Literature DB >> 32700395

An Atomically Thin Optoelectronic Machine Vision Processor.

Houk Jang1, Chengye Liu1, Henry Hinton1, Min-Hyun Lee2, Haeryong Kim2, Minsu Seol2, Hyeon-Jin Shin2, Seongjun Park2, Donhee Ham1.   

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.
© 2020 WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim.

Entities:  

Keywords:  2D materials; crossbar arrays; integrated circuits; neural networks; transition metal dichalcogenides

Year:  2020        PMID: 32700395     DOI: 10.1002/adma.202002431

Source DB:  PubMed          Journal:  Adv Mater        ISSN: 0935-9648            Impact factor:   30.849


  9 in total

Review 1.  Retinomorphic optoelectronic devices for intelligent machine vision.

Authors:  Weilin Chen; Zhang Zhang; Gang Liu
Journal:  iScience       Date:  2022-01-01

2.  Sparse pixel image sensor.

Authors:  Lukas Mennel; Dmitry K Polyushkin; Dohyun Kwak; Thomas Mueller
Journal:  Sci Rep       Date:  2022-04-05       Impact factor: 4.379

3.  Low-Power Artificial Neural Network Perceptron Based on Monolayer MoS2.

Authors:  Guilherme Migliato Marega; Zhenyu Wang; Maksym Paliy; Gino Giusi; Sebastiano Strangio; Francesco Castiglione; Christian Callegari; Mukesh Tripathi; Aleksandra Radenovic; Giuseppe Iannaccone; Andras Kis
Journal:  ACS Nano       Date:  2022-02-15       Impact factor: 15.881

4.  Programmable black phosphorus image sensor for broadband optoelectronic edge computing.

Authors:  Seokhyeong Lee; Ruoming Peng; Changming Wu; Mo Li
Journal:  Nat Commun       Date:  2022-03-18       Impact factor: 14.919

Review 5.  Ocular Nanomedicine.

Authors:  Zhimin Tang; Xianqun Fan; Yu Chen; Ping Gu
Journal:  Adv Sci (Weinh)       Date:  2022-02-12       Impact factor: 17.521

6.  A photosensor employing data-driven binning for ultrafast image recognition.

Authors:  Lukas Mennel; Aday J Molina-Mendoza; Matthias Paur; Dmitry K Polyushkin; Dohyun Kwak; Miriam Giparakis; Maximilian Beiser; Aaron Maxwell Andrews; Thomas Mueller
Journal:  Sci Rep       Date:  2022-08-24       Impact factor: 4.996

7.  In-sensor image memorization and encoding via optical neurons for bio-stimulus domain reduction toward visual cognitive processing.

Authors:  Doeon Lee; Minseong Park; Yongmin Baek; Byungjoon Bae; Junseok Heo; Kyusang Lee
Journal:  Nat Commun       Date:  2022-09-05       Impact factor: 17.694

8.  Highly sensitive active pixel image sensor array driven by large-area bilayer MoS2 transistor circuitry.

Authors:  Seongin Hong; Nicolò Zagni; Sooho Choo; Na Liu; Seungho Baek; Arindam Bala; Hocheon Yoo; Byung Ha Kang; Hyun Jae Kim; Hyung Joong Yun; Muhammad Ashraful Alam; Sunkook Kim
Journal:  Nat Commun       Date:  2021-06-11       Impact factor: 14.919

9.  Curved neuromorphic image sensor array using a MoS2-organic heterostructure inspired by the human visual recognition system.

Authors:  Changsoon Choi; Juyoung Leem; Minsung Kim; Amir Taqieddin; Chullhee Cho; Kyoung Won Cho; Gil Ju Lee; Hyojin Seung; Hyung Jong Bae; Young Min Song; Taeghwan Hyeon; Narayana R Aluru; SungWoo Nam; Dae-Hyeong Kim
Journal:  Nat Commun       Date:  2020-11-23       Impact factor: 17.694

  9 in total

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