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中性氧辐照增强了用于神经形态计算应用的无成型氧化锌基透明模拟忆阻器器件。

Neutral oxygen irradiation enhanced forming-less ZnO-based transparent analog memristor devices for neuromorphic computing applications.

作者信息

Simanjuntak Firman Mangasa, Ohno Takeo, Chandrasekaran Sridhar, Tseng Tseung-Yuen, Samukawa Seiji

机构信息

World Premier Institute (WPI) - Advanced Institute for Materials Research, Tohoku University, Sendai 980-8577, Japan. Zepler Institute of Photonics and Electronics, University of Southampton, Southampton SO17 1BJ, United Kingdom.

出版信息

Nanotechnology. 2020 Apr 9;31(26):26LT01. doi: 10.1088/1361-6528/ab7fcf. Epub 2020 Mar 13.

DOI:10.1088/1361-6528/ab7fcf
PMID:32168495
Abstract

Surface oxidation employing neutral oxygen irradiation significantly improves the switching and synaptic performance of ZnO-based transparent memristor devices. The endurance of the as-irradiated device is increased by 100 times, and the operating current can be lowered by 10 times as compared with the as-deposited device. Moreover, the performance-enhanced device has an excellent analog behavior that can exhibit 3 bits per cell nonvolatile multistate characteristics and perform 15 stable epochs of synaptic operations with highly linear weight updates. A simulated artificial neural network comprising 1600 synapses confirms the superiority of the enhanced device in processing a 40 × 40 pixels grayscale image. The irradiation effectively decreases the concentration of oxygen vacancy donor defects and promotes oxygen interstitial acceptor defects on the surface of the ZnO films, which consequently modulate the redox process during rupture and rejuvenation of the filament. This work not only proposes the potential of ZnO-based memristor devices for high-density invisible data storage and in-memory computing application but also offers valuable insight in designing high-performance memristor devices, regardless of the oxide system used, by taking advantage of our neutral oxygen irradiation technique.

摘要

采用中性氧辐照的表面氧化显著提高了基于氧化锌的透明忆阻器器件的开关和突触性能。与沉积态器件相比,辐照后器件的耐久性提高了100倍,工作电流可降低10倍。此外,性能增强的器件具有出色的模拟行为,每个单元可呈现3位非易失性多态特性,并能以高度线性的权重更新执行15个稳定的突触操作周期。一个包含1600个突触的模拟人工神经网络证实了增强器件在处理40×40像素灰度图像方面的优越性。辐照有效地降低了氧化锌薄膜表面氧空位施主缺陷的浓度,并促进了氧间隙受主缺陷,从而在细丝断裂和恢复过程中调节氧化还原过程。这项工作不仅提出了基于氧化锌的忆阻器器件在高密度隐形数据存储和内存计算应用方面的潜力,而且通过利用我们的中性氧辐照技术,为设计高性能忆阻器器件提供了有价值的见解,而无论所使用的氧化物系统如何。

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