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Case-Based Reasoning

This project illustrates how to use the ProCAKE framework and its extensions using sample domains.

A Graphical User Interface for the ProCAKE Framework

Process-Oriented Case-Based Knowledge Engine (ProCAKE) is a domain-independent framework that can be used to implement diverse structural or process-oriented case-based reasoning applications for integrated process and knowledge management. The ProCAKE framework is written in Java and available under GPL3.

This project employs a case-based approach to predictive maintenance.

This project contains the implementation for the following paper:

Seiger, R., Schultheis, A., Bergmann, R. (2025). Case-Based Activity Detection from Segmented Internet of Things Data. In Internation Conference on Case-Based Reasoning. Cham: Springer Nature Switzerland.

This project contains the implementation for the following papers:

Schultheis, A., Malburg, L., Grüger, J., Weich, J., Bertrand, Y., Bergmann, R., & Serral Asensio, E. (2024). Identifying Missing Sensor Values in IoT Time Series Data: A Weight-Based Extension of Similarity Measures for Smart Manufacturing. In International Conference on Case-Based Reasoning (pp. 240-257). Cham: Springer Nature Switzerland.

Schultheis, A., Bertrand, Y., Grüger, J., Malburg, L., Bergmann, R., & Serral Asensio, E. (2025). Case-based Data Quality Management for IoT Logs: A Case Study Focusing on Detection of Data Quality Issues. IoT, 6(4), Article 63. https://doi.org/10.3390/iot6040063