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Clustering Raw Sensor Data in Process Logs to Detect Data Streams

  • Matthias Ehrendorfer,
  • Juergen Mangler,
  • Stefanie Rinderle-Ma

摘要

The execution and analysis of processes is strongly influenced by sensor streams, e.g., temperature, that are measured in parallel to the process execution and stored in process event logs. This holds particularly true for application domains such as logistics and manufacturing. However, currently, these sensor streams are collected and stored in an arbitrary and unsystematic way. Hence, this work proposes an approach that prepares sensor streams into individual data streams that can be annotated to process tasks and used for process analysis and prediction.