標題: | Neutral oxygen irradiation enhanced forming-less ZnO-based transparent analog memristor devices for neuromorphic computing applications |
作者: | Simanjuntak, Firman Mangasa Ohno, Takeo Chandrasekaran, Sridhar Tseng, Tseung-Yuen Samukawa, Seiji 電子工程學系及電子研究所 電機工程學系 Department of Electronics Engineering and Institute of Electronics Department of Electrical and Computer Engineering |
關鍵字: | memristor;artificial synapse;plasma irradiation;ZnO;transparent electronics |
公開日期: | 9-四月-2020 |
摘要: | 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 x 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. |
URI: | http://dx.doi.org/10.1088/1361-6528/ab7fcf http://hdl.handle.net/11536/154456 |
ISSN: | 0957-4484 |
DOI: | 10.1088/1361-6528/ab7fcf |
期刊: | NANOTECHNOLOGY |
Volume: | 31 |
Issue: | 26 |
起始頁: | 0 |
結束頁: | 0 |
顯示於類別: | 期刊論文 |