An IoT-Enriched Event Log for Process Mining in Smart Factories

09/06/2022
by   Lukas Malburg, et al.
0

Modern technologies such as the Internet of Things (IoT) are becoming increasingly important in various domains, including Business Process Management (BPM) research. One main research area in BPM is process mining, which can be used to analyze event logs, e.g., for checking the conformance of running processes. However, there are only a few IoT-based event logs available for research purposes. Some of them are artificially generated and the problem occurs that they do not always completely reflect the actual physical properties of smart environments. In this paper, we present an IoT-enriched XES event log that is generated by a physical smart factory. For this purpose, we create the SensorStream XES extension for representing IoT-data in event logs. Finally, we present some preliminary analysis and properties of the log.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
12/05/2022

AMORETTO: A Method for Deriving IoT-enriched Event Logs

Process analytics aims to gain insights into the behaviour and performan...
research
09/04/2019

BAGH – Comparative study

Process mining is a new emerging research trend over the last decade whi...
research
06/22/2022

SensorStream: An XES Extension for Enriching Event Logs with IoT-Sensor Data

Process management and process orchestration/execution are currently hot...
research
11/01/2018

Modeling IoT-aware Business Processes - A State of the Art Report

This research report presents an analysis of the state of the art of mod...
research
07/11/2023

The Impact of Process Complexity on Process Performance: A Study using Event Log Data

Complexity is an important characteristic of any business process. The k...
research
02/13/2020

Explainable Queries over Event Logs

Added value can be extracted from event logs generated by business proce...
research
05/10/2017

Mind the Gap: A Well Log Data Analysis

The main task in oil and gas exploration is to gain an understanding of ...

Please sign up or login with your details

Forgot password? Click here to reset