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- ArticleJuly 2024
Identifying Missing Sensor Values in IoT Time Series Data: A Weight-Based Extension of Similarity Measures for Smart Manufacturing
- Alexander Schultheis,
- Lukas Malburg,
- Joscha Grüger,
- Justin Weich,
- Yannis Bertrand,
- Ralph Bergmann,
- Estefanía Serral Asensio
Case-Based Reasoning Research and DevelopmentPages 240–257https://doi.org/10.1007/978-3-031-63646-2_16AbstractSmart Manufacturing integrates methods of Artificial Intelligence and the Internet of Things into processes to enhance efficiency and flexibility. However, analysis of time series sensor data, crucial for process optimization, is susceptible to ...
- research-articleNovember 2023
A survey on the application of process discovery techniques to smart spaces data
- Yannis Bertrand,
- Bram Van den Abbeele,
- Silvestro Veneruso,
- Francesco Leotta,
- Massimo Mecella,
- Estefanía Serral
Engineering Applications of Artificial Intelligence (EAAI), Volume 126, Issue PAhttps://doi.org/10.1016/j.engappai.2023.106748AbstractDuring the last years, a number of studies have experimented with applying process discovery techniques with the goal of automatically modelling human routines as if they were business processes. However, while promising results have already been ...
- ArticleSeptember 2023
A Novel Multi-perspective Trace Clustering Technique for IoT-Enhanced Processes: A Case Study in Smart Manufacturing
AbstractIoT-enhanced business processes (BPs) are processes supported by Internet of Things (IoT) technology, such as sensors capable of monitoring the physical environment where processes are executed. Although the execution of BPs is typically recorded ...
- research-articleJanuary 2023
A model-based simulator for smart homes: Enabling reproducibility and standardization
Journal of Ambient Intelligence and Smart Environments (JAISE), Volume 15, Issue 2Pages 143–163https://doi.org/10.3233/AIS-220016Scientific contributions in the area of smart environments cover different tasks of ambient intelligence including action and activity recognition, anomaly detection, and automated enactment. Algorithms solving these tasks need to be validated against ...