End-to-end learning for VCSEL-based optical interconnects: State-of-the-art, challenges, and opportunities

M Srinivasan, J Song, A Grabowski… - Journal of Lightwave …, 2023 - ieeexplore.ieee.org
Optical interconnects (OIs) based on vertical-cavity surface-emitting lasers (VCSELs) are the
main workhorse within data centers, supercomputers, and even vehicles, providing low-cost …

Genetic algorithm-enhanced microcomb state generation

C Mazoukh, L Di Lauro, I Alamgir, B Fischer… - Communications …, 2024 - nature.com
Microcavities enable the generation of highly efficient microcombs, which find applications in
various domains, such as high-precision metrology, sensing, and telecommunications. Such …

Predicting mode-locked fiber laser output using a feed-forward neural network

X Liu, R Gumenyuk - Optics Continuum, 2024 - opg.optica.org
With a great ability to solve regression problems, the artificial neural network has become a
powerful tool for advancing ultrafast laser research. In this work, we demonstrate the …

Online versus offline optimization methods for Raman amplifier optimization

UC de Moura, T Pinto, AMR Brusin… - … (OECC) and 2022 …, 2022 - ieeexplore.ieee.org
In this work, we evaluate machine learning (offline) and evolutionary strategy (online)
techniques for the Raman pump power optimization. Experimental results show that …

Data-Driven SOA Parameter Discovery and Optimization Using Bayesian Machine Learning With a Parzen Estimator Surrogate

R Kraemer, O Düzgöl, S Li… - Journal of Lightwave …, 2023 - ieeexplore.ieee.org
Semiconductor optical amplifiers (SOAs) are building blocks of several active photonic
integrated circuits such as lasers and all optical switches. However, the optimization of SOAs …

Generation of electro-optic frequency combs with optimized flatness in a silicon ring resonator modulator

E Weckenmann, T Monteiro, UC de Moura… - arXiv preprint arXiv …, 2023 - arxiv.org
The flatness of electro-optic frequency combs (EOFCs) generated in a single silicon ring
resonator modulator (RRM) is optimized by employing harmonic superposition of the radio …

[PDF][PDF] 基于深度学习的电光调制型可编程光学频率梳

李洪达, 郑子昂, 马洛嘉, 马云杰… - Study On Optical …, 2024 - researching.cn
[目的] 为了满足各种应用领域对高性能光学频率梳(OFC) 的需求, 特别是在宽带宽, 高平坦度,
中心波长和谱线间距等参数可以独立调节方面, 文章提出了一种基于2 次耦合射频(RF) …

Optical Frequency Comb Generation and Further Advances From the Photonics Community in Serbia and Western Balkans

MM Krstić, JV Crnjanski, DM Gvozdić - IEEE Photonics Journal, 2023 - ieeexplore.ieee.org
The article presents a short statistical overview of photonics research in the Western
Balkans, with more spotlight aimed at the field of optical frequency combs with focus on the …

Inverse design of programmable optical frequency comb using deep learning

Y Ma, P Li, W Shi - Journal of Optics, 2022 - iopscience.iop.org
Optical frequency comb (OFC) has important applications in measurement, communication,
military and other fields. Usually, OFC needs to be designed according to different …

Applications des modulateurs en silicium pour les communications optiques haut débit à courte portée

E Weckenmann - 2023 - theses.hal.science
La photonique sur silicium offre des solutions pour répondre aux besoins de débits
croissants au sein des centre de données, en proposant des composants à bas coût …