Evaluation and optimization of carbon emission for federal edge intelligence network by Peng ZHANG, Yong XIAO, Jiwei HU, Liang LIAO, Jianxin LYU, Zegang BAI

“…In recent years, the continuous evolution of communication technology has led to a significant increase in energy consumption.With the widespread application and deep deployment of artificial intelligence (AI) technology and algorithms in telecommunication networks, the network architecture and technological evolution of network intelligent will pose even more severe challenges to the energy efficiency and emission reduction of future 6G.Federated edge intelligence (FEI), based on edge computing and distributed federated machine learning, has been widely acknowledged as one of the key pathway for implementing network native intelligence.However, evaluating and optimizing the comprehensive carbon emissions of federated edge intelligence networks remains a significant challenge.To address this issue, a framework and a method for assessing the carbon emissions of federated edge intelligence networks were proposed.Subsequently, three carbon emission optimization schemes for FEI networks were presented, including dynamic energy trading (DET), dynamic task allocation (DTA), and dynamic energy trading and task allocation (DETA).Finally, by utilizing a simulation network built on real hardware and employing real-world carbon intensity datasets, FEI networks lifecycle carbon emission experiments were conducted.The experimental results demonstrate that all three optimization schemes significantly reduce the carbon emissions of FEI networks under different scenarios and constraints.This provides a basis for the sustainable development of next-generation intelligent communication networks and the realization of low-carbon 6G networks.…”
Get full text

FedDyH: A Multi-Policy with GA Optimization Framework for Dynamic Heterogeneous Federated Learning by Xuhua Zhao, Yongming Zheng, Jiaxiang Wan, Yehong Li, Donglin Zhu, Zhenyu Xu, Huijuan Lu

“…Prior to this work, few studies have explored the use of optimization algorithms for hyperparameter tuning in federated learning. …”
Get full text

Many-Objective Truss Structural Optimization Considering Dynamic and Stability Behaviors by João Marcos P. Vieira, José Pedro G. Carvalho, Dênis E. C. Vargas, Érica C. R. Carvalho, Patrícia H. Hallak, Afonso C. C. Lemonge

Get full text

Federated learning system on autonomous vehicles for lane segmentation by Mohab M. Eid Kishawy, Mohamed T. Abd El-Hafez, Retaj Yousri, M. Saeed Darweesh

“…However, one of the bottlenecks of this evolution is providing data that contains different scenarios and scenes to improve the models without exposing the privacy and security of the edge vehicles. …”
Get full text

The Evolution of Ophthalmological Healthcare System in Premature Children by A. V. Tereshhenko, I. G. Trifanenkova, M. S. Tereshhenkova, Yu. A. Yudina, S. V. Isaev, P. L. Volodin, N. N. Yudina, A. A. Vydrina, Yu. A. Sidorova, E. V. Erohina, V. V. Shaulov

“…The purpose is to analyze the stages of ophthalmological healthcare system’s evolution in premature children on the basis of Kaluga branch of FGAU «MNTK “Eye Microsurgery” named after acad. …”
Get full text

STUDY REGARDING CERVIDAE EVOLUTION, IN GIURGIU COUNTY, BETWEEN 2006 - 2015 by Marius MAFTEI, Elena Narcisa POGURSCHI, Iulian VLAD, Lucia NISTOR

“…This is just a partial study for an ample research regarding evolution of species from Cervidae family in Romania. …”
Get full text

Occurrence Data Sources Matter for Species Distribution Modeling: A Case Study of Quercus variabilis Based on Biomod2 by Yipei Zhao, Jianfeng Liu, Qi Wang, Ruizhi Huang, Wen Nie, Shaowei Yang, Xiangfen Cheng, Maihe Li

Get full text

A privacy-preserved horizontal federated learning for malignant glioma tumour detection using distributed data-silos. by Shagun Sharma, Kalpna Guleria, Ayush Dogra, Deepali Gupta, Sapna Juneja, Swati Kumari, Ali Nauman

“…Therefore, in the proposed work, a distributed and privacy-preserved horizontal federated learning-based malignant glioma disease detection model has been developed by employing 5 and 10 different clients' architectures in independent and identically distributed (IID) and non-IID distributions. …”
Get full text

Evolution of strain diversity and virulence factor repertoire in pediatric Staphylococcus aureus isolates. by Margaret Free, Nicole Soper, James C Slaughter, Andries Feder, Colleen Bianco, Ahmed M Moustafa, Paul Planet, C Buddy Creech, Isaac Thomsen

Get full text

Evolution of Thermal Plasticity in Hymenoscyphus fraxineus During Ash Dieback Expansion in Europe by Clémence Bécans, Cécile Robin, Katharina B. Budde, Luisa Ghelardini, Andrin Gross, Vaidotas Lygis, Lene Rostgaard Nielsen, Gilles Saint‐Jean, Jean‐Paul Soularue

Get full text

The structure of forest vegetation on industrial landfills of different ages by Elena Gorozhanina, Dmitry Gura, Patryk Sitkiewicz, Tatyana Degtyarevskaya

Get full text

Path and Practice of Gap Management in National Parks: A Comparison Between China and the US and Inspirations Therefrom by Yun MA, Siyuan HE

“…In the US, the management of “gap” in federal lands is in alignment with the evolution of historical land policies, which gives birth to “inholding” — non-federal lands surrounded by federally owned territories. …”
Get full text

Physics-Informed Neural Network for Load Margin Assessment of Power Systems with Optimal Phasor Measurement Unit Placement by Murilo Eduardo Casteroba Bento

Get full text

Evolução da salinidade e pH de solo sob cultivo de melão irrigado com água salina Evolution of salinity and pH of soil cultivated with melon irrigated with brackish water by Francisco de Q. Porto Filho, José F. de Medeiros, Hans R. Gheyi, Nildo da S. Dias, Paulo S. de Sousa, Daniel da C. Dantas

Get full text

Challenges and Opportunities in ILR Selection for Photovoltaic System: Evaluation in Brazilian Cities by Alex Vilarindo Menezes, José de Arimatéia Alves Vieira Filho, Wilson Negrão Macedo

Get full text

Adaptative Variation in a Neotropical Dung Beetle: Females and Gamma Males Present Tunneler Morphology, While Beta and Alpha Males Present Wing Morphology for Velocity by Pedro Henrique deOliveira Ribeiro, Nicholas Ferreira Camargo, Marina Regina Frizzas

Get full text

Is There a Key Primer for Amplification of Core Land Plant DNA Barcode Regions (rbcL and matK)? by Leonardo C. J. Corvalán, Amanda A. deMelo‐Ximenes, Larissa R. Carvalho, Carlos de M. e Silva‐Neto, José A. F. Diniz‐Filho, Mariana P. de C. Telles, Rhewter Nunes

Get full text

The impact of deregressed foreign breeding values on national beef cattle single-step genomic evaluation by Damilola Adekale, Zengting Liu, Ross Evans, Thierry Pabiou, Reinhard Reents, Dierck Segelke, Jens Tetens

Get full text

Some Discussion Issues in Environmental Forensics by Elena I. Maiorova

Get full text

SIA: Modelo para simulação da irrigação por aspersão - Calibração e validação SIA: Model for simulation of sprinkler irrigation - Calibration and validation by Henrique F. E. de Oliveira, Alberto Colombo, Lessandro C. Faria, Samuel Beskow, Giuliani do Prado

Get full text