Machine learning applications for short reach optical communication

Y Xie, Y Wang, S Kandeepan, K Wang - Photonics, 2022 - mdpi.com
With the rapid development of optical communication systems, more advanced techniques
conventionally used in long-haul transmissions have gradually entered systems covering …

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 …

SARS-CoV-2 detection using optical fiber based sensor method

MU Hadi, M Khurshid - Sensors, 2022 - mdpi.com
The SARS-CoV-2 Coronavirus disease, also known as the COVID-19 pandemic, has
engendered the biggest challenge to human life for the last two years. With a rapid increase …

Experimental demonstration and performance enhancement of 5G NR multiband radio over fiber system using optimized digital predistortion

MU Hadi, M Awais, M Raza, MI Ashraf, J Song - Applied Sciences, 2021 - mdpi.com
This paper presents an experimental realization of multiband 5G new radio (NR) optical front
haul (OFH) based radio over fiber (RoF) system using digital predistortion (DPD). A novel …

Fibre wireless distributed antenna systems for 5G and 6G services

MU Hadi, G Murtaza - Electronics, 2022 - mdpi.com
The terahertz (THz) frequency bands are being explored as a potential means of enabling
an ultra-high transmission capacity in sixth-generation (6G) radio-access networks (RAN) …

Digital Predistortion Based Experimental Evaluation of Optimized Recurrent Neural Network for 5G Analog Radio Over Fiber Links

MU Hadi, KU Danyaro, A Alqushaibi, R Qureshi… - IEEE …, 2024 - ieeexplore.ieee.org
In the context of Enhanced Remote Area Communications (ERAC), Radio over Fiber (RoF)
technology plays a crucial role in extending reliable connectivity to underserved and remote …

Efficient supervised machine learning network for non-intrusive load monitoring

MU Hadi, NHN Suhaimi, A Basit - Technologies, 2022 - mdpi.com
From a single meter that measures the entire home's electrical demand, energy
disaggregation calculates appliance-by-appliance electricity consumption. Non-intrusive …

Practical Demonstration of 5G NR Transport Over-Fiber System with Convolutional Neural Network

MU Hadi - Telecom, 2022 - mdpi.com
This study describes an experimental realization using digital predistortion (DPD) for a fifth
generation (5G) multiband new radio (NR) optical front haul (OFH) based Radio over Fiber …

Hybrid ring-and tree-topology RoF transmission system with disconnection protection

CY Li, CH Chang, ZG Lin - Photonics, 2021 - mdpi.com
This paper proposes a hybrid ring-and tree-topology radio over fiber (RoF) transmission
system with self-disconnection protection that can support the high distribution density of …

Machine learning-based linearization schemes for radio over fiber systems

LAM Pereira, LL Mendes… - IEEE Photonics …, 2022 - ieeexplore.ieee.org
This work proposes a novel machine learning (ML)-based linearization scheme for radio-
over-fiber (RoF) systems with external modulation. The proposed approach has the …