V2O5 based artificial optical synaptic devices for neuromorphic computing
This paper proposed novel V2O5 based optical synaptic devices using wafer scalable microfabrication techniques. These V2O5 optical devices mimic the human brain like functions such as paired pulse facilitation (PPF), short term memory and long term memory. PPF index of 209 % which indicates promisin...
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Published in | Sensors and actuators. A. Physical. Vol. 367; p. 114979 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Elsevier B.V
01.03.2024
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ISSN | 0924-4247 1873-3069 |
DOI | 10.1016/j.sna.2023.114979 |
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Abstract | This paper proposed novel V2O5 based optical synaptic devices using wafer scalable microfabrication techniques. These V2O5 optical devices mimic the human brain like functions such as paired pulse facilitation (PPF), short term memory and long term memory. PPF index of 209 % which indicates promising short term memory behavior. The maximum retention time of 3.6 × 103 seconds was achieved. These V2O5 optical devices were used as synapses in an artificial neural network (ANN) to classify digits and alphabets with accuracy of 98.49 % and 97.58 % respectively. Thus, the proposed V2O5 based optical synaptic device integrated for real-world applications can be a breakthrough innovation in recognition that is computationally efficient.
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•Wafer scalable microfabrication techniques were used to fabricate V2O5 based optical synaptic devices.•The tested devices show the PPF index and retention time of 209% and 3.6 × 103 s (450 nm) respectively.•V2O5 synaptic devices experimental data’s were used as synapses in an ANN to classify digits (98.49 %) and alphabets (97.58 %). |
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AbstractList | This paper proposed novel V2O5 based optical synaptic devices using wafer scalable microfabrication techniques. These V2O5 optical devices mimic the human brain like functions such as paired pulse facilitation (PPF), short term memory and long term memory. PPF index of 209 % which indicates promising short term memory behavior. The maximum retention time of 3.6 × 103 seconds was achieved. These V2O5 optical devices were used as synapses in an artificial neural network (ANN) to classify digits and alphabets with accuracy of 98.49 % and 97.58 % respectively. Thus, the proposed V2O5 based optical synaptic device integrated for real-world applications can be a breakthrough innovation in recognition that is computationally efficient.
[Display omitted]
•Wafer scalable microfabrication techniques were used to fabricate V2O5 based optical synaptic devices.•The tested devices show the PPF index and retention time of 209% and 3.6 × 103 s (450 nm) respectively.•V2O5 synaptic devices experimental data’s were used as synapses in an ANN to classify digits (98.49 %) and alphabets (97.58 %). |
ArticleNumber | 114979 |
Author | Dwivedi, Priyanka B, Sharmila Divyashree, P |
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CitedBy_id | crossref_primary_10_1002_aelm_202400527 crossref_primary_10_1088_1361_6463_ad8bd0 crossref_primary_10_1016_j_sna_2024_115641 crossref_primary_10_1021_acsaelm_4c02275 crossref_primary_10_1021_acsaelm_4c00584 |
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