Malte Lehna

Forecasting day-ahead electricity prices: A comparison of time series and neural network models taking external regressors into account

Malte Lehna, Fabian Scheller, Helmut Herwartz · Energy Economics · 2021 · 96 citations · Full text

Forecasting Methodology, Economics, Economic Forecasting +13

AI agents envisioning the future: Forecast-based operation of renewable energy storage systems using hydrogen with Deep Reinforcement Learning

Alexander Dreher, Thomas Bexten, Tobias Sieker et al. · Energy Conversion and Management · 2022 · 85 citations · Full text

Artificial Intelligence, Forecast-based Operation, Energy Control +15

Artificial Intelligence for Electricity Supply Chain automation

Lucas Richter, Malte Lehna, Sophie Marchand et al. · Renewable and Sustainable Energy Reviews · 2022 · 78 citations · Full text

A Reinforcement Learning approach for the continuous electricity market of Germany: Trading from the perspective of a wind park operator

Malte Lehna, Björn Hoppmann, Christoph Scholz et al. · Energy and AI · 2022 · 23 citations · Full text

Targeted adversarial attacks on wind power forecasts

René Heinrich, Christoph Scholz, S. Vogt et al. · Machine Learning · 2023 · 23 citations · Full text

Cnn Forecasting Model, Lstm Forecasting Model, Machine Learning +12