Edge-Cloud Solutions for Big Data Analysis and Distributed Machine Learning-1

L Belcastro, J Carretero, D Talia - Future Generation Computer Systems, 2024 - Elsevier
In recent years, edge-cloud solutions have gained widespread adoption for efficiently
collecting and analyzing IoT-generated data across various domains like urban mobility …

[PDF][PDF] Edge-to-Cloud Intelligence: Enhancing IoT Devices with Machine Learning and Cloud Computing

S Kanungo - International Peer-Reviewed Journal, 2019 - irejournals.com
The rapid growth of the Internet of Things (IoT) has exponentially increased the number of
connected devices that generate large amounts of data. Leveraging advanced technologies …

FedMicro-IDA: A federated learning and microservices-based framework for IoT data analytics

SB Atitallah, M Driss, HB Ghezala - Internet of Things, 2023 - Elsevier
Abstract The Internet of Things (IoT) has recently proliferated in both size and complexity.
Using multi-source and heterogeneous IoT data aids in providing efficient data analytics for …

Current state and prospects of edge computing within the Internet of Things (IoT) ecosystem

EO Sodiya, UJ Umoga, A Obaigbena, BS Jacks… - International Journal of …, 2024 - ijsra.net
The burgeoning growth of the Internet of Things (IoT) has prompted a paradigm shift in
computing architectures, leading to the emergence and rapid evolution of edge computing …

Edge MLOps framework for AIoT applications

E Raj - 2020 - theseus.fi
Recent years witnessed a boom in IoT devices resulting in big data and demand for low
latency communication giving rise to a demand for 5G Networks. This shift in the …

[PDF][PDF] BEYOND THE CLOUD-UNRAVELING THE BENEFITS OF EDGE COMPUTING IN IOT

S Nair - INTERNATIONAL JOURNAL OF COMPUTER …, 2023 - researchgate.net
The transition from traditional cloud computing to edge computing represents a paradigm
shift in data management. As the Internet of Things (IoT) and 5G connectivity continue to …

Edge computing: A soul to Internet of things (IoT) data

V Singh, AK Bharti, N Chandra - Artificial Intelligence and Machine Learning …, 2022 - Elsevier
Driven by the vision of the Internet of things (IoT) and recent technological advances, the
past few years have seen a paradigm shift from centralized cloud computing to edge …

A survey of recent advances in edge-computing-powered artificial intelligence of things

Z Chang, S Liu, X Xiong, Z Cai… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
The Internet of Things (IoT) has created a ubiquitously connected world powered by a
multitude of wired and wireless sensors generating a variety of heterogeneous data over …

Edge artificial intelligence for big data: a systematic review

A Hemmati, P Raoufi, AM Rahmani - Neural Computing and Applications, 2024 - Springer
Edge computing, artificial intelligence (AI), and machine learning (ML) concepts have
become increasingly prevalent in Internet of Things (IoT) applications. As the number of IoT …

An optimized IoT-enabled big data analytics architecture for edge–cloud computing

M Babar, MA Jan, X He, MU Tariq… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
The awareness of edge computing is attaining eminence and is largely acknowledged with
the rise of the Internet of Things (IoT). Edge-enabled solutions offer efficient computing and …