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 …

An adaptive method for data reduction in the internet of things

Y Fathy, P Barnaghi, R Tafazolli - … on Internet of things (WF-IoT), 2018 - ieeexplore.ieee.org
Enormous amounts of dynamic observation and measurement data are collected from
sensors in Wireless Sensor Networks (WSNs) for the Internet of Things (IoT) applications …

Autonomous Internet of Things (IoT) Data Reduction Based on Adaptive Threshold

H Zhang, J Na, B Zhang - Sensors, 2023 - mdpi.com
With the development of intelligent IoT applications, vast amounts of data are generated by
various volume sensors. These sensor data need to be reduced at the sensor and then …

Using data prediction techniques to reduce data transmissions in the IoT

GM Dias, B Bellalta, S Oechsner - … on Internet of Things (WF-IoT …, 2016 - ieeexplore.ieee.org
Part of the data in the Internet of Things (IoT) will be generated by wireless sensor nodes
organized in Wireless Sensor Networks (WSNs). However, these nodes are mainly …

Real-time data reduction at the network edge of Internet-of-Things systems

A Papageorgiou, B Cheng… - 2015 11th international …, 2015 - ieeexplore.ieee.org
The expected huge increase in the number of IoT data sources (sensors, embedded
systems, personal devices etc.) will give rise to network-edge computing, ie, data pre …

Comparing Ensemble Learning Techniques on Data Transmission Reduction for IoT Systems

A Salah, M Bekhit, AM Alkalbani, MA Mohamed… - … on Advances in …, 2023 - Springer
Abstract The Internet of Things (IoT) systems include a massive number of connected
devices. The communication between these devices requires a huge amount of …

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 …

Data transmission reduction model for cloud-based IoT systems

A Elouali, H Mora, FJM Gimeno - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Cloud computing is the solution for IoT devices of limited resources and high cost
processing requirements. However, the network related issues such as latency and …

Machine Learning Methods for Efficient Data Reduction and Reconstruction in the concept of Internet of Things

J Čulić Gambiroža - 2023 - dr.nsk.hr
Sažetak The concept of Internet of Things (IoT) has grown in recent years, and the number of
IoT devices is rapidly increasing. Consequently, the amount of collected and stored data is …

Towards an AI-Driven Data Reduction Framework for Smart City Applications

L Pioli, DDJ de Macedo, DG Costa, MAR Dantas - Sensors, 2024 - mdpi.com
The accelerated development of technologies within the Internet of Things landscape has
led to an exponential boost in the volume of heterogeneous data generated by …