#solar-forecasting News & Analysis

2 articles tagged with #solar-forecasting. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 56/10

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Step-adaptive multimodal fusion network with multi-scale cloud feature learning for ultra-short-term solar irradiance forecasting

Researchers propose a step-adaptive multimodal fusion network for ultra-short-term solar irradiance forecasting that combines cloud image analysis with meteorological data. The model addresses limitations in existing approaches by using InceptionNeXt for multi-scale cloud feature extraction and dynamic low-frequency compensation that adapts to different prediction horizons.

AIBullisharXiv – CS AI · May 296/10

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MATNet: Multi-Level Fusion Transformer-Based Model for Day-Ahead PV Generation Forecasting

Researchers introduce MATNet, a transformer-based AI model that forecasts solar photovoltaic power generation one day ahead by fusing historical PV data with weather forecasts. The model achieves 65% performance improvement over baseline methods and demonstrates robust generalization across different solar installations, addressing a critical need for accurate renewable energy integration into power grids.