Ph.D. Student
Campus Rio Ebro – Edificio Betancourt. Mechanical Engineering Department.
Maria de Luna, s/n
50018 – Zaragoza (Spain)
e-mail: quercus(at)unizar.es
[LinkedIn] [Google Scholar] [Github] [ORCID iD]
EDUCATION
- Ph. D. Computational Mechanics (2019 – On going)
- B. Sc. Mathematics (2020 – On going)
- M. Sc. Industrial Engineering (2014 – 2016)
- B. Sc. Industrial Engineering, Industrial Automation and Robotics (2010 – 2014)
RESEARCH TOPICS
- Computational mechanics.
- Real-time mechanical simulations.
- Model order reduction.
- Physically-consistent deep learning.
PUBLICATIONS
2023
Port-metriplectic neural networks: thermodynamics-informed machine learning of complex physical systems
Q. Hernandez, A. Badias, F. Chinesta, E. Cueto
Computational Mechanics
[Paper] [Code (soon)]
Thermodynamics-informed neural networks for physically realistic mixed reality
Q. Hernandez, A. Badias, F. Chinesta, E. Cueto
Computer Methods in Applied Mechanics and Engineering 407, 115912
[Paper] [Code (soon)]
2022
Thermodynamics-informed graph neural networks
Q. Hernandez, A. Badias, F. Chinesta, E. Cueto
IEEE Transactions on Artificial Intelligence
[Paper] [Code]
2021
Deep learning of thermodynamics-aware reduced-order models from data
Q. Hernandez, A. Badias, D. Gonzalez, F. Chinesta, E. Cueto
Computer Methods in Applied Mechanics and Engineering 379, 113763
[Paper] [Code]
Structure-preserving neural networks
Q. Hernandez, A. Badias, D. Gonzalez, F. Chinesta, E. Cueto
Journal of Computational Physics 426, 109950
[Paper] [Code]
2017
DeepToF: off-the-shelf real-time correction of multipath interference in time-of-flight imaging.
J. Marco, Q. Hernandez, A. Munoz, Y. Dong, A. Jarabo, M.H. Kim, X. Tong, D. Gutierrez
ACM Transactions on Graphics (ToG) 36 (6), 219
[Paper] [Project page]
A computational model of a single-photon avalanche diode sensor for transient imaging.
Q. Hernandez, D. Gutierrez, A. Jarabo
arXiv preprint, arXiv:1703.02635
[Paper] [Project page]
2016
Failure properties of vena cava tissue due to deep penetration during filter insertion.
Q. Hernández, E. Peña
Biomechanics and modeling in mechanobiology 15 (4), 845-856
[Paper]