The "weight smoothing" regularization of MLP for Jacobian stabilization. - Filipe Aires; Michel Schmitt; Alain Chédin; Noëlle A. Scott (IEEE Trans. Neural Networks, 1999)

Blind source separation in the presence of weak sources. - Jean-Pierre Nadal; Elka Korutcheva; Filipe Aires (Neural Networks, 2000)

Sensitivity of satellite observations to snow characteristics. - Emmanuel Cordisco; Catherine Prigent; Filipe Aires (IGARSS, 2003)

Neural Network Uncertainty Assessment Using Bayesian Statistics: A Remote Sensing Application. - Filipe Aires; Catherine Prigent; William B. Rossow (Neural Comput., 2004)

A Parameterization of the Microwave Land Surface Emissivity Between 19 and 100 GHz, Anchored to Satellite-Derived Estimates. - Catherine Prigent; Elodie Jaumouillé; Frédéric Chevallier; Filipe Aires (IEEE Trans. Geosci. Remote. Sens., 2008)

An Evaluation of Microwave Land Surface Emissivities Over the Continental United States to Benefit GPM-Era Precipitation Algorithms. - Ralph Ferraro; Christa D. Peters-Lidard; Cecilia Hernández; F. Joseph Turk; Filipe Aires; Catherine Prigent; Xin Lin; Sid-Ahmed Boukabara; Fumie A. Furuzawa; Kaushik Gopalan; Kenneth W. Harrison; Fatima Karbou; et al. (IEEE Trans. Geosci. Remote. Sens., 2013)

Soil moisture retrieval from SMOS observations using neural networks. - Nemesio Rodriguez-Fernandez; Philippe Richaume; Filipe Aires; Catherine Prigent; Yann Kerr; Jana Kolassa; Carlos Jiménez; François Cabot; Ali Mahmoodi (IGARSS, 2014)

Quantifying Uncertainties in Land-Surface Microwave Emissivity Retrievals. - Yudong Tian; Christa D. Peters-Lidard; Kenneth W. Harrison; Catherine Prigent; Hamidreza Norouzi; Filipe Aires; Sid-Ahmed Boukabara; Fumie A. Furuzawa; Hirohiko Masunaga (IEEE Trans. Geosci. Remote. Sens., 2014)

Multiangle Backscattering Observations of Continental Surfaces in Ku-Band (13 GHz) From Satellites: Understanding the Signals, Particularly in Arid Regions. - Catherine Prigent; Filipe Aires; Carlos Jiménez; Fabrice Papa; Jack Roger (IEEE Trans. Geosci. Remote. Sens., 2015)

Soil Moisture Retrieval Using Neural Networks: Application to SMOS. - Nemesio Rodriguez-Fernandez; Filipe Aires; Philippe Richaume; Yann H. Kerr; Catherine Prigent; Jana Kolassa; François Cabot; Carlos Jiménez; Ali Mahmoodi; Matthias Drusch (IEEE Trans. Geosci. Remote. Sens., 2015)

Statistical downscaling of remotely-sensed soil moisture. - Seyed Hamed Alemohammad; Jana Kolassa; Catherine Prigent; Filipe Aires; Pierre Gentine (IGARSS, 2017)

Statistical retrieval of surface and root zone soil moisture using synergy of multi-frequency remotely-sensed observations. - Seyed Hamed Alemohammad; Jana Kolassa; Catherine Prigent; Filipe Aires; Pierre Gentine (IGARSS, 2017)

Global retrieval of soil moisture using neural networks trained with synthetic radiometric data. - Nemesio J. Rodríguez-Fernández; Philippe Richaume; Yann H. Kerr; Filipe Aires; Catherine Prigent; Jean-Pierre Wigneron (IGARSS, 2017)

A Statistical Retrieval of Cloud Parameters for the Millimeter Wave Ice Cloud Imager on Board MetOp-SG. - Die Wang 002; Catherine Prigent; Filipe Aires; Carlos Jiménez (IEEE Access, 2017)

SMOS Neural Network Soil Moisture Data Assimilation. - Nemesio J. Rodríguez-Fernández; Patricia de Rosnay; Clément Albergel; Filipe Aires; Catherine Prigent; Philippe Richaume; Yann H. Kerr; Matthias Drusch (IGARSS, 2018)

Bottleneck Channels Algorithm for Satellite Data Dimension Reduction: A Case Study for IASI. - Victor Pellet; Filipe Aires (IEEE Trans. Geosci. Remote. Sens., 2018)

SMOS Neural Network Soil Moisture Data Assimilation in a Land Surface Model and Atmospheric Impact. - Nemesio Rodriguez-Fernandez; Patricia de Rosnay; Clément Albergel; Philippe Richaume; Filipe Aires; Catherine Prigent; Yann Kerr (Remote. Sens., 2019)

Surface Water Evolution (2001-2017) at the Cambodia/Vietnam Border in the Upper Mekong Delta Using Satellite MODIS Observations. - Filipe Aires; Jean-Philippe Venot; Sylvain Massuel; Nicolas Gratiot; Binh Pham-Duc; Catherine Prigent (Remote. Sens., 2020)

Ice Concentration Retrieval from the Analysis of Microwaves: A New Methodology Designed for the Copernicus Imaging Microwave Radiometer. - Lise Kilic; Catherine Prigent; Filipe Aires; Georg C. Heygster; Victor Pellet; Carlos Jiménez (Remote. Sens., 2020)

Ice Concentration Retrieval from the Analysis of Microwaves: Evaluation of a New Methodology Optimized for the Copernicus Imaging Microwave Radiometer. - Catherine Prigent; Lise Kilic; Filipe Aires; Victor Pellet; Carlos Jiménez (Remote. Sens., 2020)

Artificial Neural Networks to Retrieve Land and Sea Skin Temperature from IASI. - Sarah Safieddine; Ana Claudia Parracho; Maya George; Filipe Aires; Victor Pellet; Lieven Clarisse; Simon Whitburn; Olivier Lezeaux; Jean-Noel Thepaut; Hans Hersbach; Gabor Radnoti; Frank-M. Goettsche; et al. (Remote. Sens., 2020)

Estimating Retrieval Errors From Neural Network Inversion Schemes - Application to the Retrieval of Temperature Profiles From IASI. - Filipe Aires; Victor Pellet (IEEE Trans. Geosci. Remote. Sens., 2021)

Monitoring the Temporal Evolution of the Floods in the Lower Mekong Basin using Multisatellite Observations. - Frédéric Frappart; Cassandra Normandin; Fabien Blarel; S. Biancamaria; E. Bertrand; L. Ganelon; L. Coulon; Bertrand Lubac; Vincent Marieu; Binh Pham-Duc; Catherine Prigent; Filipe Aires; et al. (IGARSS, 2022)

The Status and Influencing Factors of Surface Water Dynamics on the Qinghai-Tibet Plateau During 2000-2020. - Qinwei Ran; Filipe Aires; Philippe Ciais; Chunjing Qiu; Ronghai Hu; Zheng Fu; Kai Xue; Yanfen Wang (IEEE Trans. Geosci. Remote. Sens., 2023)

A New Surface Waters Downscaling Approach Applicable at Global Scale. - Thu-Hang Nguyen; Filipe Aires (Remote. Sens., 2024)

Learning Global Evapotranspiration Dataset Corrections from a Water Cycle Closure Supervision. - Tristan Hascoet; Victor Pellet; Filipe Aires; Tetsuya Takiguchi (Remote. Sens., 2024)