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Sebastian Lerch

Improving Model Chain Approaches for Probabilistic Solar Energy Forecasting through Post-processing and Machine Learning

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Jun 06, 2024
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Uncertainty quantification for data-driven weather models

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Mar 20, 2024
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Postprocessing of Ensemble Weather Forecasts Using Permutation-invariant Neural Networks

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Sep 08, 2023
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Convolutional autoencoders for spatially-informed ensemble post-processing

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Apr 08, 2022
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Aggregating distribution forecasts from deep ensembles

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Apr 05, 2022
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Machine learning methods for postprocessing ensemble forecasts of wind gusts: A systematic comparison

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Jun 17, 2021
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Machine learning for total cloud cover prediction

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Jan 16, 2020
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Neural networks for post-processing ensemble weather forecasts

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May 23, 2018
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