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ArticlesPeer ReviewedFull Text
Experimental implementation of a neural network optical channel equalizer in restricted hardware using pruning and quantization
Author / Creator:Ron, Diego Argüello ; Freire, Pedro J. ; Prilepsky, Jaroslaw E. ; Kamalian-Kopae, Morteza ; Napoli, Antonio ; Turitsyn, Sergei K.
Publisher:London: Nature Publishing Group UK
Journal title:Scientific reports, 2022-05, Vol.12 (1), p.8713-8713, Article 8713
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ArticlesPeer ReviewedFull Text
Neural networks for computing and denoising the continuous nonlinear Fourier spectrum in focusing nonlinear Schrödinger equation
Author / Creator:Sedov, Egor V. ; Freire, Pedro J. ; Seredin, Vladimir V. ; Kolbasin, Vladyslav A. ; Kamalian-Kopae, Morteza ; Chekhovskoy, Igor S. ; Turitsyn, Sergei K. ; Prilepsky, Jaroslaw E.
Publisher:London: Nature Publishing Group UK
Journal title:Scientific reports, 2021-11, Vol.11 (1), p.22857-22857, Article 22857
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ArticlesPeer ReviewedFull Text
Ischemic priapism as a model of exhausted metabolism
Author / Creator:Vreugdenhil, Sanne ; Freire Jorge, Pedro J. ; van Driel, Mels F. ; Nijsten, Maarten W.
Publisher:United States: John Wiley & Sons, Inc
Journal title:Physiological reports, 2019-03, Vol.7 (6), p.e13999-n/a
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Implementing Neural Network-Based Equalizers in a Coherent Optical Transmission System Using Field-Programmable Gate Arrays
Author / Creator:Freire, Pedro J ; Srivallapanondh, Sasipim ; Anderson, Michael ; Spinnler, Bernhard ; Bex, Thomas ; Eriksson, Tobias A ; Napoli, Antonio ; Schairer, Wolfgang ; Costa, Nelson ; Blott, Michaela ; Turitsyn, Sergei K ; Prilepsky, Jaroslaw E
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2023-02
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Reducing Computational Complexity of Neural Networks in Optical Channel Equalization: From Concepts to Implementation
Author / Creator:Freire, Pedro J ; Napoli, Antonio ; Diego Arguello Ron ; Spinnler, Bernhard ; Anderson, Michael ; Schairer, Wolfgang ; Bex, Thomas ; Costa, Nelson ; Turitsyn, Sergei K ; Prilepsky, Jaroslaw E
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2022-11
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Transfer Learning for Neural Networks-based Equalizers in Coherent Optical Systems
Author / Creator:Freire, Pedro J ; Abode, Daniel ; Prilepsky, Jaroslaw E ; Costa, Nelson ; Spinnler, Bernhard ; Napoli, Antonio ; Turitsyn, Sergei K
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2021-09
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Performance versus Complexity Study of Neural Network Equalizers in Coherent Optical Systems
Author / Creator:Freire, Pedro J ; Osadchuk, Yevhenii ; Spinnler, Bernhard ; Napoli, Antonio ; Schairer, Wolfgang ; Costa, Nelson ; Prilepsky, Jaroslaw E ; Turitsyn, Sergei K
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2021-06
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ArticlesFull Text
Hardware Realization of Nonlinear Activation Functions for NN-based Optical Equalizers
Author / Creator:Srivallapanondh, Sasipim ; Freire, Pedro J ; Napoli, Antonio ; Turitsyn, Sergei K ; Prilepsky, Jaroslaw E
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2023-05
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Deep Neural Network-aided Soft-Demapping in Optical Coherent Systems: Regression versus Classification
Author / Creator:Freire, Pedro J ; Prilepsky, Jaroslaw E ; Osadchuk, Yevhenii ; Turitsyn, Sergei K ; Aref, Vahid
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2022-08
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Neural Networks-based Equalizers for Coherent Optical Transmission: Caveats and Pitfalls
Author / Creator:Freire, Pedro J ; Napoli, Antonio ; Spinnler, Bernhard ; Costa, Nelson ; Turitsyn, Sergei K ; Prilepsky, Jaroslaw E
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2022-05
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Knowledge Distillation Applied to Optical Channel Equalization: Solving the Parallelization Problem of Recurrent Connection
Author / Creator:Srivallapanondh, Sasipim ; Freire, Pedro J ; Spinnler, Bernhard ; Costa, Nelson ; Napoli, Antonio ; Turitsyn, Sergei K ; Prilepsky, Jaroslaw E
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2022-12
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ArticlesFull Text
Multi-Task Learning to Enhance Generalizability of Neural Network Equalizers in Coherent Optical Systems
Author / Creator:Srivallapanondh, Sasipim ; Freire, Pedro J ; Alam, Ashraful ; Costa, Nelson ; Spinnler, Bernhard ; Napoli, Antonio ; Sedov, Egor ; Turitsyn, Sergei K ; Prilepsky, Jaroslaw E
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2023-11
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ArticlesFull Text
Power and Modulation Format Transfer Learning for Neural Network Equalizers in Coherent Optical Transmission Systems
Author / Creator:Freire, Pedro J ; Abode, Daniel ; Prilepsky, Jaroslaw E ; Turitsyn, Sergei K
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2021-06
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ArticlesFull Text
Experimental implementation of a neural network optical channel equalizer in restricted hardware using pruning and quantization
Author / Creator:Arguello, Diego R ; Freire, Pedro J ; Prilepsky, Jaroslaw E ; Napoli, Antonio ; Kamalian-Kopae, Morteza ; Turitsyn, Sergei K
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2022-03
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ArticlesFull Text
Experimental Evaluation of Computational Complexity for Different Neural Network Equalizers in Optical Communications
Author / Creator:Freire, Pedro J ; Osadchuk, Yevhenii ; Napoli, Antonio ; Spinnler, Bernhard ; Schairer, Wolfgang ; Costa, Nelson ; Prilepsky, Jaroslaw E ; Turitsyn, Sergei K
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2021-09
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ArticlesFull Text
Towards FPGA Implementation of Neural Network-Based Nonlinearity Mitigation Equalizers in Coherent Optical Transmission Systems
Author / Creator:Freire, Pedro J ; Anderson, Michael ; Spinnler, Bernhard ; Bex, Thomas ; Prilepsky, Jaroslaw E ; Eriksson, Tobias A ; Costa, Nelson ; Schairer, Wolfgang ; Blott, Michaela ; Napoli, Antonio ; Turitsyn, Sergei K
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2022-06
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ArticlesFull Text
Experimental Study of Deep Neural Network Equalizers Performance in Optical Links
Author / Creator:Freire, Pedro J ; Osadchuk, Yevhenii ; Spinnler, Bernhard ; Schairer, Wolfgang ; Napoli, Antonio ; Costa, Nelson ; Prilepsky, Jaroslaw E ; Turitsyn, Sergei K
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2021-06
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ArticlesFull Text
Domain Adaptation: the Key Enabler of Neural Network Equalizers in Coherent Optical Systems
Author / Creator:Freire, Pedro J ; Spinnler, Bernhard ; Abode, Daniel ; Prilepsky, Jaroslaw E ; Ali, Abdallah A I ; Costa, Nelson ; Schairer, Wolfgang ; Napoli, Antonio ; Ellis, Andrew D ; Turitsyn, Sergei K
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2022-02
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Experimental implementation of a neural network optical channel equalizer in restricted hardware using pruning and quantization

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Neural networks for computing and denoising the continuous nonlinear Fourier spectrum in focusing nonlinear Schrödinger equation

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Ischemic priapism as a model of exhausted metabolism

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Implementing Neural Network-Based Equalizers in a Coherent Optical Transmission System Using Field-Programmable Gate Arrays

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Reducing Computational Complexity of Neural Networks in Optical Channel Equalization: From Concepts to Implementation

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Transfer Learning for Neural Networks-based Equalizers in Coherent Optical Systems

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Performance versus Complexity Study of Neural Network Equalizers in Coherent Optical Systems

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Hardware Realization of Nonlinear Activation Functions for NN-based Optical Equalizers

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Deep Neural Network-aided Soft-Demapping in Optical Coherent Systems: Regression versus Classification

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Neural Networks-based Equalizers for Coherent Optical Transmission: Caveats and Pitfalls

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Knowledge Distillation Applied to Optical Channel Equalization: Solving the Parallelization Problem of Recurrent Connection

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Multi-Task Learning to Enhance Generalizability of Neural Network Equalizers in Coherent Optical Systems

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Power and Modulation Format Transfer Learning for Neural Network Equalizers in Coherent Optical Transmission Systems

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Experimental implementation of a neural network optical channel equalizer in restricted hardware using pruning and quantization

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Experimental Evaluation of Computational Complexity for Different Neural Network Equalizers in Optical Communications

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Towards FPGA Implementation of Neural Network-Based Nonlinearity Mitigation Equalizers in Coherent Optical Transmission Systems

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Experimental Study of Deep Neural Network Equalizers Performance in Optical Links

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Domain Adaptation: the Key Enabler of Neural Network Equalizers in Coherent Optical Systems

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