Machine Learning for Performance Improvement of Long-Haul End-to-End Optical Transmission Systems
Published in PhD Thesis, Aston University, Birmingham, UK, 2023
Publications
You can also find my articles on my Google Scholar profile.
Theses
The study of coherent structures based on numerical algorithms of nonlinear Fourier transform for a nonlinear Schrödinger equation
Published in Engineering degree Thesis, Ecole Nationale des Ponts et Chaussées (ENPC), Paris, France, 2019
Journal Articles
Examining nonlinear behaviors in optical communication systems using Gaussian mixture model
Published in SPIE Nonlinear Optics and its Applications 2024, Vol. 13004, 2024
Next-generation signal processing using windowed Nonlinear Fourier Transform
Published in SPIE Photonics Europe 2024, 2024
Numerical Approaches in Nonlinear Fourier Transform‐Based Signal Processing for Fiber‐Optic Communications
Published in Studies in Applied Mathematics, 2024
Fiber-Optic Communications Based on Finite-Genus Solutions to the NLS with a Convolutional Neural Network Receiver
Published in European Conference on Optical Communication (ECOC 2023), 2023
Real-time demonstration of optical communication system performance using HpCom numerical simulator
Published in IET Conference Proceedings CP839, 2023
Multi-Task Learning to Enhance Generalizability of Neural Network Equalizers in Coherent Optical Systems
Published in European Conference on Optical Communication (ECOC 2023), accepted preprint, 2023
Gradient Boosting for Nonlinear Equalization in Optical Transmission Systems
Published in Conference on Lasers and Electro-Optics Europe & European Quantum Electronics Conference (CLEO/Europe–EQEC 2023), 2023
Phase computation for the finite-genus solutions to the focusing nonlinear Schrödinger equation using convolutional neural networks
Published in Communications in Nonlinear Science and Numerical Simulation, 2023
Optimal input signal distribution for a nonlinear optical fiber channel with small Kerr nonlinearity
Published in Journal of the Optical Society of America B | Optica Publishing Group, 2022
Neural network for calculating direct and inverse nonlinear Fourier transform
Published in Quantum Electronics, 2021
Neural networks for computing and denoising the continuous nonlinear Fourier spectrum in focusing nonlinear Schrödinger equation
Published in Scientific Reports | Nature Publishing Group UK, 2021
Neural Networks For Nonlinear Fourier Spectrum Computation
Published in 2021 European Conference on Optical Communication (ECOC) | IEEE, 2021
Computing continuous nonlinear Fourier spectrum of optical signal with artificial neural networks
Published in Applications of Machine Learning 2021 | SPIE, 2021
Introducing phase jump tracking - a fast method for eigenvalue evaluation of the direct Zakharov-Shabat problem
Published in Communications in Nonlinear Science and Numerical Simulation, 2021
Application of neural networks to determine the discrete spectrum of the direct Zakharov–Shabat problem
Published in Quantum Electronics, 2020
Nonlinear Spectrum of Conventional OFDM and WDM Return-to-Zero Signals in Nonlinear Channel
Published in Journal of Lightwave Technology, 2020
Soliton content in the standard optical OFDM signal
Published in Optics Letters, 2018
Radiation hardness study of CsI(Tl) scintillation crystals for the Belle II calorimeter
Published in Journal of Instrumentation, 2017
Conference Papers
Continuous dual-polarization signal processing using windowed Nonlinear Fourier Transform
Published in International Conference Laser Optics (ICLO 2024), 2024