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"Optimal planning of municipal-scale distributed rooftop photovoltaic s" by Haoshan Ren, Zhenjun Ma et al. - Vimarsana News

"Optimal planning of municipal-scale distributed rooftop photovoltaic s" by Haoshan Ren, Zhenjun Ma et al.

Deployment planning of distributed rooftop photovoltaic (PV) systems remains a critical challenge for high-density cities, due to complex shading effects and diversified rooftop availabilities. Furthermore, such planning for large-scale systems could be extremely complex due to high dimensionality caused by the enormous number of buildings. To tackle the challenge, this study proposed an optimal planning strategy for municipal-scale distributed rooftop PV systems in high-density cities. The optimization problem was solved by integer learning programming, based on high-accuracy solar energy pot...

Source: uow.edu.au
"A novel 3D-geographic information system and deep learning integrated " by Haoshan Ren, Chengliang Xu et al. - Vimarsana News

"A novel 3D-geographic information system and deep learning integrated " by Haoshan Ren, Chengliang Xu et al.

Accurate rooftop solar energy potential characterization is critically important for promoting the wide penetration of renewable energy in high-density cities. However, it has been a long-standing challenge due to the complex building shading effects and diversified rooftop availabilities. To overcome the challenge, this study proposed a novel 3D-geographic information system (GIS) and deep learning integrated approach, in which a 3D-GIS-based solar irradiance analyzer was developed to predict dynamic rooftop solar irradiance by taking shading effects of surrounding buildings into account. A d...

Source: uow.edu.au