[HTML][HTML] Neural network DPD for aggrandizing SM-VCSEL-SSMF-based radio over fiber link performance

MU Hadi, M Awais, M Raza, K Khurshid, H Jung - Photonics, 2021 - mdpi.com
This paper demonstrates an unprecedented novel neural network (NN)-based digital
predistortion (DPD) solution to overcome the signal impairments and nonlinearities in …

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 …

Experimental evaluation of real-time sigma-delta radio over fiber system for fronthaul applications

MU Hadi, H Jung, PA Traverso… - International Journal of …, 2021 - cambridge.org
Sigma-delta radio over fiber (ΣΔ-RoF) is an expedient technology for next-generation
networks including 5G cloud/centralized radio access networks (C-RAN). In this article, we …

[HTML][HTML] Mitigation of nonlinearities in analog radio over fiber links using machine learning approach

MU Hadi - ICT Express, 2021 - Elsevier
Abstract Machine learning (ML) techniques are looked upon as an innovative and realistic
direction to cope up with nonlinearity issues in fiber optics communication. In this paper, a …

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 …

Practically feasible closed-loop digital predistortion for VCSEL-MMF-based radio-over-fiber links

MU Hadi, J Nanni, O Venard, G Baudoin, JL Polleux… - …, 2020 - hal.science
The article demonstrates a novel Digital Predistortion (DPD) architecture for Mobile Front
Haul links for the advanced Long-Term Evolution (LTE) and upcoming 5G networks …

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 …

Nonlinearities mitigation in radio over fiber links for beyond 5g c-ran applications using support vector machine approach

MU Hadi, A Basit, K Khurshid - 2020 IEEE 23rd international …, 2020 - ieeexplore.ieee.org
Machine learning (ML) methodologies gave an innovative and realistic direction to cope up
with nonlinearity issues in fiber optics communication. In this paper, a 40-Gb/s 128 …

Enhancing IoT Services in 6G Non-Terrestrial Networks with Multicast Massive MIMO

F Qi, W **e - IEEE Network, 2024 - ieeexplore.ieee.org
This research enhances IoT services in 6G non-terrestrial networks (NTNs) by effectively
incorporating multicast massive MIMO technology. Based on the Multicast–Broadcast …

Enhancing 5G multi‐band long haul optical fronthaul links performance by magnitude‐selective affine digital predistortion method

MU Hadi, N Soin, S Kausar - Microwave and Optical …, 2022 - Wiley Online Library
This paper presents a novel magnitude‐selective affine (MSA) based digital predistortion
(DPD) method for the performance investigation of multiband 5G new radio (NR) based …