Green federated learning

A Yousefpour, S Guo, A Shenoy, S Ghosh… - arXiv preprint arXiv …, 2023 - arxiv.org
Federated Learning (FL) — a collaborative machine learningGreen AI is a novel and
important research area where … In this paper, we propose the concept of Green FL, which involves …

Green federated learning via energy-aware client selection

R Albelaihi, L Yu, WD Craft, X Sun… - … 2022-2022 IEEE …, 2022 - ieeexplore.ieee.org
… —Federated learning (FL) is a collaborative machine learning framework to enable different
clients such as Internet of Things (IoT) devices to participate in a machine learninggreen

Green Federated Learning: A new era of Green Aware AI

D Thakur, A Guzzo, G Fortino, F Piccialli - arXiv preprint arXiv:2409.12626, 2024 - arxiv.org
Federated Learning Several aspects of challenges are involved in the design of federated
learning… related to energy-efficient federated learning, ie for Green Federated Learning (GFL). …

Energy-efficient federated learning with resource allocation for green IoT edge intelligence in B5G

A Salh, R Ngah, L Audah, KS Kim, Q Abdullah… - IEEE …, 2023 - ieeexplore.ieee.org
Federated Learning (FL) is proposed to solve the high computational complexity by training
… To increase the system’s reliability and promote green IoT, Federated Learning (FL) in the …

[HTML][HTML] Sustainable collaboration: Federated learning for environmentally conscious forest fire classification in green internet of things (IoT)

AA Siddique, N Alasbali, M Driss, W Boulila… - Internet of Things, 2024 - Elsevier
… To address these challenges, this paper introduces a Federated Learning framework
empowered by the Internet of Things (IoT). The proposed framework integrates with an Intelligent …

Green, quantized federated learning over wireless networks: An energy-efficient design

M Kim, W Saad, M Mozaffari… - IEEE transactions on …, 2023 - ieeexplore.ieee.org
… Abstract— The practical deployment of federated learning (FL) over wireless networks …
In this paper, a green-quantized FL framework, which represents data with a finite precision …

Federated learning for green shipping optimization and management

H Wang, R Yan, MH Au, S Wang, YJ Jin - Advanced Engineering …, 2023 - Elsevier
… In this study, we develop a two-stage method based on federated learning (FL) and optimization
techniques to predict ship fuel consumption and optimize ship sailing speed. Because …

Green concerns in federated learning over 6G

B Zhao, Q Cui, S Liang, J Zhai, Y Hou… - China …, 2022 - ieeexplore.ieee.org
… , data security and privacy, and learning performance. Among them, federated learning (FL),
as a distributed machine learning framework, has attracted widespread attention from …

FedGreen: Federated learning with fine-grained gradient compression for green mobile edge computing

P Li, X Huang, M Pan, R Yu - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
… Abstract—Federated learning (FL) enables devices in mobile … To deploy green MEC, we
propose FedGreen, which enhances the … Yonetani, “Client selection for federated learning with …

Federated learning for green and sustainable 6G IIoT applications

VK Quy, DC Nguyen, D Van Anh, NM Quy - Internet of Things, 2024 - Elsevier
… survey of 6G IIoT applications based on Federated Learning (FL), starting from introducing
… Finally, we present challenges and open issues for future research to realize green and …