Artificial biphasic synapses based on nonvolatile phase‐change photonic memory cells
Nonvolatile photonic memory cells are basic building blocks for neuromorphic hardware enabling the realization of all-optical synapses and artificial neurons. These devices commonly exploit chalcogenide phase-change materials, which are evanescently coupled to photonic waveguides, and provide fast w...
| المؤلفون الرئيسيون: | , , , , , , , , , |
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| التنسيق: | Journal article |
| اللغة: | English |
| منشور في: |
Wiley
2022
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| _version_ | 1826312937286926336 |
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| author | Zhou, W Farmakidis, N Li, X Tan, J Aggarwal, S Feldmann, J Brückerhoff-Plückelmann, F Wright, CD Pernice, WHP Bhaskaran, H |
| author_facet | Zhou, W Farmakidis, N Li, X Tan, J Aggarwal, S Feldmann, J Brückerhoff-Plückelmann, F Wright, CD Pernice, WHP Bhaskaran, H |
| author_sort | Zhou, W |
| collection | OXFORD |
| description | Nonvolatile photonic memory cells are basic building blocks for neuromorphic hardware enabling the realization of all-optical synapses and artificial neurons. These devices commonly exploit chalcogenide phase-change materials, which are evanescently coupled to photonic waveguides, and provide fast write/erase speeds and large storage capacity. Here, we report for the first time the programming of a nonvolatile photonic memory cell based on Ag3In4Sb76Te17 (AIST) which is capable of mimicking biphasic synapses. We evaluate the underlying mechanism of biphasic behavior of AIST cells based on numerical simulations and correlate to experimental findings. Switching dynamics demonstrate enhanced performance with a post-excitation dead time as short as 12.8 ns. Based on AIST double cells, we demonstrate reversible multilevel switching between 45 unique synaptic weights for long-term depression (LTD) and long-term potentiation (LTP). The observed biphasic programming and excellent switching performance render AIST-based photonic memory cells promising for artificial neural networks and neuromorphic photonic computing hardware. |
| first_indexed | 2024-09-25T04:04:44Z |
| format | Journal article |
| id | oxford-uuid:22afe94e-a53c-4766-a9dd-2924922e10e6 |
| institution | University of Oxford |
| language | English |
| last_indexed | 2024-09-25T04:04:44Z |
| publishDate | 2022 |
| publisher | Wiley |
| record_format | dspace |
| spelling | oxford-uuid:22afe94e-a53c-4766-a9dd-2924922e10e62024-05-21T13:42:41ZArtificial biphasic synapses based on nonvolatile phase‐change photonic memory cellsJournal articlehttp://purl.org/coar/resource_type/c_dcae04bcuuid:22afe94e-a53c-4766-a9dd-2924922e10e6EnglishSymplectic ElementsWiley2022Zhou, WFarmakidis, NLi, XTan, JAggarwal, SFeldmann, JBrückerhoff-Plückelmann, FWright, CDPernice, WHPBhaskaran, HNonvolatile photonic memory cells are basic building blocks for neuromorphic hardware enabling the realization of all-optical synapses and artificial neurons. These devices commonly exploit chalcogenide phase-change materials, which are evanescently coupled to photonic waveguides, and provide fast write/erase speeds and large storage capacity. Here, we report for the first time the programming of a nonvolatile photonic memory cell based on Ag3In4Sb76Te17 (AIST) which is capable of mimicking biphasic synapses. We evaluate the underlying mechanism of biphasic behavior of AIST cells based on numerical simulations and correlate to experimental findings. Switching dynamics demonstrate enhanced performance with a post-excitation dead time as short as 12.8 ns. Based on AIST double cells, we demonstrate reversible multilevel switching between 45 unique synaptic weights for long-term depression (LTD) and long-term potentiation (LTP). The observed biphasic programming and excellent switching performance render AIST-based photonic memory cells promising for artificial neural networks and neuromorphic photonic computing hardware. |
| spellingShingle | Zhou, W Farmakidis, N Li, X Tan, J Aggarwal, S Feldmann, J Brückerhoff-Plückelmann, F Wright, CD Pernice, WHP Bhaskaran, H Artificial biphasic synapses based on nonvolatile phase‐change photonic memory cells |
| title | Artificial biphasic synapses based on nonvolatile phase‐change photonic memory cells |
| title_full | Artificial biphasic synapses based on nonvolatile phase‐change photonic memory cells |
| title_fullStr | Artificial biphasic synapses based on nonvolatile phase‐change photonic memory cells |
| title_full_unstemmed | Artificial biphasic synapses based on nonvolatile phase‐change photonic memory cells |
| title_short | Artificial biphasic synapses based on nonvolatile phase‐change photonic memory cells |
| title_sort | artificial biphasic synapses based on nonvolatile phase change photonic memory cells |
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