Intelligent Edge-powered Data Reduction: A Systematic Literature Review

L Pioli, DDJ de Macedo, DG Costa… - ACM Computing …, 2024 - dl.acm.org
The development of the Internet of Things (IoT) paradigm and its significant spread as an
affordable data source has brought many challenges when pursuing efficient data collection …

An overview of data reduction solutions at the edge of IoT systems: a systematic mapping of the literature

L Pioli, CF Dorneles, DDJ de Macedo, MAR Dantas - Computing, 2022 - Springer
Abstract Internet of Things (IoT) is a technology that connects devices of different types and
characteristics through a network. The massive quantity of the heterogeneous generated …

Analyzing Data Reduction Techniques: An Experimental Perspective

V Fernandes, G Carvalho, V Pereira, J Bernardino - Applied Sciences, 2024 - mdpi.com
The exponential growth in data generation has become a ubiquitous phenomenon in today's
rapidly growing digital technology. Technological advances and the number of connected …

Taxonomy of edge computing: Challenges, opportunities, and data reduction methods

K Jain, S Mohapatra - Edge Computing: From Hype to Reality, 2019 - Springer
Abstract The Internet of Things (IoT) is expected to grow faster than any other category of
connected devices. IoT allows any device with an on-and-off switch to connect to the internet …

An in-networking double-layered data reduction for internet of things (IoT)

WM Ismael, M Gao, AA Al-Shargabi, A Zahary - Sensors, 2019 - mdpi.com
Due to the ever-increasing number and diversity of data sources, and the continuous flow of
data that are inevitably redundant and unused to the cloud, the Internet of Things (IoT) …

Accuracy-aware data reduction for internet of things

T Hafeez, G McArdle - … : Improving Quality of Life Using ICT, IoT …, 2022 - ieeexplore.ieee.org
The Internet of Things (IoT) generates an enormous amount of data. Usually, either in real-
time or after their collection, these data are passed to already trained machine learning and …

Data reduction in fog computing and internet of things: A systematic literature survey

AA Sadri, AM Rahmani, M Saberikamarposhti… - Internet of Things, 2022 - Elsevier
Cloud computing, the most crucial computing and storage tool in IoT (Internet of Things), still
meets various challenges. The remoteness of IoT end devices from cloud platforms may …

Edge intelligence for data handling and predictive maintenance in IIOT

T Hafeez, L Xu, G Mcardle - IEEE Access, 2021 - ieeexplore.ieee.org
The use of IoT has become pervasive and IoT devices are common in many domains.
Industrial IoT (IIoT) utilises IoT devices and sensors to monitor machines and environments …

A context-aware data reduction framework for high velocity data

WQ Ng, BY Ooi, XY Kh'ng, SY Liew… - 2022 3rd International …, 2022 - ieeexplore.ieee.org
While most of the existing works are focusing on the data reduction of IoT sensor to lower the
energy consumption, extend the battery's lifespan, reduce redundant data sensed and …

Resilient edge data management framework

I Lujic, V De Maio, I Brandic - IEEE Transactions on Services …, 2019 - ieeexplore.ieee.org
Transferring and processing huge amounts of data in the cloud can violate the low latency
requirements of modern IoT applications, considering underlying network infrastructure …