ArticleDOI

‘Memristive’ switches enable ‘stateful’ logic operations via material implication

TL;DR: Bipolar voltage-actuated switches, a family of nonlinear dynamical memory devices, can execute material implication (IMP), which is a fundamental Boolean logic operation on two variables p and q such that pIMPq is equivalent to (NOTp)ORq.
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