Instantaneous urban facade PV potential assessment: An end-to-end deep learning framework for arbitrary planning horizons

Key Points

• This framework assesses photovoltaic potential in urban facades, making energy planning more efficient.
• Key evidence indicates a significant increase in solar energy utilization potential using deep learning algorithms.
• The observational analysis uses deep learning to estimate energy generation across various urban facade designs.
• This approach highlights the need for integrating innovative technologies into urban planning strategies.