Dot‐Product Operation in Crossbar Array Using a Self‐Rectifying Resistive Device. Issue 20 (9th June 2022)
- Record Type:
- Journal Article
- Title:
- Dot‐Product Operation in Crossbar Array Using a Self‐Rectifying Resistive Device. Issue 20 (9th June 2022)
- Main Title:
- Dot‐Product Operation in Crossbar Array Using a Self‐Rectifying Resistive Device
- Authors:
- Jeon, Kanghyeok
Ryu, Jin Joo
Jeong, Doo Seok
Kim, Gun Hwan - Abstract:
- Abstract: Reducing computational complexity is essential in future computing systems for processing a large amount of unstructured data simultaneously. Dot‐product operations using crossbar array devices have attracted considerable attention owing to their simple device structure, intuitive operation scheme, and high computational efficiency of parallel operation. The resistive switching device is considered a promising candidate as the main data storage in the crossbar array owing to its highly reliable performance. In this study, a tri‐layer TaOx /Al2 O3 /Ti:SiOx ‐based resistive switching device is proposed. The proposed device exhibits a high electrical selectivity of 2.5 × 10 5 based on the optimized biasing scheme, a stable non‐volatility, and reliable read disturbance characteristic of up to 10 8 . Additionally, the device achieves high reading current of 1 µA and a low off‐leakage current of 1 pA, which favors the reliable characteristics in the data writing sequence and the dot‐product operation in the crossbar array device. Furthermore, the resistive switching mechanism based on the material and electrical conduction characteristics is analyzed. Lastly, the dot‐product operation in an 8 × 8 crossbar array is performed. As a result, the calculated and measured signal values in each column in the crossbar array of the device are found to be in good agreement. Abstract : Through the optimized materials processing and structure, the "self‐rectifying" resistiveAbstract: Reducing computational complexity is essential in future computing systems for processing a large amount of unstructured data simultaneously. Dot‐product operations using crossbar array devices have attracted considerable attention owing to their simple device structure, intuitive operation scheme, and high computational efficiency of parallel operation. The resistive switching device is considered a promising candidate as the main data storage in the crossbar array owing to its highly reliable performance. In this study, a tri‐layer TaOx /Al2 O3 /Ti:SiOx ‐based resistive switching device is proposed. The proposed device exhibits a high electrical selectivity of 2.5 × 10 5 based on the optimized biasing scheme, a stable non‐volatility, and reliable read disturbance characteristic of up to 10 8 . Additionally, the device achieves high reading current of 1 µA and a low off‐leakage current of 1 pA, which favors the reliable characteristics in the data writing sequence and the dot‐product operation in the crossbar array device. Furthermore, the resistive switching mechanism based on the material and electrical conduction characteristics is analyzed. Lastly, the dot‐product operation in an 8 × 8 crossbar array is performed. As a result, the calculated and measured signal values in each column in the crossbar array of the device are found to be in good agreement. Abstract : Through the optimized materials processing and structure, the "self‐rectifying" resistive switching device has a merged functionality of "electrical selection" and "data storage" in one cell with high operational reliability. The experimentally demonstrated "parallel data processing" using the self‐rectifying resistive switching device in crossbar array verifies the device can be a strong candidate for a core device of the neuromorphic processor. … (more)
- Is Part Of:
- Advanced materials interfaces. Volume 9:Issue 20(2022)
- Journal:
- Advanced materials interfaces
- Issue:
- Volume 9:Issue 20(2022)
- Issue Display:
- Volume 9, Issue 20 (2022)
- Year:
- 2022
- Volume:
- 9
- Issue:
- 20
- Issue Sort Value:
- 2022-0009-0020-0000
- Page Start:
- n/a
- Page End:
- n/a
- Publication Date:
- 2022-06-09
- Subjects:
- crossbar array -- dot‐product operation -- electrical selectivity -- resistive switching -- self‐rectifying resistive devices
Materials science -- Periodicals
620.11 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)2196-7350 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/admi.202200392 ↗
- Languages:
- English
- ISSNs:
- 2196-7350
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 0696.898450
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 22754.xml