ANR Geronimo

Advanced Geophysical Reduced-Order Model from Image Observations

Publications

   


Journals

C.Herzet, P. Héas, A. Drémeau, « Model Reduction from Partial Observations », Int. J. Numer. Meth. Engng, 2017, doi: 10.1002/nme.5623. (pdf)

P. Héas, C. Herzet, « Reduced Modeling of Unknown Trajectories », Archives of Computational Methods in Engineering, pp 1 - 15, 2017. (pdf)

P. Héas, C. Herzet, « Low-rank Dynamic Mode Decomposition: Optimal Solution in Polynomial Time », arXiv:1610.02962, 2018. (pdf)

C. Herzet, M. Diallo, P. Héas, « A Mathematical Characterization of the Performance of the "Multi-Slice" Projector » , arXiv:1805.03910, 2018. (pdf)

P. Héas, C. Herzet, « Optimal Kernel-Based Dynamic Mode Decomposition », arXiv:1710.10919, 2018. (pdf)


Conferences with proceedings

S. Ouala, C. Herzet, R. Fablet, « Bilinear residual Neural Network for the identification and forecasting of dynamical systems », EUSIPCO 2018, European Signal Processing Conference, Rome, Italy, September 2018. (pdf)

S. Ouala, C. Herzet, R. Fablet, « Sea surface temperature prediction and reconstruction using patch-level neural network representations », IGARSS 2018, International Geoscience and Remote Sensing Symposium, Valencia, Spain, July, 2018. (pdf)

C. Herzet, A. Drémeau, « Joint screening tests for LASSO », ICASSP'2018, IEEE International Conference on Acoustics, Speech, and Signal Processing, Calgary, Canada, April 2018. (pdf)

P. Héas, C. Herzet, « Optimal Low-rank Dynamic Mode Decomposition », ICASSP'2017, IEEE International Conference on Acoustics, Speech, and Signal Processing, New Orleans, USA, March 2017. (pdf)

P. Héas, C. Herzet, "Reduced-order Modelling of Hidden Dynamics", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP'16), Shangai, China, March 2016. (pdf)

C. Herzet, A. Malti, « Safe screening tests for LASSO based on firmly non-expansiveness », ICASSP'2016, IEEE International Conference on Acoustics, Speech, and Signal Processing, Shanghai, China, March 2016. (pdf)

V. Resseguier, E. Mémin, "Stochastic Fluid Dynamic Model and Dimensional Reduction", Internernational Symposium on Turbulence and Shear Flow Phenomena (TSFP'9), Melbourne, Australia, July 2015. (pdf)

Conferences without proceedings

P. Héas, C. Herzet, « Optimal Kernel-based Dynamic Mode Decomposition », SIAM Conference on Uncertainty Quantification, Los Angeles, USA, April 2018. (pdf)

P. Héas, C. Herzet, « Low-rank Dynamic Mode Decomposition: Optimal Solution in  Polynomial-time », SIAM Conference on Uncertainty Quantification, Los Angeles, USA, April 2018. (pdf)

C. Herzet, M. Diallo, P. Héas, « Beyond Petrov-Galerkin Projection by Using Multi-Space Prior », Model Reduction of Parametrized Systems IV (MoRePaS'18), Nantes, France, April 2018. (pdf)

P. Héas, C. Herzet, « Low-Rank Dynamic Mode Decomposition: Optimal Solution in Polynomial Time », Model Reduction of Parametrized Systems IV (MoRePaS'18), Nantes, France, April 2018. (pdf)

P. Héas, C. Herzet, « Optimal Kernel-Based Dynamic Mode Decomposition », Model Reduction of Parametrized Systems IV (MoRePaS'18), Nantes, France, April 2018. (pdf)

C. Herzet, M. Diallo, P. Héas, « Beyond Petrov-Galerkin Projection by Using Multi-Space Prior », European Conference on Numerical Mathematics and Advanced Applications (Enumath'17), Voss, Norway, September 2017. (pdf)

P. Héas, C. Herzet, « Reduced-order Modeling of Hidden Dynamics », SIAM Conference on Uncertainty Quantification (UQ'16), Lausanne, Switzerland, April 2016.  (pdf)

C. Herzet, P. Héas, « Model Reduction from Partial Observations », Model-Order Reduction and Machine Learning Workshop (MORML'16), Stuttgart, Germany, March 2016. (pdf)

P. Héas, C. Herzet, « Inverse Reduced-Order Modeling », 3rd International Workshop  Reduced Basis, POD and PGD  Model Reduction Techniques, ENS Cachan, France, November 2015. (pdf)

C. Herzet, P. Héas, « Vers de nouvelles méthodes d'estimation de la sous-mésoéchelle océanique », colloque National sur l'Assimilation de données (Toulouse, France, décembre 2014). (pdf)