Topologies in distributed machine learning: Comprehensive survey, recommendations and future directions
With the widespread use of distributed machine learning (DML), many IT companies have
established networks dedicated to DML. Different communication architectures of DML have …
established networks dedicated to DML. Different communication architectures of DML have …
Data-driven satellite communication and control for future iot: Principles and opportunities
SR Pokhrel, J Choi - IEEE Transactions on Aerospace and …, 2024 - ieeexplore.ieee.org
New satellite-based 6G for the Internet of Things (IoT) is expected to provide complete
global coverage and support fully transparent services. In addition, a large number of low …
global coverage and support fully transparent services. In addition, a large number of low …
Smart Grid Meets URLLC: A Federated Orchestration With Improved Communication for Efficient Energy Resources Management
Efficient data communication and machine learning aspects are crucial for orchestrating the
distributed resources of smart grid (SG) networks. 5G telecom technologies have enabled …
distributed resources of smart grid (SG) networks. 5G telecom technologies have enabled …
Internet of Drones: Improving multipath TCP over WiFi with federated multi-armed bandits for limitless connectivity
SR Pokhrel, M Mandjes - Drones, 2022 - mdpi.com
We consider multipath TCP (MPTCP) flows over the data networking dynamics of IEEE
802.11 ay for drone surveillance of areas using high-definition video streaming. Mobility …
802.11 ay for drone surveillance of areas using high-definition video streaming. Mobility …
Multi-Agent Proximal Policy Optimization-Based Dynamic Client Selection for Federated AI in 6G-Oriented Internet of Vehicles
In the era of 5G-Advanced and 6 G, decentralized machine learning algorithms, particular
federated learning (FL), has become a critical enabling technology for future Internet of …
federated learning (FL), has become a critical enabling technology for future Internet of …
Multipath TCP implementation under FreeBSD-13 for pluggable machine learning models
SR Pokhrel, J Kua, B Fleming, S Ozer, J Howe… - Computer Networks, 2024 - Elsevier
Multipath TCP (MPTCP) has been implemented and evaluated using the modular approach
known as ModCC in FreeBSD. This research builds a foundation for developing an …
known as ModCC in FreeBSD. This research builds a foundation for developing an …