Results 21 to 30 of about 241 (114)

Analog Weights in ReRAM DNN Accelerators [PDF]

2019 IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2019
2019 IEEE International Conference on Artificial Intelligence Circuits and Systems, 5 pages, 4 ...
Jason Kamran Eshraghian, Sung-Mo Kang 0001, Seungbum Baek, Garrick Orchard, Herbert Ho-Ching Iu, Wen Lei   +5 more
openaire   +2 more sources

PRAP-PIM: A weight pattern reusing aware pruning method for ReRAM-based PIM DNN accelerators

High-Confidence Computing, 2023
Resistive Random-Access Memory (ReRAM) based Processing-in-Memory (PIM) frameworks are proposed to accelerate the working process of DNN models by eliminating the data movement between the computing and memory units.
Zhaoyan Shen, Jinhao Wu, Xikun Jiang, Yuhao Zhang, Lei Ju, Zhiping Jia   +5 more
doaj   +1 more source

NEXAFS study of electronic and atomic structure of active layer in Al/indium tin oxide/TiO2 stack during resistive switching

Science and Technology of Advanced Materials, 2016
We have studied the stability of the resistive switching process in the Al/(In2O3)0.9(SnO2)0.1/TiO2 assembly grown by atomic layer deposition. Besides electrical characterization the effect of electric field on the atomic electronic structure of the TiO2
Elena Filatova, Aleksei Konashuk, Yuri Petrov, Evgeny Ubyivovk, Andrey Sokolov, Andrei Selivanov, Victor Drozd   +6 more
doaj   +1 more source

ARIA: Additive ReRAM-Based Integrity and Aging Monitoring for ICs

IEEE Access
This paper reports an approach for monitoring aging and integrity of CMOS circuits through additively manufactured Resistive Random-Access Memory (ReRAM) based test structures.
Thomas Schultz, Rashmi Jha, Brian Dupaix, Matt Casto   +3 more
doaj   +1 more source

Thermal Heating in ReRAM Crossbar Arrays: Challenges and Solutions

IEEE Open Journal of Circuits and Systems
The high speed, scalability, and parallelism offered by ReRAM crossbar arrays foster the development of ReRAM-based next-generation AI accelerators. At the same time, the sensitivity of ReRAM to temperature variations decreases $\text{R}_{ON}/\text{R}_ ...
Kamilya Smagulova, Mohammed E. Fouda, Ahmed Eltawil   +2 more
doaj   +1 more source

A Reconfigurable 4T2R ReRAM Computing In-Memory Macro for Efficient Edge Applications

IEEE Open Journal of Circuits and Systems, 2021
Resistive random access memory (ReRAM)-based computing in-memory (CIM) is a promising solution to overcome the von-Neumann bottleneck in conventional computing architectures. We propose a reconfigurable ReRAM architecture using a novel 4T2R bit-cell that
Yuzong Chen, Lu Lu, Bongjin Kim, Tony Tae-Hyoung Kim   +3 more
doaj   +1 more source

Optimal Design of FPGA Switch Matrix with Ion Mobility Based Nonvolatile ReRAM

Discrete Dynamics in Nature and Society, 2015
There are high demands for research of new device with greater accessing speed and stability to replace the current SRAM storage cell. The resistive random access memory (ReRAM) is a metal oxide which is based on nonvolatile memory device possessing the ...
Peng Hai-yun, Zhou Wen-gang
doaj   +1 more source

Kernel Application of the Stacked Crossbar Array Composed of Self‐Rectifying Resistive Switching Memory for Convolutional Neural Networks

Advanced Intelligent Systems, 2020
Herein, a feasible method is provided for circuit implementation of the convolutional neural network (CNN) in neuromorphic hardware using the multiple layers‐stacked resistance switching random access memory (ReRAM).
Yumin Kim, Jihun Kim, Seung Soo Kim, Young Jae Kwon, Gil Seop Kim, Jeong Woo Jeon, Dae Eun Kwon, Jung Ho Yoon, Cheol Seong Hwang   +8 more
doaj   +1 more source

Sequence learning in a spiking neuronal network with memristive synapses

Neuromorphic Computing and Engineering, 2023
Brain-inspired computing proposes a set of algorithmic principles that hold promise for advancing artificial intelligence. They endow systems with self learning capabilities, efficient energy usage, and high storage capacity.
Younes Bouhadjar, Sebastian Siegel, Tom Tetzlaff, Markus Diesmann, Rainer Waser, Dirk J Wouters   +5 more
doaj   +1 more source

Effect of Programming Schemes on Short-Term Instability in 1T1R Configuration

IEEE Access
Short-term instability is one of the key challenges for redox-based resistive random-access memory (ReRAM) reaching practical applications in the field of neuromorphic computing.
Xiaohua Liu, Yang Chen, Nils Kopperberg, Oliver Solfronk, Susanne Hoffmann-Eifert, Stephan Menzel, Rainer Waser, Stefan Wiefels   +7 more
doaj   +1 more source