{"ID":2831560,"CreatedAt":"2026-06-01T04:54:23.091178241Z","UpdatedAt":"2026-06-01T04:54:23.091178241Z","DeletedAt":null,"paper_url":"https://arxiv.org/abs/2512.07280","arxiv_id":"2512.07280","title":"ContinuumConductor : Decentralized Process Mining on the Edge-Cloud Continuum","abstract":"Process mining traditionally assumes centralized event data collection and analysis. However, modern Industrial Internet of Things systems increasingly operate over distributed, resource-constrained edge-cloud infrastructures. This paper proposes a structured approach for decentralizing process mining by enabling event data to be mined directly within the IoT systems edge-cloud continuum. We introduce ContinuumConductor a layered decision framework that guides when to perform process mining tasks such as preprocessing, correlation, and discovery centrally or decentrally. Thus, enabling privacy, responsive and resource-efficient process mining. For each step in the process mining pipeline, we analyze the trade-offs of decentralization versus centralization across these layers and propose decision criteria. We demonstrate ContinuumConductor at a real-world use-case of process optimazition in inland ports. Our contributions lay the foundation for computing-aware process mining in cyber-physical and IIoT systems.","short_abstract":"Process mining traditionally assumes centralized event data collection and analysis. However, modern Industrial Internet of Things systems increasingly operate over distributed, resource-constrained edge-cloud infrastructures. This paper proposes a structured approach for decentralizing process mining by enabling event...","url_abs":"https://arxiv.org/abs/2512.07280","url_pdf":"https://arxiv.org/pdf/2512.07280v1","authors":"[\"Hendrik Reiter\",\"Janick Edinger\",\"Martin Kabierski\",\"Agnes Koschmider\",\"Olaf Landsiedel\",\"Arvid Lepsien\",\"Xixi Lu\",\"Andrea Marrella\",\"Estefania Serral\",\"Stefan Schulte\",\"Florian Tschorsch\",\"Matthias Weidlich\",\"Wilhelm Hasselbring\"]","published":"2025-12-08T08:19:18Z","proceeding":"cs.DC","tasks":"[\"cs.DC\"]","methods":"[]","has_code":false}
