Towards Measuring Digital Twins Fidelity at RuntimeNominated for Best Short & Tool Paper
This paper introduces a novel approach for runtime validation and anomaly detection in Digital Twins. We enhance the trace alignment capabilities of the Needleman-Wunsch dynamic programming algorithm to enable continuous system state monitoring. Our method overcomes the limitations of the existing literature by eliminating the need for time series preprocessing and predefined behavioral constraints. By aligning traces and utilizing sliding windows, we periodically analyze the most recent snapshots to detect anomalies, delays, and deviations between the twins at runtime. This technique improves anomaly detection accuracy and system diagnostics by leveraging the behavioral duplication inherent in Digital Twins. We validated our prototype with elevator behavioral traces, demonstrating its effectiveness in measuring behavioral fidelity and monitoring system safety.
Mon 23 SepDisplayed time zone: Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna change
14:00 - 15:30 | Session 3: DT Management and EvolutionTechnical Track at HS 18 Chair(s): Michael Felderer German Aerospace Center (DLR) & University of Cologne | ||
14:00 20mPaper | Declarative Lifecycle Management in Digital TwinsEDTconf Best Paper Technical Track Eduard Kamburjan University of Oslo, Nelly Bencomo Durham University, Silvia Lizeth Tapia Tarifa University of Oslo, Norway, Einar Broch Johnsen University of Oslo Media Attached | ||
14:20 20mPaper | Understanding Semantic Drift in Model Driven Digital Twins Technical Track Faima Abbasi Luxembourg Institute of Science and Technology and University of Luxembourg, Pierre Brimont Luxembourg Institute of Science and Technology and University of Luxembourg, Cedric Pruski Luxembourg Institute of Science and Technology and University of Luxembourg, Jean Sebastien Sottet Luxembourg Institute of Science and Technology and University of Luxembourg | ||
14:40 15mDemonstration | Managing Digital Twins of The Test Lab with SystemLink™ Software Technical Track Taylor Riche Emerson Test and Measurement (NI), Joshua Prewitt Emerson Test and Measurement (NI) , Cristian Hotea Emerson Test and Measurement (NI), Cosmin Neagu Emerson Test and Measurement (NI), Tj Giere Emerson Test and Measurement (NI) Media Attached | ||
14:55 15mShort-paper | Towards Re-Engineering Digital Twins Technical Track Gwendal Beaumont IMT Atlantique & IMT Mines Alès, Antoine Beugnard , Salvador Martínez IMT Atlantique, Christelle Urtado IMT Mines Alès, Sylvain Vauttier | ||
15:10 15mShort-paper | Towards Measuring Digital Twins Fidelity at RuntimeNominated for Best Short & Tool Paper Technical Track Paula Muñoz ITIS Software, University of Malaga, Javier Troya Universidad de Málaga, Spain, Antonio Vallecillo University of Málaga, Spain Media Attached |