Linear interval approximation for smart sensors and IoT devices

MB Marinov, N Nikolov, S Dimitrov, T Todorov… - Sensors, 2022 - mdpi.com
In this work, we introduce and use an innovative approach for adaptive piecewise linear
interval approximation of sensor characteristics, which are differentiable functions. The aim …

Driven: a framework for efficient data retrieval and clustering in vehicular networks

B Havers, R Duvignau, H Najdataei… - 2019 IEEE 35th …, 2019 - ieeexplore.ieee.org
Applications for adaptive (sometimes also called smart) Cyber-Physical Systems are
blossoming thanks to the large volumes of data, sensed in a continuous fashion, in large …

Time and memory efficient online piecewise linear approximation of sensor signals

F Grützmacher, B Beichler, A Hein, T Kirste, C Haubelt - Sensors, 2018 - mdpi.com
Piecewise linear approximation of sensor signals is a well-known technique in the fields of
Data Mining and Activity Recognition. In this context, several algorithms have been …

[HTML][HTML] Survey: time-series data preprocessing: a survey and an empirical analysis

A Tawakuli, B Havers, V Gulisano, D Kaiser… - Journal of Engineering …, 2024 - Elsevier
Data are naturally collected in their raw state and must undergo a series of preprocessing
steps to obtain data in their input state for Artificial Intelligence (AI) and other applications …

DRIVEN: A framework for efficient Data Retrieval and clustering in Vehicular Networks

B Havers, R Duvignau, H Najdataei, V Gulisano… - Future Generation …, 2020 - Elsevier
The growing interest in data analysis applications for Cyber–Physical Systems stems from
the large amounts of data such large distributed systems sense in a continuous fashion. A …

Compact Storage of Data Streams in Mobile Devices

R Raes, O Ruas, A Luxey-Bitri, R Rouvoy - IFIP International Conference …, 2024 - Springer
Data streams produced by mobile devices, such as smartphones, offer highly valuable
sources of information to build ubiquitous services. However, the diversity of embedded …

fastsw: Efficient piecewise linear approximation of quaternion-based orientation sensor signals for motion capturing with wearable imus

F Grützmacher, J Kempfle, K Van Laerhoven… - Sensors, 2021 - mdpi.com
In the past decade, inertial measurement sensors have found their way into many wearable
devices where they are used in a broad range of applications, including fitness tracking, step …

On the performance of piecewise linear approximation techniques in WSNs

S Al Fallah, M Arioua, A El Oualkadi… - 2018 International …, 2018 - ieeexplore.ieee.org
Energy consumption is the major constraint in the design and the deployment of Wireless
Sensor Networks (WSNs). Since the transmission of data induces high energy costs in WSN …

Efficient Data Streaming Analytic Designs for Parallel and Distributed Processing

H Najdataei - 2022 - search.proquest.com
Today, ubiquitously sensing technologies enable inter-connection of physical objects, as
part of Internet of Things (IoT), and provide massive amounts of data streams. In such …

PLA compression schemes assessment in multi-hop wireless sensor networks

S Al Fallah, M Arioua, A El Oualkadi, J El Asri - Procedia Computer Science, 2018 - Elsevier
Energy consumption is one of the most important factors to consider in the design of
Wireless Sensor Networks (WSNs). Many research works have been focused on lowering …