Deep Learning Multi-Horizon Irradiance Nowcasting: A Comparative Evaluation of Three Methods for Leveraging Sky Images
📰 ArXiv cs.AI
Comparing three deep learning methods for irradiance nowcasting using sky images
Action Steps
- Extract features from raw RGB images using a CNN
- Engineer 2D feature maps using domain knowledge and state-of-the-art algorithms
- Compare the performance of the three methods for multi-horizon irradiance nowcasting
Who Needs to Know This
Data scientists and AI engineers on a team can benefit from this research to improve their irradiance nowcasting models, while product managers can use the findings to inform decisions on renewable energy applications
Key Insight
💡 Incorporating domain knowledge into deep learning models can improve irradiance nowcasting performance
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💡 Leveraging sky images for irradiance nowcasting with deep learning
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