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 …

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 …

Energy-efficient data transmission and aggregation protocol in periodic sensor networks based fog computing

AK Idrees, AKM Al-Qurabat - Journal of Network and Systems …, 2021 - Springer
Abstract The Periodic Sensor Networks based fog computing of the Internet of Things (IoT)
represents one of the most providers of the big data on the network because it is …

Distributed energy‐efficient data reduction approach based on prediction and compression to reduce data transmission in IoT networks

AM Hussein, AK Idrees… - International Journal of …, 2022 - Wiley Online Library
In the modern world, it will be necessary to deploy a large number of sensor devices to
sense everything around us in order to detect changes, risks, and hazards and to mitigate …

A reliable and energy efficient dual prediction data reduction approach for WSNs based on Kalman filter

H Wang, Z Yemeni, WM Ismael, A Hawbani… - IET …, 2021 - Wiley Online Library
Wireless sensor networks (WSNs) are critically resource‐constrained due to wireless sensor
nodes' tiny memory, low processing units, power limitations, and narrow communication …

Hydrogen detecting characteristics and an improved algorithm for data transmission of a palladium nanoparticle/amorphous InGaZnO thin film based sensor

JS Niu, PL Chen, CW Chang, JH Tsai, KW Lin… - Sensors and Actuators B …, 2023 - Elsevier
Hydrogen gas detecting properties of a new sensing device have been comprehensively
investigated and reported. The proposed sensor is synthesized by a sputtered amorphous …

Data transmission reduction techniques for improving network lifetime in wireless sensor networks: An up‐to‐date survey from 2017 to 2022

K Jain, A Kumar, A Singh - Transactions on Emerging …, 2023 - Wiley Online Library
Wireless sensor networks (WSNs) have now become a substantial part of our life as it
provides an incredible setup for monitoring environmental conditions such as glaciers …

A distributed prediction–compression-based mechanism for energy saving in IoT networks

AM Hussein, AK Idrees, R Couturier - The Journal of Supercomputing, 2023 - Springer
Nowadays, the number of Internet of things (IoT) devices has rapidly increased due to their
increasing use in different real-world applications. The sensor devices represent the basic …

On Reducing Data Transmissions in Fog Enabled LoRa Based Smart Agriculture

G Anand, M Vyas, RN Yadav… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Real data plays a fundamental role in determining various features related to the collection
site, such as monitoring, controlling, predictions, etc. Several systems in the Internet of …

Reliable spatial and temporal data redundancy reduction approach for WSN

Z Yemeni, H Wang, WM Ismael, Y Wang, Z Chen - Computer Networks, 2021 - Elsevier
Data generated by sensors are inherently apt to spatial and temporal redundancy owing to
the proximity of sensors that could sense the same environment or react to the same event …