Search Results - "Vos, Etienne"
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DeepSource : point source detection using deep learning
Published in Monthly notices of the Royal Astronomical Society (01-04-2019)Get full text
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Leveraging data science and machine learning for urban climate adaptation in two major African cities: a HE2AT Center study protocol
Published in BMJ open (18-06-2024)“…IntroductionAfrican cities, particularly Abidjan and Johannesburg, face challenges of rapid urban growth, informality and strained health services, compounded…”
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NEW MODELING OF GALACTIC PROTON MODULATION DURING THE MINIMUM OF SOLAR CYCLE 23/24
Published in The Astrophysical journal (20-12-2015)“…ABSTRACT During the recent prolonged solar minimum of cycle 23/24, the PAMELA detector measured 27-day averaged Galactic proton energy spectra over the energy…”
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A Generative Machine Learning Approach to RFI Mitigation for Radio Astronomy
Published in 2019 IEEE 29th International Workshop on Machine Learning for Signal Processing (MLSP) (01-10-2019)“…Radio astronomy is a vital tool for astronomers to study the Universe and has seen a wave of renewed interest and advancement over recent years…”
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Conference Proceeding -
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DeepSource: Point Source Detection using Deep Learning
Published 07-07-2018“…MNRAS, Volume 484, Issue 2, April 2019, Pages 2793-2806 Point source detection at low signal-to-noise is challenging for astronomical surveys, particularly in…”
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Leveraging data science and machine learning for urban climate adaptation in two major African cities: a HE 2 AT Center study protocol
Published in BMJ open (18-06-2024)“…African cities, particularly Abidjan and Johannesburg, face challenges of rapid urban growth, informality and strained health services, compounded by…”
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Journal Article -
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Detection and Characterization of Urban Heat Islands with Machine Learning
Published in IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium (07-07-2024)“…Assessing and understanding the urban scale impacts of extreme climate events is a global necessity. Risks associated with heat, where intra-urban dynamics and…”
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Conference Proceeding -
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AI Foundation Model for Heliophysics: Applications, Design, and Implementation
Published 30-09-2024“…Deep learning-based methods have been widely researched in the areas of language and vision, demonstrating their capacity to understand long sequences of data…”
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Long-Range Seasonal Forecasting of 2m-Temperature with Machine Learning
Published 29-01-2021“…A significant challenge in seasonal climate prediction is whether a prediction can beat climatology. We hereby present results from two data-driven models - a…”
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Addressing Deep Learning Model Uncertainty in Long-Range Climate Forecasting with Late Fusion
Published 09-12-2021“…Global warming leads to the increase in frequency and intensity of climate extremes that cause tremendous loss of lives and property. Accurate long-range…”
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Journal Article