دورية أكاديمية

A 10-m national-scale map of ground-mounted photovoltaic power stations in China of 2020

التفاصيل البيبلوغرافية
العنوان: A 10-m national-scale map of ground-mounted photovoltaic power stations in China of 2020
المؤلفون: Quanlong Feng, Bowen Niu, Yan Ren, Shuai Su, Jiudong Wang, Hongda Shi, Jianyu Yang, Mengyao Han
المصدر: Scientific Data, Vol 11, Iss 1, Pp 1-15 (2024)
بيانات النشر: Nature Portfolio, 2024.
سنة النشر: 2024
المجموعة: LCC:Science
مصطلحات موضوعية: Science
الوصف: Abstract We provide a remote sensing derived dataset for large-scale ground-mounted photovoltaic (PV) power stations in China of 2020, which has high spatial resolution of 10 meters. The dataset is based on the Google Earth Engine (GEE) cloud computing platform via random forest classifier and active learning strategy. Specifically, ground samples are carefully collected across China via both field survey and visual interpretation. Afterwards, spectral and texture features are calculated from publicly available Sentinel-2 imagery. Meanwhile, topographic features consisting of slope and aspect that are sensitive to PV locations are also included, aiming to construct a multi-dimensional and discriminative feature space. Finally, the trained random forest model is adopted to predict PV power stations of China parallelly on GEE. Technical validation has been carefully performed across China which achieved a satisfactory accuracy over 89%. Above all, as the first publicly released 10-m national-scale distribution dataset of China’s ground-mounted PV power stations, it can provide data references for relevant researchers in fields such as energy, land, remote sensing and environmental sciences.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2052-4463
Relation: https://doaj.org/toc/2052-4463
DOI: 10.1038/s41597-024-02994-x
URL الوصول: https://doaj.org/article/995705f35c134b3897fa63148fae0358
رقم الأكسشن: edsdoj.995705f35c134b3897fa63148fae0358
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:20524463
DOI:10.1038/s41597-024-02994-x