[PDF][PDF] Modeling and Using Complex IoT Time Series Data in Case-Based Reasoning: From Application Scenarios to Implementations.

L Malburg, A Schultheis, R Bergmann - ICCBR Workshops, 2023 - ceur-ws.org
The research area of Internet of Things (IoT) is gaining more relevance for several domains
and application areas, including Case-Based Reasoning (CBR). However, IoT data is …

Identifying Missing Sensor Values in IoT Time Series Data: A Weight-Based Extension of Similarity Measures for Smart Manufacturing

A Schultheis, L Malburg, J Grüger, J Weich… - … Conference on Case …, 2024 - Springer
Smart Manufacturing integrates methods of Artificial Intelligence and the Internet of Things
into processes to enhance efficiency and flexibility. However, analysis of time series sensor …

Recent Advances in Data-Driven Business Process Management

L Ackermann, M Käppel, L Marcus, L Moder… - arxiv preprint arxiv …, 2024 - arxiv.org
The rapid development of cutting-edge technologies, the increasing volume of data and also
the availability and processability of new types of data sources has led to a paradigm shift in …

NICE: the Native IoT-centric event log model for process mining

Y Bertrand, S Veneruso, F Leotta, M Mecella… - … Conference on Process …, 2023 - Springer
More and more so-called IoT-enhanced business processes (BPs) are supported by IoT
devices, which collect large amounts of data about the execution of such processes. While …

[HTML][HTML] Reading between the Lines: Process Mining on OPC UA Network Data

M Hornsteiner, P Empl, T Bunghardt, S Schönig - Sensors, 2024 - mdpi.com
The introduction of the Industrial Internet of Things (IIoT) has led to major changes in the
industry. Thanks to machine data, business process management methods and techniques …

From process-agnostic to process-aware automation, mining, and prediction

S Rinderle-Ma, JV Benzin, J Mangler - … on Applications and Theory of Petri …, 2023 - Springer
The entire research area of (business) process management has experienced a tremendous
push with the advent of process mining, robotic process automation, and predictive process …

[PDF][PDF] ProAmbitIon: Online Process Conformance Checking with Ambiguities Driven by the Internet of Things.

M Franceschetti, R Seiger… - CAiSE Research …, 2023 - alexandria.unisg.ch
The ongoing digitization of processes in everyday life shows great potential for process
automation, analysis, and optimization. However, digital traces of processes in the physical …

IoT-enriched event log generation and quality analytics: a case study

J Grüger, L Malburg, R Bergmann - it-Information Technology, 2023 - degruyter.com
Modern technologies such as the Internet of Things (IoT) are becoming increasingly
important in various fields, including business process management (BPM) research. An …

Leveraging digital trace data to investigate and support human-centered work processes

B Weber, A Abbad-Andaloussi, M Franceschetti… - … on Evaluation of Novel …, 2023 - Springer
The ongoing digitization of processes in all domains of everyday life driven by IT systems
shows great potential for process automation, analysis, and optimization. In the last decade …

Maximizing reuse and interoperability in industry 4.0 with a minimal data exchange format for machine data

TGU Leah, K István, MP Wil - Modellierung 2024, 2024 - dl.gi.de
Data interoperability in Industry 4.0 is a continuous challenge for industry and research.
Many organizations face the challenge of managing data lakes that, without proper …