Deep Photonic Time-delay Reservoir Computing for Information Processing Acceleration 2024 (English)In: 2024 Asia Communications and Photonics Conference, ACP 2024 and International Conference on Information Photonics and Optical Communications, IPOC 2024, Institute of Electrical and Electronics Engineers (IEEE) , 2024Conference paper, Published paper (Refereed)

Abstract [en]

We propose deep photonic time-delay-reservoir-computing for accelerated information processing. Experimental evaluation using image classification demonstrated a sixfold increase in processing speed with only a 0.6% performance degradation, while conventional TDRC experiences a 5.5% performance degradation.

Place, publisher, year, edition, pages

Institute of Electrical and Electronics Engineers (IEEE) , 2024.

Keywords [en]

computation acceleration, optical neural network, photonic reservoir computing

National Category

Computer and Information Sciences

Identifiers

URN: urn:nbn:se:kth:diva-358867DOI: 10.1109/ACP/IPOC63121.2024.10809590Scopus ID: 2-s2.0-85214990001OAI: oai:DiVA.org:kth-358867DiVA, id: diva2:1930520

Conference

2024 Asia Communications and Photonics Conference, ACP 2024 and International Conference on Information Photonics and Optical Communications, IPOC 2024, Beijing, China, Nov 2 2024 - Nov 5 2024

Note

Part of ISBN 9798350379266]

QC 20250123

Available from: 2025-01-23 Created: 2025-01-23 Last updated: 2025-01-23Bibliographically approved

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Pang, XiaodanOzolins, Oskars

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Applied Physics

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