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Title: Satellite Imagery of PV Site Storm Damage

Abstract

"This repository contains multiple data sets focused on visible damage to photovoltaic (PV) installations following extreme weather events such as hailstorms and hurricanes. Data sets are split into two categories: the first category, the ‘manually labeled’ data, was compiled by researchers manually, and contains manually identified PV sites exposed to storms. The second data set, the ‘aggregated’ data, is a compilation of the manually labeled PV sites and deep learning-identified PV sites. The hail damage data set focuses on post-storm PV damage following a September 24, 2023 hailstorm in Austin, TX, which caused over $600 million in damages in the Austin metro area. The hurricane damage data set focuses on post-storm PV damage following Hurricanes Irma and Maria in Puerto Rico and the US Virgin Islands. Hurricanes Irma and Maria were back-to-back category 5 hurricanes, which pummeled the Caribbean and southeastern United States in September 2017, causing an estimated $115.2 billion in damages."

Authors:
; ;
  1. National Renewable Energy Laboratory (NREL), Golden, CO (United States); National Renewable Energy Laboratory
  2. National Renewable Energy Laboratory (NREL), Golden, CO (United States)
Publication Date:
DOE Contract Number:  
AC36-08GO28308
Research Org.:
EMN-DURMAT (EMN-DuraMAT); National Renewable Energy Laboratory (NREL), Golden, CO (United States)
Sponsoring Org.:
USDOE Office of Energy Efficiency and Renewable Energy (EERE), Renewable Power Office. Solar Energy Technologies Office
Subject:
14 SOLAR ENERGY; 36 MATERIALS SCIENCE; hail; hurricanes; photovoltaics; remote sensing; satellite imagery; storm damage
OSTI Identifier:
2562917
DOI:
https://doi.org/10.21948/2562917

Citation Formats

Perry, Kirsten, Jordan, Dirk, and Nguyen, Quyen. Satellite Imagery of PV Site Storm Damage. United States: N. p., 2025. Web. doi:10.21948/2562917.
Perry, Kirsten, Jordan, Dirk, & Nguyen, Quyen. Satellite Imagery of PV Site Storm Damage. United States. doi:https://doi.org/10.21948/2562917
Perry, Kirsten, Jordan, Dirk, and Nguyen, Quyen. 2025. "Satellite Imagery of PV Site Storm Damage". United States. doi:https://doi.org/10.21948/2562917. https://www.osti.gov/servlets/purl/2562917. Pub date:Fri Apr 25 04:00:00 UTC 2025
@article{osti_2562917,
title = {Satellite Imagery of PV Site Storm Damage},
author = {Perry, Kirsten and Jordan, Dirk and Nguyen, Quyen},
abstractNote = {"This repository contains multiple data sets focused on visible damage to photovoltaic (PV) installations following extreme weather events such as hailstorms and hurricanes. Data sets are split into two categories: the first category, the ‘manually labeled’ data, was compiled by researchers manually, and contains manually identified PV sites exposed to storms. The second data set, the ‘aggregated’ data, is a compilation of the manually labeled PV sites and deep learning-identified PV sites. The hail damage data set focuses on post-storm PV damage following a September 24, 2023 hailstorm in Austin, TX, which caused over $600 million in damages in the Austin metro area. The hurricane damage data set focuses on post-storm PV damage following Hurricanes Irma and Maria in Puerto Rico and the US Virgin Islands. Hurricanes Irma and Maria were back-to-back category 5 hurricanes, which pummeled the Caribbean and southeastern United States in September 2017, causing an estimated $115.2 billion in damages."},
doi = {10.21948/2562917},
journal = {},
number = ,
volume = ,
place = {United States},
year = {Fri Apr 25 04:00:00 UTC 2025},
month = {Fri Apr 25 04:00:00 UTC 2025}
}