Search Results - "Viltard, Nicolas"
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Unsupervised domain adaptation for Global Precipitation Measurement satellite constellation using Cycle Generative Adversarial Nets
Published in Environmental Data Science (2022)“…Artificial intelligence has provided many breakthroughs in the field of computer vision. The fully convolutional networks U-Net in particular have provided…”
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Polarimetric signatures and hydrometeor classification of West African squall lines
Published in Quarterly journal of the Royal Meteorological Society (01-01-2010)“…During the AMMA campaign, the Doppler and polarimetric radar Ronsard was deployed in Kopargo, Benin. In the present paper, three squall lines sampled during…”
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Unsupervised Domain Adaptation to Mitigate Out-of-Distribution Problem of Spatial Radiometer Images: Application to Quantitative Precipitation Estimation
Published in IEEE transactions on geoscience and remote sensing (2024)“…A major issue limiting the successful deployment of deep-learning algorithms in geophysical applications is their inability to generalize to new contexts…”
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Evaluation Of Drain, A Deep-Learning Approach To Rain Retrieval From Gpm Passive Microwave Radiometer
Published in IEEE transactions on geoscience and remote sensing (2023)“…Retrieval of rain from Passive Microwave radiometers data has been a challenge ever since the launch of the first Defense Meteorological Satellite Program in…”
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Using Deep Learning for Restoration of Precipitation Echoes in Radar Data
Published in IEEE transactions on geoscience and remote sensing (2022)“…Raw data issued from meteorological radars are often corrupted by unwanted signals generically called clutter. Hills, tall buildings, atmospheric turbulence,…”
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Evolution of the Distribution of Upper-Tropospheric Humidity over the Indian Ocean: Connection with Large-Scale Advection and Local Cloudiness
Published in Journal of applied meteorology and climatology (01-07-2017)“…The spatial and temporal distribution of upper-tropospheric humidity (UTH) observed by the Sounder for Atmospheric Profiling of Humidity in the Intertropics by…”
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Robust Observational Quantification of the Contribution of Mesoscale Convective Systems to Rainfall in the Tropics
Published in Journal of climate (01-07-2014)“…Satellite estimation of precipitation and satellite-derived statistics of mesoscale convective systems (MCS) are analyzed conjunctively to quantify the…”
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An investigation of the error budget of tropical rainfall accumulation derived from merged passive microwave and infrared satellite measurements
Published in Quarterly journal of the Royal Meteorological Society (01-04-2013)“…An ongoing change in the theoretical framework from deterministic to probabilistic satellite rainfall estimations emerges from applications that require an…”
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Evolution of the Distribution of Upper-Tropospheric Humidity over the Indian Ocean: Connection with Large-Scale Advection and Local Cloudiness
Published in Journal of applied meteorology and climatology (01-07-2017)“…The spatial and temporal distribution of upper-tropospheric humidity (UTH) observed by the Sounder for Atmospheric Profiling of Humidity in the Intertropics by…”
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An error model for instantaneous satellite rainfall estimates: evaluation of BRAIN‐TMI over West Africa
Published in Quarterly journal of the Royal Meteorological Society (01-04-2013)“…Characterising the error associated with satellite rainfall estimates based on space‐borne passive and active microwave measurements is a major issue for many…”
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Precipitation Estimates from SMOS Sea‐Surface Salinity
Published in Quarterly journal of the Royal Meteorological Society (01-11-2018)“…Two L‐Band (1.4 GHz) microwave radiometer missions, Soil Moisture and Ocean Salinity (SMOS) and Soil Moisture Active and Passive (SMAP) currently provide…”
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Dual-frequency spectral radar retrieval of snowfall microphysics: a physics-driven deep-learning approach
Published in Atmospheric measurement techniques (21-02-2023)“…The use of meteorological radars to study snowfall microphysical properties and processes is well established, in particular via a few distinct techniques: the…”
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Ice microphysics retrieval in the convective systems of the Indian Ocean during the CINDY–DYNAMO campaign
Published in Atmospheric research (15-09-2015)“…The last decades have shown the relevance of polarimetric radar measurements in various domains of Earth science to characterize different types of particles…”
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A new methodology for rain identification from passive microwave data in the Tropics using neural networks
Published in Quarterly journal of the Royal Meteorological Society (01-04-2013)“…The detection of rainfall remains a challenge for the monitoring of precipitation from space. A methodology is presented to identify rain events from…”
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AIRCRAFT OBSERVATIONS OF DRY AIR, THE ITCZ, CONVECTIVE CLOUD SYSTEMS, AND COLD POOLS IN MJO DURING DYNAMO
Published in Bulletin of the American Meteorological Society (01-03-2016)“…One of the most challenging problems in predicting the Madden–Julian oscillation (MJO) is the initiation of large-scale convective activity associated with the…”
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The Megha-Tropiques mission: a review after three years in orbit
Published in Frontiers in earth science (Lausanne) (01-01-2015)“…The Megha-Tropiques mission is operating a suite of payloads dedicated to the documentation of the water and energy cycles in the intertropical region in a low…”
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Impact of wind bogus and cloud‐ and rain‐affected SSM/I data on tropical cyclone analyses and forecasts
Published in Quarterly journal of the Royal Meteorological Society (01-10-2008)“…In the context of its responsibilities as a Regional Specialised Meteorological Centre (RSMC) for the Southwest Indian Ocean, Météo‐France operates a tropical…”
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On the suitability of regional climate models for reconstructing climatologies
Published in Atmospheric research (01-08-2011)“…This paper discusses the potential of Regional Climate Models (RCMs) as reanalysis tools by presenting a reconstruction of the European climate using several…”
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