An Atomically Thin Optoelectronic Machine Vision Processor. Issue 36 (23rd July 2020)
- Record Type:
- Journal Article
- Title:
- An Atomically Thin Optoelectronic Machine Vision Processor. Issue 36 (23rd July 2020)
- Main Title:
- An Atomically Thin Optoelectronic Machine Vision Processor
- Authors:
- Jang, Houk
Liu, Chengye
Hinton, Henry
Lee, Min‐Hyun
Kim, Haeryong
Seol, Minsu
Shin, Hyeon‐Jin
Park, Seongjun
Ham, Donhee - Abstract:
- Abstract: 2D semiconductors, especially transition metal dichalcogenide (TMD) monolayers, are extensively studied for electronic and optoelectronic applications. Beyond intensive studies on single transistors and photodetectors, the recent advent of large‐area synthesis of these atomically thin layers has paved the way for 2D integrated circuits, such as digital logic circuits and image sensors, achieving an integration level of ≈100 devices thus far. Here, a decisive advance in 2D integrated circuits is reported, where the device integration scale is increased by tenfold and the functional complexity of 2D electronics is propelled to an unprecedented level. Concretely, an analog optoelectronic processor inspired by biological vision is developed, where 32 × 32 = 1024 MoS2 photosensitive field‐effect transistors manifesting persistent photoconductivity (PPC) effects are arranged in a crossbar array. This optoelectronic processor with PPC memory mimics two core functions of human vision: it captures and stores an optical image into electrical data, like the eye and optic nerve chain, and then recognizes this electrical form of the captured image, like the brain, by executing analog in‐memory neural net computing. In the highlight demonstration, the MoS2 FET crossbar array optically images 1000 handwritten digits and electrically recognizes these imaged data with 94% accuracy. Abstract : 2D materials have been extensively studied for electronic and optoelectronic applications.Abstract: 2D semiconductors, especially transition metal dichalcogenide (TMD) monolayers, are extensively studied for electronic and optoelectronic applications. Beyond intensive studies on single transistors and photodetectors, the recent advent of large‐area synthesis of these atomically thin layers has paved the way for 2D integrated circuits, such as digital logic circuits and image sensors, achieving an integration level of ≈100 devices thus far. Here, a decisive advance in 2D integrated circuits is reported, where the device integration scale is increased by tenfold and the functional complexity of 2D electronics is propelled to an unprecedented level. Concretely, an analog optoelectronic processor inspired by biological vision is developed, where 32 × 32 = 1024 MoS2 photosensitive field‐effect transistors manifesting persistent photoconductivity (PPC) effects are arranged in a crossbar array. This optoelectronic processor with PPC memory mimics two core functions of human vision: it captures and stores an optical image into electrical data, like the eye and optic nerve chain, and then recognizes this electrical form of the captured image, like the brain, by executing analog in‐memory neural net computing. In the highlight demonstration, the MoS2 FET crossbar array optically images 1000 handwritten digits and electrically recognizes these imaged data with 94% accuracy. Abstract : 2D materials have been extensively studied for electronic and optoelectronic applications. A 2D optoelectronic machine vision processor is demonstrated by integrating 1024 MoS2 photo‐FETs in a crossbar structure. This vision processor mimics two core functions of human vision: image sensing like the eyes and recognition like the brain, demonstrating visual recognition of 1000 handwritten numbers. … (more)
- Is Part Of:
- Advanced materials. Volume 32:Issue 36(2020)
- Journal:
- Advanced materials
- Issue:
- Volume 32:Issue 36(2020)
- Issue Display:
- Volume 32, Issue 36 (2020)
- Year:
- 2020
- Volume:
- 32
- Issue:
- 36
- Issue Sort Value:
- 2020-0032-0036-0000
- Page Start:
- n/a
- Page End:
- n/a
- Publication Date:
- 2020-07-23
- Subjects:
- 2D materials -- crossbar arrays -- integrated circuits -- neural networks -- transition metal dichalcogenides
Materials -- Periodicals
Chemical vapor deposition -- Periodicals
620.11 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1521-4095 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/adma.202002431 ↗
- Languages:
- English
- ISSNs:
- 0935-9648
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 0696.897800
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 13975.xml