25GMAC/sec/axon photonic neural networks with 7GHz bandwidth optics through channel response-aware training
25GMAC/sec/axon photonic neural networks with 7GHz bandwidth optics through channel response-aware training
We present a channel response-aware Photonic Neural Network (PNN) and demonstrate experimentally its resilience in Inter-Symbol Interference (ISI) when implemented in an integrated neuron. The trained PNN model performs at 25GMAC/sec/axon using only 7GHz-bandwidth photonic axons with 97.37% accuracy in the MNIST dataset.
Mourgias-Alexandris, George
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Tsakyridis, Apostolos
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Passalis, Nikolaos
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Kirtas, Manos
cd8891ae-f270-423d-bc40-9d624003986c
Tefas, Anastasios
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Rutirawut, Teerapat
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Gardes, Frederic
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Pleros, Nikos
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Moralis-Pegios, Miltiadis
e6448ee5-e507-4989-99ad-9d16f7b4da0a
2021
Mourgias-Alexandris, George
57c31ebb-de8d-4d7e-b17e-8be4ec646318
Tsakyridis, Apostolos
d938ba9c-0ea8-4772-bd4a-6107ed9ef4f2
Passalis, Nikolaos
f2b2d030-36ec-4c04-81d5-84b1fc5c6f15
Kirtas, Manos
cd8891ae-f270-423d-bc40-9d624003986c
Tefas, Anastasios
b88c667d-2147-4efc-8138-8dfe142457d1
Rutirawut, Teerapat
590101f7-65c8-4da3-9a5d-e3d2efd74349
Gardes, Frederic
7a49fc6d-dade-4099-b016-c60737cb5bb2
Pleros, Nikos
31745dfe-bbc5-490a-bd49-0384f573f353
Moralis-Pegios, Miltiadis
e6448ee5-e507-4989-99ad-9d16f7b4da0a
Mourgias-Alexandris, George, Tsakyridis, Apostolos, Passalis, Nikolaos, Kirtas, Manos, Tefas, Anastasios, Rutirawut, Teerapat, Gardes, Frederic, Pleros, Nikos and Moralis-Pegios, Miltiadis
(2021)
25GMAC/sec/axon photonic neural networks with 7GHz bandwidth optics through channel response-aware training.
In ECOC 2021 : European Conference on Optical Communication.
4 pp
.
(doi:10.1109/ECOC52684.2021.9606097).
Record type:
Conference or Workshop Item
(Paper)
Abstract
We present a channel response-aware Photonic Neural Network (PNN) and demonstrate experimentally its resilience in Inter-Symbol Interference (ISI) when implemented in an integrated neuron. The trained PNN model performs at 25GMAC/sec/axon using only 7GHz-bandwidth photonic axons with 97.37% accuracy in the MNIST dataset.
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Published date: 2021
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Local EPrints ID: 457235
URI: http://eprints.soton.ac.uk/id/eprint/457235
PURE UUID: a6cc5054-78a4-4cc6-a558-69cda0ea2807
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Date deposited: 26 May 2022 16:56
Last modified: 17 Mar 2024 03:26
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Contributors
Author:
George Mourgias-Alexandris
Author:
Apostolos Tsakyridis
Author:
Nikolaos Passalis
Author:
Manos Kirtas
Author:
Anastasios Tefas
Author:
Nikos Pleros
Author:
Miltiadis Moralis-Pegios
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