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As the number of rooftop photovoltaic (PV) installations increases, aggregators and system operators are required to monitor and analyze these systems, raising the challenge of integration and management of large, spatially distributed…

机器学习 · 计算机科学 2025-05-19 Kutay Bölat , Tarek Alskaif , Peter Palensky , Simon Tindemans

Utility-scale solar arrays require specialized inspection methods for detecting faulty panels. Photovoltaic (PV) panel faults caused by weather, ground leakage, circuit issues, temperature, environment, age, and other damage can take many…

图像与视频处理 · 电气工程与系统科学 2024-07-02 David F. Ramirez , Deep Pujara , Cihan Tepedelenlioglu , Devarajan Srinivasan , Andreas Spanias

Renovating existing buildings is essential for climate impact. Early-phase renovation planning requires simulations based on thermal 3D models at Level of Detail (LoD) 3, which include features like windows. However, scalable and accurate…

计算机视觉与模式识别 · 计算机科学 2025-08-07 Yinan Yu , Alex Gonzalez-Caceres , Samuel Scheidegger , Sanjay Somanath , Alexander Hollberg

Reliable photovoltaic (PV) power generation requires timely detection of module defects that may reduce energy yield, accelerate degradation, and increase lifecycle operation and maintenance costs during field operation. Electroluminescence…

人工智能 · 计算机科学 2026-04-07 Haoyu He , Yu Duan , Wenzhen Liu , Hanyuan Hang , Boyu Qin , Qiantu Tuo , Xiaoke Yang , Rui Li

Solar Photovoltaic (PV) technology is increasingly recognized as a pivotal solution in the global pursuit of clean and renewable energy. This technology addresses the urgent need for sustainable energy alternatives by converting solar power…

计算机视觉与模式识别 · 计算机科学 2024-08-27 Zhiyuan Yang , Ryan Rad

Agrivoltaics is an innovative approach in which solar photovoltaic (PV) energy generation is collocated with agricultural production to enable food-energy-water synergies and landscape ecological conservation. This dual-use requirement…

Solar panels are installed by a large and growing number of households due to the convenience of having cheap and renewable energy to power house appliances. In contrast to other energy sources solar installations are distributed very…

Accurate detection and localization of solar photovoltaic (PV) panels in satellite imagery is essential for optimizing microgrids and active distribution networks (ADNs), which are critical components of renewable energy systems. Existing…

机器学习 · 计算机科学 2025-10-07 Muhao Guo , Yang Weng

When cloud layers cover photovoltaic (PV) panels, the amount of power the panels produce fluctuates rapidly. Therefore, to maintain enough energy on a power grid to match demand, utilities companies rely on reserve power sources that…

Urban facade segmentation from automatically acquired imagery, in contrast to traditional image segmentation, poses several unique challenges. 360-degree photospheres captured from vehicles are an effective way to capture a large number of…

计算机视觉与模式识别 · 计算机科学 2018-05-23 John Femiani , Wamiq Reyaz Para , Niloy Mitra , Peter Wonka

The feasibility and cost-effectiveness of continued growth in solar photovoltaics are closely tied to siting decisions. But trade-offs between costs and technical potential between land categories, especially brownfields and rooftop sites,…

系统与控制 · 电气工程与系统科学 2025-11-17 Papa Yaw Owusu-Obeng , Mai Shi , Max Vanatta , Michael T. Craig

The adoption of residential photovoltaic systems (PV) is seen as an important part of the sustainable energy transition. To facilitate this process, it is crucial to identify the determinants of solar adoption. This paper follows a…

综合经济学 · 经济学 2021-12-24 Emily Schulte , Fabian Scheller , Daniel Sloot , Thomas Bruckner

Increasing deployment of photovoltaics (PV) plants demands for cheap and fast inspection. A viable tool for this task is thermographic imaging by unmanned aerial vehicles (UAV). In this work, we develop a computer vision tool for the…

计算机视觉与模式识别 · 计算机科学 2021-12-07 Lukas Bommes , Tobias Pickel , Claudia Buerhop-Lutz , Jens Hauch , Christoph Brabec , Ian Marius Peters

Due to the increasing proportion of distributed photovoltaic (PV) production in the generation mix, the knowledge of the PV generation capacity has become a key factor. In this work, we propose to compute the PV plant maximum power starting…

系统与控制 · 计算机科学 2017-05-12 Enrica Scolari , Fabrizio Sossan , Mario Paolone

Photovoltaic (PV) energy generation plays a crucial role in the energy transition. Small-scale PV installations are deployed at an unprecedented pace, and their integration into the grid can be challenging since public authorities often…

计算机视觉与模式识别 · 计算机科学 2023-02-01 Gabriel Kasmi , Yves-Marie Saint-Drenan , David Trebosc , Raphaël Jolivet , Jonathan Leloux , Babacar Sarr , Laurent Dubus

This paper presents SolarBoost, a novel approach for forecasting power output in distributed photovoltaic (DPV) systems. While existing centralized photovoltaic (CPV) methods are able to precisely model output dependencies due to…

机器学习 · 计算机科学 2025-10-27 Linyuan Geng , Linxiao Yang , Xinyue Gu , Liang Sun

Photovoltaics (PV) are widely used to harvest solar energy, an important form of renewable energy. Photovoltaic arrays consist of multiple solar panels constructed from solar cells. Solar cells in the field are vulnerable to various…

应用统计 · 统计学 2024-08-13 Xinyi Song , Kennedy Odongo , Francis G. Pascual , Yili Hong

The residential electrical energy scheduling of solar Photovoltaics (PV) is an important research area of the modern green buildings. On the demand side, factors such as building load, and the renewable PV energy resources are integrated…

系统与控制 · 电气工程与系统科学 2021-03-16 Sara Zainaa , Shima Sadaf , Ansaruddin Kunjuc , Mohammad Meraj , Devrim Unal , Farid Touati

Accurate forecasts for day-ahead photovoltaic (PV) power generation are crucial to support a high PV penetration rate in the local electricity grid and to assure stability in the grid. We use state-of-the-art tree-based machine learning…

机器学习 · 计算机科学 2023-12-04 Nick Berlanger , Noah van Ophoven , Tim Verdonck , Ines Wilms

The subject of this research is the development of an intelligent, integrated framework for the automated inspection of photovoltaic (PV) infrastructure that addresses the critical shortcomings of conventional methods, including thermal…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Andrii Lysyi , Anatoliy Sachenko , Pavlo Radiuk , Mykola Lysyi , Oleksandr Melnychenko , Diana Zahorodnia