4.7 Article

Assessment of solar photovoltaic potentials on urban noise barriers using street-view imagery

期刊

RENEWABLE ENERGY
卷 168, 期 -, 页码 181-194

出版社

PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.renene.2020.12.044

关键词

Solar radiation assessment; Photovoltaic noise barrier (PVNB); Street-view images; Object detection; Machine learning

资金

  1. National Key Research and Development Program of China [2017YFB0503500]
  2. National Research Foundation Singapore

向作者/读者索取更多资源

Solar energy captured by photovoltaic noise barrier (PVNB) systems has the potential to meet the high demand for renewable energy sources in urban areas where available land for solar panel installations is limited. A computational framework has been proposed to estimate the solar PV potential of PVNB systems based on existing and planned noise barrier sites. In Nanjing, the estimated annual solar PV potentials in 2019 from existing and planned noise barriers indicate significant potential installed capacity and annual power generation for PVNB systems.
Solar energy captured by solar photovoltaic (PV) systems has great potential to meet the high demand for renewable energy sources in urban areas. A photovoltaic noise barrier (PVNB) system, which integrates a PV system with a noise barrier, is a promising source for harvesting solar energy to overcome the problem of having limited land available for solar panel installations. When estimating the solar PV potential at the city scale, it is difficult to identify sites for installing solar panels. A computational framework is proposed for estimating the solar PV potential of PVNB systems based on both existing and planned noise barrier sites. The proposed computational framework can identify suitable sites for installing photovoltaic panels. A deep learning-based method is used to detect existing noise barrier sites from massive street-view images. The planned noise barrier sites are identified with urban policies. Based on the existing and planned sites of noise barriers in Nanjing, the annual solar PV potentials in 2019 are 29,137 MW h and 113,052 MW h, respectively. The estimation results show that the potential PVNB systems based on the existing and planned noise barrier in 2019 have the potential installed capacity of 14.26 MW and 57.24 MW, with corresponding potential annual power generation of 4662 MW h and 18,088 MW h, respectively. (c) 2020 Elsevier Ltd. All rights reserved.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.7
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据