Search Results for author: René Heinrich

Found 4 papers, 2 papers with code

AudioProtoPNet: An interpretable deep learning model for bird sound classification

no code implementations16 Apr 2024 René Heinrich, Bernhard Sick, Christoph Scholz

Thus, this work demonstrates that even for the challenging task of bioacoustic bird classification, powerful yet interpretable deep learning models can be developed to provide valuable insights to domain experts.

Audio Classification Decision Making +1

Targeted Adversarial Attacks on Wind Power Forecasts

1 code implementation29 Mar 2023 René Heinrich, Christoph Scholz, Stephan Vogt, Malte Lehna

In recent years, researchers proposed a variety of deep learning models for wind power forecasting.

Adversarial Robustness

A Reinforcement Learning Approach for the Continuous Electricity Market of Germany: Trading from the Perspective of a Wind Park Operator

no code implementations26 Nov 2021 Malte Lehna, Björn Hoppmann, René Heinrich, Christoph Scholz

Through their short trading horizon and continuous nature, the intraday markets offer the ability to adjust trading decisions from the day-ahead market or reduce trading risk in a short-term notice.

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