Executing Discrete/Continuous Declarative Process Specifications via Complex Event Processing

📅 2025-12-05
📈 Citations: 0
✨ Influential: 0
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🤖 AI Summary
Traditional Business Process Management (BPM) struggles to unify discrete events with continuous sensor signals from Cyber-Physical Systems (CPS). Existing Signal Temporal Logic (STL)-based hybrid declarative approaches support only retrospective monitoring and lack real-time execution capabilities. To address this, we propose the first three-layer architecture enabling real-time execution of hybrid declarative processes, deeply integrating STL into a Complex Event Processing (CEP) engine. This integration supports joint temporal constraints over discrete events and real-valued signals, proactive activity triggering, and dynamic enforcement of process boundaries. Our approach achieves, for the first time in BPM, STL-driven online execution and closed-loop control—bridging the semantic and execution gap between declarative modeling and real-time physical-world operation. We validate its effectiveness and scalability in智能制造 and Industrial IoT scenarios.

Technology Category

Cognitive Modeling & Cognitive Systems: Agent ArchitecturesPlanning, Routing, and Scheduling: Plan Execution and MonitoringConstraint Satisfaction and Optimization: Satisfiability Modulo Theories

Application Category

Systems and Infrastructure for Web, Mobile and WoT: Data management and stream processing for Web, mobile and wireless applicationsSemantics and Knowledge: Data modeling to support human-machine intelligence, including LLMs agents, intelligent system behavior, explanations, and user-friendly interactionsResponsible Web: Machine-in-the-loop, human agency and autonomy
📝 Abstract
Traditional Business Process Management (BPM) focuses on discrete events and fails to incorporate critical continuous sensor data in cyber-physical environments. Hybrid declarative specifications, utilizing Signal Temporal Logic (STL), address this limitation by allowing constraints over both discrete events and real-valued signals. However, existing work has been limited to monitoring and post-hoc conformance checking. This paper introduces a novel Complex Event Processing (CEP)-based execution architecture that enables the real-time execution and enforcement of hybrid declarative models. Our three-layer approach integrates STL-inspired predicates into the execution flow, allowing the system to actively trigger activities and enforce process boundaries based on continuous sensor behavior. This approach bridges the gap between hybrid specification and operational control.
Problem

Research questions and friction points this paper is trying to address.

Enables real-time execution of hybrid declarative process models
Integrates continuous sensor data with discrete event constraints
Bridges hybrid specification and operational control in cyber-physical systems
Innovation

Methods, ideas, or system contributions that make the work stand out.

CEP-based execution architecture for hybrid declarative models
Three-layer approach integrating STL-inspired predicates
Active triggering and enforcement using continuous sensor data
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Stefan Schönig
University of Regensburg, Regensburg, Germany
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Leo Poss
University of Regensburg, Regensburg, Germany
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Fabrizio Maria Maggi
Free University of Bozen-Bolzano, Bolzano, Italy