Advancing Reacting Flow Simulations with Data-Driven Models

no code implementations • 5 Sep 2022 • Kamila Zdybał, Giuseppe D'Alessio, Gianmarco Aversano, Mohammad Rafi Malik, Axel Coussement, James C. Sutherland, Alessandro Parente

The use of machine learning algorithms to predict behaviors of complex systems is booming.

Local manifold learning and its link to domain-based physics knowledge

1 code implementation • 1 Jul 2022 • Kamila Zdybał, Giuseppe D'Alessio, Antonio Attili, Axel Coussement, James C. Sutherland, Alessandro Parente

In this paper, we show that PCA applied in local clusters of data (local PCA) is capable of detecting the intrinsic parameterization of the thermo-chemical state-space.

Benchmarking Dimensionality Reduction