An electronic synapse memristor device with conductance linearity using quantized conduction for neuroinspired computing. Issue 5 (14th January 2019)
- Record Type:
- Journal Article
- Title:
- An electronic synapse memristor device with conductance linearity using quantized conduction for neuroinspired computing. Issue 5 (14th January 2019)
- Main Title:
- An electronic synapse memristor device with conductance linearity using quantized conduction for neuroinspired computing
- Authors:
- Zhao, Jianhui
Zhou, Zhenyu
Zhang, Yuanyuan
Wang, Jingjuan
Zhang, Lei
Li, Xiaoyan
Zhao, Mengliu
Wang, Hong
Pei, Yifei
Zhao, Qianlong
Xiao, Zuoao
Wang, Kaiyang
Qin, Cuiya
Wang, Gong
Li, Hui
Ding, Bangfu
Yan, Faguang
Wang, Kaiyou
Ren, Deliang
Liu, Baoting
Yan, Xiaobing - Abstract:
- Abstract : An electrochemical metallization memristor based on Zr0.5 Hf0.5 O2 film and an active Cu electrode with quantum conductance and neuromorphic behavior has been reported in this work. Abstract : An electrochemical metallization memristor based on Zr0.5 Hf0.5 O2 film and an active Cu electrode with quantum conductance and neuromorphic behavior has been reported in this work. After electroforming in the Cu/Zr0.5 Hf0.5 O2 /Pt device, linear conductance characteristics in low resistance states were found and the stepwise changes of conductance with the order of G 0 ((=2 e 2 )/ h ) multilevel states were obtained by varying pulse amplitude, width and adjacent-pulse time interval, which is beneficial for backpropagation learning algorithms belonging to deep neural networks, essentially using memristors as vector–matrix multiplication accelerators in image processing. The gradual resistance tuning served as the basis of memory and learning. Under the coactivity of pre- and post-synaptic spikes, bidirectional long-term Hebbian plasticity modulation was realized. The temporal difference, spike rate and size of the top and bottom electrode pulse voltage can strongly affect the sign and degree of Hebbian plasticity. Moreover, the quantum conductance phenomenon was ascribed to interstitial Cu in the dielectric layer forming single- and multi-atom chains. The results can provide multilevel storage and next-generation parallel neuromorphic computing architecture, promoting theAbstract : An electrochemical metallization memristor based on Zr0.5 Hf0.5 O2 film and an active Cu electrode with quantum conductance and neuromorphic behavior has been reported in this work. Abstract : An electrochemical metallization memristor based on Zr0.5 Hf0.5 O2 film and an active Cu electrode with quantum conductance and neuromorphic behavior has been reported in this work. After electroforming in the Cu/Zr0.5 Hf0.5 O2 /Pt device, linear conductance characteristics in low resistance states were found and the stepwise changes of conductance with the order of G 0 ((=2 e 2 )/ h ) multilevel states were obtained by varying pulse amplitude, width and adjacent-pulse time interval, which is beneficial for backpropagation learning algorithms belonging to deep neural networks, essentially using memristors as vector–matrix multiplication accelerators in image processing. The gradual resistance tuning served as the basis of memory and learning. Under the coactivity of pre- and post-synaptic spikes, bidirectional long-term Hebbian plasticity modulation was realized. The temporal difference, spike rate and size of the top and bottom electrode pulse voltage can strongly affect the sign and degree of Hebbian plasticity. Moreover, the quantum conductance phenomenon was ascribed to interstitial Cu in the dielectric layer forming single- and multi-atom chains. The results can provide multilevel storage and next-generation parallel neuromorphic computing architecture, promoting the development of functional plastic electronic synapses. … (more)
- Is Part Of:
- Journal of materials chemistry. Volume 7:Issue 5(2019)
- Journal:
- Journal of materials chemistry
- Issue:
- Volume 7:Issue 5(2019)
- Issue Display:
- Volume 7, Issue 5 (2019)
- Year:
- 2019
- Volume:
- 7
- Issue:
- 5
- Issue Sort Value:
- 2019-0007-0005-0000
- Page Start:
- 1298
- Page End:
- 1306
- Publication Date:
- 2019-01-14
- Subjects:
- Materials -- Periodicals
Chemistry, Analytic -- Periodicals
Optical materials -- Research -- Periodicals
Electronics -- Materials -- Research -- Periodicals
543.0284 - Journal URLs:
- http://pubs.rsc.org/en/journals/journalissues/tc# ↗
http://www.rsc.org/ ↗ - DOI:
- 10.1039/c8tc04395g ↗
- Languages:
- English
- ISSNs:
- 2050-7526
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5012.205300
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 9482.xml