1.7k citations
- Centre National de la Recherche ScientifiqueFR209 papers
- Université Grenoble AlpesFR163 papers
- Institut polytechnique de GrenobleFR140 papers
- Grain Inspection, Packers and Stockyards AdministrationUS56 papers
- Laboratoire d'Informatique de GrenobleFR38 papers
- Centre Inria de l'Université Grenoble AlpesFR37 papers
- Institut national de recherche en sciences et technologies du numériqueFR33 papers
- Laboratoire des signaux et systèmesFR22 papers
- CentraleSupélecFR17 papers
- Sorbonne UniversitéFR16 papers
- Laboratoire Jean KuntzmannFR15 papers
- Centre de Recherche en Informatique, Signal et Automatique de LilleFR14 papers
4 papers · 2 filters
Mixture of Dynamical Variational Autoencoders for Multi-Source Trajectory Modeling and Separation
Xiaoyu Lin, Laurent Girin, Xavier Alameda-Pineda
In this paper, we propose a latent-variable generative model called mixture of dynamical variational autoencoders (MixDVAE) to model the dynamics of a system composed of multiple m…
Neural Koopman prior for data assimilation
Anthony Frion, Lucas Drumetz, Mauro Dalla Mura +2
With the increasing availability of large scale datasets, computational power and tools like automatic differentiation and expressive neural network architectures, sequential data…
Leveraging Neural Koopman Operators to Learn Continuous Representations of Dynamical Systems from Scarce Data
Anthony Frion, Lucas Drumetz, Mauro Dalla Mura +2
Over the last few years, several works have proposed deep learning architectures to learn dynamical systems from observation data with no or little knowledge of the underlying phys…
Data-driven prognostics based on time-frequency analysis and symbolic recurrent neural network for fuel cells under dynamic load
Chu Wang, Manfeng Dou, Zhongliang Li +6
Data-centric prognostics is beneficial to improve the reliability and safety of proton exchange membrane fuel cell (PEMFC). For the prognostics of PEMFC operating under dynamic loa…