G. Mourgias-Alexandris, A. Tsakyridis, N. Passalis, M. Kirtas, A. Tefas, T. Rutirawut, F. Gardes, N. Pleros, M. Moralis‐Pegios
{"title":"25GMAC/sec/axon photonic neural networks with 7GHz bandwidth optics through channel response-aware training","authors":"G. Mourgias-Alexandris, A. Tsakyridis, N. Passalis, M. Kirtas, A. Tefas, T. Rutirawut, F. Gardes, N. Pleros, M. Moralis‐Pegios","doi":"10.1109/ECOC52684.2021.9606097","DOIUrl":null,"url":null,"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.","PeriodicalId":117375,"journal":{"name":"2021 European Conference on Optical Communication (ECOC)","volume":"29 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"9","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 European Conference on Optical Communication (ECOC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ECOC52684.2021.9606097","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 9
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.