Halide perovskite quantum dots photosensitized-amorphous oxide transistors for multimodal synapses
Deployment of novel artificial synapses serves as the crucial unit for building neuromorphic hardware to drive data-intensive applications. Emulation of complex neural behaviour through conventional Si-based devices requires a large number of elements which increases fabrication complexity and bring...
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sg-ntu-dr.10356-1446122023-07-14T16:02:02Z Halide perovskite quantum dots photosensitized-amorphous oxide transistors for multimodal synapses Periyal, Srilakshmi Subramanian Jagadeeswararao, Metikoti Ng, Si En John, Rohit Abraham Mathews, Nripan School of Materials Science and Engineering Engineering::Materials Oxide Semiconductor Artificial Synapse Deployment of novel artificial synapses serves as the crucial unit for building neuromorphic hardware to drive data-intensive applications. Emulation of complex neural behaviour through conventional Si-based devices requires a large number of elements which increases fabrication complexity and brings challenges of connectivity. Hence, there is a need to investigate alternative material systems and device architectures for emulating richer neural behaviour comprising of lesser elements. Herein, a thin-film transistor (TFT)-like synaptic device using all-inorganic Cesium lead bromide (CsPbBr3) perovskite quantum dots (QDs) and amorphous Indium Gallium Zinc Oxide (a-IGZO) semiconductor active material is explored for brain-inspired computing. The incorporation of CsPbBr3 QDs as a photosensitizer aids in realizing light-dependent synaptic memory. Furthermore, type II heterostructure can serve as a basis for electro-optical programming. The proposed artificial synapse demonstrates a materials combination that could decouple optical absorption and charge transport property, provides freedom to tune the spectral region. Harnessing the advantages of novel materials, our devices obey spike-timing-dependent plasticity rules, inculcate associative learning and linear non-volatile blind updates. This architecture paves way for efficient building of neuromorphic hardware elements with facile tunability and tailorable plasticity. Ministry of Education (MOE) National Research Foundation (NRF) Accepted version This research was funded by National Research Foundation, Prime Minister’s Office, Singapore under its Competitive Research Program (CRP Award No. NRF-CRP14-2014-03), the Intra-CREATE Collaborative Grant (NRF2018-ITC001-001), and Tier 2 Grant Nos. MOE2016-T2-1-100 and MOE2018-T2-2-083. 2020-11-16T02:38:38Z 2020-11-16T02:38:38Z 2020 Journal Article Periyal, S. S., Jagadeeswararao, M., Ng, S. E., John, R. A., & Mathews, N. (2020). Halide perovskite quantum dots photosensitized-amorphous oxide transistors for multimodal synapses. Advanced Materials Technologies, 5(11), 2000514-. doi:10.1002/admt.202000514 2365-709X https://hdl.handle.net/10356/144612 10.1002/admt.202000514 11 5 2000514 en MOE2018-T2-2-083 Advanced Materials Technologies 10.21979/N9/JFNION This is the accepted version of the following article: Periyal, S. S., Jagadeeswararao, M., Ng, S. E., John, R. A., & Mathews, N. (2020). Halide perovskite quantum dots photosensitized-amorphous oxide transistors for multimodal synapses. Advanced Materials Technologies, 5(11), 2000514-. doi:10.1002/admt.202000514, which has been published in final form at 10.1002/admt.202000514. This article may be used for non-commercial purposes in accordance with the Wiley Self-Archiving Policy [https://authorservices.wiley.com/authorresources/Journal-Authors/licensing/self-archiving.html]. application/pdf application/pdf |
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Engineering::Materials Oxide Semiconductor Artificial Synapse Periyal, Srilakshmi Subramanian Jagadeeswararao, Metikoti Ng, Si En John, Rohit Abraham Mathews, Nripan Halide perovskite quantum dots photosensitized-amorphous oxide transistors for multimodal synapses |
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Deployment of novel artificial synapses serves as the crucial unit for building neuromorphic hardware to drive data-intensive applications. Emulation of complex neural behaviour through conventional Si-based devices requires a large number of elements which increases fabrication complexity and brings challenges of connectivity. Hence, there is a need to investigate alternative material systems and device architectures for emulating richer neural behaviour comprising of lesser elements. Herein, a thin-film transistor (TFT)-like synaptic device using all-inorganic Cesium lead bromide (CsPbBr3) perovskite quantum dots (QDs) and amorphous Indium Gallium Zinc Oxide (a-IGZO) semiconductor active material is explored for brain-inspired computing. The incorporation of CsPbBr3 QDs as a photosensitizer aids in realizing light-dependent synaptic memory. Furthermore, type II heterostructure can serve as a basis for electro-optical programming. The proposed artificial synapse demonstrates a materials combination that could decouple optical absorption and charge transport property, provides freedom to tune the spectral region. Harnessing the advantages of novel materials, our devices obey spike-timing-dependent plasticity rules, inculcate associative learning and linear non-volatile blind updates. This architecture paves way for efficient building of neuromorphic hardware elements with facile tunability and tailorable plasticity. |
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School of Materials Science and Engineering |
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School of Materials Science and Engineering Periyal, Srilakshmi Subramanian Jagadeeswararao, Metikoti Ng, Si En John, Rohit Abraham Mathews, Nripan |
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Article |
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Periyal, Srilakshmi Subramanian Jagadeeswararao, Metikoti Ng, Si En John, Rohit Abraham Mathews, Nripan |
author_sort |
Periyal, Srilakshmi Subramanian |
title |
Halide perovskite quantum dots photosensitized-amorphous oxide transistors for multimodal synapses |
title_short |
Halide perovskite quantum dots photosensitized-amorphous oxide transistors for multimodal synapses |
title_full |
Halide perovskite quantum dots photosensitized-amorphous oxide transistors for multimodal synapses |
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Halide perovskite quantum dots photosensitized-amorphous oxide transistors for multimodal synapses |
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Halide perovskite quantum dots photosensitized-amorphous oxide transistors for multimodal synapses |
title_sort |
halide perovskite quantum dots photosensitized-amorphous oxide transistors for multimodal synapses |
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2020 |
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https://hdl.handle.net/10356/144612 |
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1773551236423876608 |