Security of federated learning in 6G era: A review on conceptual techniques and software platforms used for research and analysis

SHA Kazmi, F Qamar, R Hassan, K Nisar… - Computer Networks, 2024 - Elsevier
Federated Learning (FL) is an emerging Artificial Intelligence (AI) paradigm enabling
multiple parties to train a model collaboratively without sharing their data. With the upcoming …

Security in Federated Learning Enabled 6g Era: A Review on Conceptual Techniques and Software Platforms Used for Research and Analysis

SHA Kazmi, F Qamar, R Hassan, K Nisar… - Available at SSRN …, 2024 - papers.ssrn.com
Federated Learning (FL) is an emerging Artificial Intelligence (AI) paradigm that enables
multiple parties to collaboratively train a model without sharing their data. With the upcoming …

[HTML][HTML] Power optimization in multi-tier heterogeneous networks using genetic algorithm

A Gachhadar, RK Maharjan, S Shrestha, NB Adhikari… - Electronics, 2023 - mdpi.com
The Internet of Things (IoT) connects numerous sensor nodes and devices, resulting in an
increase in the bandwidth and data rates. However, this has led to a surge in data-hungry …

SLFL: A Server-Less Federated Learning Framework in Software Defined UAV Networks

SHA Kazmi, F Qamar, R Hassan… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
The unique characteristics of Unmanned Aerial Vehicle (UAV) networks, including limited
resources, dynamic topology, and heterogeneity, pose significant challenges for integration …

Success Probability and Spectral Efficiency Estimation Using Successive Interference Cancellation for B5G Network

F Qamar, A Gachhadar, SHA Kazmi… - … on Computing (ICOCO …, 2023 - ieeexplore.ieee.org
This research paper investigates the examination of Successive Interference Cancellation
(SIC) implementation within ultra-dense 5G networks. The study focuses on the theoretical …

Exploring the technical advances and limits of Autonomous UAVs for Precise Agriculture in Constrained Environments

MB Miled, D Grande, X Li, Y Liu - 2023 IEEE 19th International …, 2023 - ieeexplore.ieee.org
In the field of precise agriculture with autonomous unmanned aerial vehicles (UAVs), the
utilization of drones holds significant potential to transform crop monitoring, management …

Multi-antenna Arrays Based Massive-MIMO for B5G/6G: State-of-the-Art, Challenges and Future Research Directions

F Qamar, SHA Kazmi, KAZ Ariffin, M Tayyab… - 2024 - preprints.org
This comprehensive article explores Massive MIMO (M-MIMO) design and its associated
concepts, focusing on the seamless integration requirements for Beyond 5G (B5G) and 6G …