Browse by Aston Author

Article

Srivallapanondh, Sasipim, Freire, Pedro J., Spinnler, Bernhard, Costa, Nelson, Napoli, Antonio, Turitsyn, Sergei K. and Prilepsky, Jaroslaw E. (2023). Parallelization of Recurrent Neural Network-Based Equalizer for Coherent Optical Systems via Knowledge Distillation. Journal of Lightwave Technology ,

Freire, Pedro J., Prilepsky, Jaroslaw E., Osadchuk, Yevhenii, Turitsyn, Sergei K. and Aref, Vahid (2022). Deep Neural Network-aided Soft-Demapping in Coherent Optical Systems: Regression versus Classification. IEEE Transactions on Communications, 70 (12), pp. 7973-7988.

Sena, Matheus R., Freire, Pedro J., Coelho, Leonardo D., Santos, Alex F., Napoli, Antonio and Almeida, Raul C. (2022). Novel Evolutionary Planning Technique for Flexible-grid Transmission in Optical Networks. Optical Switching and Networking, 43 ,

Freire, Pedro Jorge, Napoli, Antonio, Spinnler, Bernhard, Costa, Nelson Manuel Simoes da, Turitsyn, Sergei K. and Prilepsky, Jaroslaw (2022). Neural Networks-based Equalizers for Coherent Optical Transmission: Caveats and Pitfalls. IEEE Journal of Selected Topics in Quantum Electronics, 28 (4),

Freire de Carvalho Souza, Pedro Jorge, Abode, Daniel, Prilepsky, Jaroslaw E., Costa, Nelson, Spinnler, Bernhard, Napoli, Antonio and Turitsyn, Sergei K. (2021). Transfer Learning for Neural Networks-based Equalizers in Coherent Optical Systems. Journal of Lightwave Technology, 39 (21), pp. 6733-6745.

Freiredecarvalhosouza, Pedro Jorge, Osadchuk, Yevhenii, Spinnler, Bernhard, Napoli, Antonio, Schairer, Wolfgang, Costa, Nelson Manuel Simes da, Prilepsky, Jaroslaw and Turitsyn, Sergei K. (2021). Performance versus Complexity Study of Neural Network Equalizers in Coherent Optical Systems. Journal of Lightwave Technology, 39 (19), pp. 6085-6096.

Book Section

Neskorniuk, Vladislav, Freire de Carvalho Souza, Pedro Jorge, Napoli, Antonio, Spinnler, Bernhard, Schairer, Wolfgang, Prilepsky, Jaroslaw E., Costa, Nelson and Turitsyn, Sergei K. (2021). Simplifying the Supervised Learning of Kerr Nonlinearity Compensation Algorithms by Data Augmentation. IN: 2020 European Conference on Optical Communications, ECOC 2020. 2020 European Conference on Optical Communications, ECOC 2020 . BEL: IEEE.

Thesis

Freire de Carvalho Souza, Pedro Jorge (2022). Machine Learning Techniques To Mitigate Nonlinear Impairments In Optical Fiber System. PHD thesis, Aston University.