28 citations · 28 across the 2 of their papers we have counts for
3 papers
Capabilities of Auto-encoders and Principal Component Analysis of the Reduction of Microstructural Images; Application on the Acceleration of Phase-Field Simulations
Seifallah Fetni, Thinh Quy Duc Pham, Truong Vinh Hoang +4
In this work, a data-driven framework based on Phase-Field simulations data is proposed to highlight the capabilities of neural networks to ensure accurate low dimensionality reduc…
Machine learning-based conditional mean filter: a generalization of the ensemble Kalman filter for nonlinear data assimilation
Truong-Vinh Hoang, Sebastian Krumscheid, Hermann G. Matthies +1
This paper presents the machine learning-based ensemble conditional mean filter (ML-EnCMF) -- a filtering method based on the conditional mean filter (CMF) previously introduced in…
Non-deterministic inference using random set models: theory, approximation, and sampling method
Truong-Vinh Hoang, Hermann G. Matthies
A random set is a generalisation of a random variable, i.e. a set-valued random variable. The random set theory allows a unification of other uncertainty descriptions such as inter…