Remote sensing of photovoltaic scenarios: Techniques, applications and future directions
Develo** solar photovoltaic (PV) systems is an effective way to address the problems of
limited fossil fuel reserves, soaring world energy demand and global climate change. The …
limited fossil fuel reserves, soaring world energy demand and global climate change. The …
Multi-scale solar radiation and photovoltaic power forecasting with machine learning algorithms in urban environment: A state-of-the-art review
J Tian, R Ooka, D Lee - Journal of Cleaner Production, 2023 - Elsevier
Solar energy has been rapidly utilized in urban environments owing to its significant
potential to fulfill the energy demand. The precise forecasting of solar energy, including solar …
potential to fulfill the energy demand. The precise forecasting of solar energy, including solar …
Estimating the spatial distribution of solar photovoltaic power generation potential on different types of rural rooftops using a deep learning network applied to satellite …
T Sun, M Shan, X Rong, X Yang - Applied Energy, 2022 - Elsevier
Rooftop photovoltaic (PV) power generation is an important form of solar energy
development, especially in rural areas where there is a large quantity of idle rural building …
development, especially in rural areas where there is a large quantity of idle rural building …
Advances and prospects on estimating solar photovoltaic installation capacity and potential based on satellite and aerial images
Solar photovoltaic (PV) system, as one kind of the most promising renewable energy
technologies, plays a key role in reducing carbon emissions to achieve the targets of global …
technologies, plays a key role in reducing carbon emissions to achieve the targets of global …
Estimating building energy efficiency from street view imagery, aerial imagery, and land surface temperature data
Current methods to determine the energy efficiency of buildings generally require on-site
visits of certified energy auditors which makes the process slow, costly, and geographically …
visits of certified energy auditors which makes the process slow, costly, and geographically …
Development assessment of regional rooftop photovoltaics based on remote sensing and deep learning
Q Qi, J Zhao, Z Tan, K Tao, X Zhang, Y Tian - Applied Energy, 2024 - Elsevier
Assessing the development of rooftop photovoltaic (PV) plays a positive role in promoting
the deployment of solar installations. In response to the problem that previous studies did …
the deployment of solar installations. In response to the problem that previous studies did …
[HTML][HTML] ETHOS. PASSION: An open-source workflow for rooftop photovoltaic potential assessments from satellite imagery
The assessment of rooftop photovoltaic potential has become increasingly accurate due to
the expanding availability of satellite imagery and improvements in computer vision …
the expanding availability of satellite imagery and improvements in computer vision …
[HTML][HTML] SolarNet: A convolutional neural network-based framework for rooftop solar potential estimation from aerial imagery
Solar power is a clean and renewable energy source. Promoting solar technology can not
only offer all people affordable, reliable, and modern energy, but also mitigate energy …
only offer all people affordable, reliable, and modern energy, but also mitigate energy …
[HTML][HTML] From roofs to renewables: Deep learning and geographic information systems insights into a comprehensive urban solar photovoltaic assessment for …
As urban solar photovoltaic (PV) construction emerges as a leading renewable energy
technology, there is a growing focus on its implementation. However, the challenges of …
technology, there is a growing focus on its implementation. However, the challenges of …
[HTML][HTML] Deep learning-based framework for city-scale rooftop solar potential estimation by considering roof superstructures
Solar energy is an environmentally friendly energy source. Identifying suitable rooftops for
solar panel installation contributes to not only sustainable energy plans but also carbon …
solar panel installation contributes to not only sustainable energy plans but also carbon …