{"database":"biostudies-literature","file_versions":[],"scores":null,"additional":{"omics_type":["Unknown"],"volume":["10(1)"],"submitter":["Goi E"],"pubmed_abstract":["Optical machine learning has emerged as an important research area that, by leveraging the advantages inherent to optical signals, such as parallelism and high speed, paves the way for a future where optical hardware can process data at the speed of light. In this work, we present such optical devices for data processing in the form of single-layer nanoscale holographic perceptrons trained to perform optical inference tasks. We experimentally show the functionality of these passive optical devices in the example of decryptors trained to perform optical inference of single or whole classes of keys through symmetric and asymmetric decryption. The decryptors, designed for operation in the near-infrared region, are nanoprinted on complementary metal-oxide-semiconductor chips by galvo-dithered "],"journal":["Light, science & applications"],"pagination":["40"],"full_dataset_link":["https://www.ebi.ac.uk/biostudies/studies/S-EPMC7925536"],"repository":["biostudies-literature"],"pubmed_title":["Nanoprinted high-neuron-density optical linear perceptrons performing near-infrared inference on a CMOS chip."],"pmcid":["PMC7925536"],"pubmed_authors":["Luan H","Gu M","Goi E","Chen X","Zhang Q","Cumming BP","Schoenhardt S"],"additional_accession":[]},"is_claimable":false,"name":"Nanoprinted high-neuron-density optical linear perceptrons performing near-infrared inference on a CMOS chip.","description":"Optical machine learning has emerged as an important research area that, by leveraging the advantages inherent to optical signals, such as parallelism and high speed, paves the way for a future where optical hardware can process data at the speed of light. In this work, we present such optical devices for data processing in the form of single-layer nanoscale holographic perceptrons trained to perform optical inference tasks. We experimentally show the functionality of these passive optical devices in the example of decryptors trained to perform optical inference of single or whole classes of keys through symmetric and asymmetric decryption. The decryptors, designed for operation in the near-infrared region, are nanoprinted on complementary metal-oxide-semiconductor chips by galvo-dithered ","dates":{"release":"2021-01-01T00:00:00Z","publication":"2021 Mar","modification":"2025-04-20T02:31:15.678Z","creation":"2025-04-20T02:31:15.678Z"},"accession":"S-EPMC7925536","cross_references":{"pubmed":["33654061"],"doi":["10.1038/s41377-021-00483-z"]}}