Tim Pychynski
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View article: Causal Mechanism Estimation in Multi-Sensor Systems Across Multiple Domains
Causal Mechanism Estimation in Multi-Sensor Systems Across Multiple Domains Open
To gain deeper insights into a complex sensor system through the lens of causality, we present common and individual causal mechanism estimation (CICME), a novel three-step approach to inferring causal mechanisms from heterogeneous data co…
View article: CausalMan: A physics-based simulator for large-scale causality
CausalMan: A physics-based simulator for large-scale causality Open
A comprehensive understanding of causality is critical for navigating and operating within today's complex real-world systems. The absence of realistic causal models with known data generating processes complicates fair benchmarking. In th…
View article: $\texttt{causalAssembly}$: Generating Realistic Production Data for Benchmarking Causal Discovery
$\texttt{causalAssembly}$: Generating Realistic Production Data for Benchmarking Causal Discovery Open
Algorithms for causal discovery have recently undergone rapid advances and increasingly draw on flexible nonparametric methods to process complex data. With these advances comes a need for adequate empirical validation of the causal relati…
View article: Continued Experimental Study on the Friction Contact between a Labyrinth Seal Fin and a Honeycomb Stator: Slanted Position
Continued Experimental Study on the Friction Contact between a Labyrinth Seal Fin and a Honeycomb Stator: Slanted Position Open
Labyrinth seals are a state-of-the-art sealing technology to prevent and control leakage flows at rotor–stator interfaces in turbomachinery. Higher pressure ratios and the economical use of cooling air require small clearances, which lead …
View article: Comparison of Machine Learning Approaches for Time-series-based Quality Monitoring of Resistance Spot Welding (RSW)
Comparison of Machine Learning Approaches for Time-series-based Quality Monitoring of Resistance Spot Welding (RSW) Open
In automatic manufacturing, enormous amounts of data are generated every day. However, labeled production data useful for data analysis is difficult to acquire. Resistance spot welding (RSW), widely applied in automobile production, is a t…