研究目的
To assess the potential of rooftop photovoltaics (PV) in ensuring the energy self-sufficiency of a medium size city in Central Europe, specifically Wroc?aw, Poland, by estimating PV potential, calculating spatial variability of load and PV energy supply, and scrutinizing economic and environmental aspects.
研究成果
Rooftop photovoltaics, although capable of covering a significant portion of citywide electrical energy demand, are on their own insufficient to ensure the city’s energy self-sufficiency. The role of batteries in increasing the city energy self-sufficiency is rather limited due to the mismatch between power generation and demand.
研究不足
The study does not consider heat demand and transportation needs, and the potential of PV systems in the historical city center may be limited if permission for PV systems installation is not granted. Additionally, the battery storage is underutilized in the city scale case study.
1:Experimental Design and Method Selection
The study integrates LiDAR data, solar radiation calculations, artificial intelligence algorithms, GIS tools, energy conversion and storage, and environmental and economic aspects to evaluate the radiation and energy potential of PVs.
2:Sample Selection and Data Sources
The analysis covered buildings in Wroc?aw, Poland, using LiDAR data in the form of a classified points cloud with a density of 12 points per 1 m2 and BDOT10k data for roof areas and building class.
3:List of Experimental Equipment and Materials
LiDAR data, GIS tools, ANN models for solar radiation estimation, PV systems, battery storage.
4:Experimental Procedures and Operational Workflow
Creation of a digital surface model (DSM) of the roofs, analysis of roof slope and exposure, shading conditions analysis, estimation of PV capacity, energy conversion from PV systems, economic and environmental analysis.
5:Data Analysis Methods
ANN models for estimating solar radiation on different surface orientations, LCOE calculations for economic analysis, environmental impact assessment.
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