A novel spectral index for mapping blue colour-coated steel roofs (BCCSRs) in urban areas using Sentinel-2 data

被引:6
作者
Zhao, Chuanwu [1 ,2 ,4 ]
Pan, Yaozhong [1 ,2 ,3 ]
机构
[1] Beijing Normal Univ, Fac Geog Sci, State Key Lab Remote Sensing, Beijing, Peoples R China
[2] Beijing Normal Univ, Key Lab Environm Change & Nat Disasters, Chinese Minist Educ, Beijing, Peoples R China
[3] Qinghai Normal Univ, Acad Plateau Sci & Sustainabil, Xining, Peoples R China
[4] Beijing Normal Univ, Fac Geog Sci, Beijing Engn Res Ctr Global Land Remote Sensing Pr, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Blue colour-coated steel roof; Large-scale mapping; Surface energy budget; Sentinel; 2; Landsat; 8;
D O I
10.1080/17538947.2023.2241427
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Blue colour-coated steel roofs (BCCSRs) offer a lightweight and economical option to concrete and other cladding in buildings, but they are also controversial for altering the surface energy budget and water cycle. Obtaining spatial information about BCCSRs is crucial for exploring the environmental impacts of man-made landscapes. However, existing methods are not always effective due to the variety of BCCSR types and background conditions. To overcome these limitations, we proposed a new index (called BCCSI) based on Sentinel-2 multispectral images to map the commonly used BCCSRs. Five typical study areas were chosen worldwide to develop and validate the BCCSI. Based on spectral analysis, we constructed the BCCSI using the blue, red, green, and shortwave infrared 2 (SWIR2) bands to highlight the BCCSR while suppressing the background condition. Compared with five existing indices, the BCCSI was effective in the visual evaluation, separability analysis and BCCSR mapping. Moreover, the BCCSI achieved similar accuracy to the supervised classifier while avoiding the time-consuming and laborious effort of sample collection. Furthermore, the BCCSI showed its applicability in medium-resolution satellite data, such as Landsat-8 imagery. Thus, the proposed BCCSI provides a viable scheme for global BCCSR mapping and analysis.
引用
收藏
页码:2862 / 2884
页数:23
相关论文
共 35 条
  • [1] A coarse-to-fine weakly supervised learning method for green plastic cover segmentation using high-resolution remote sensing images
    Cao, Yinxia
    Huang, Xin
    [J]. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2022, 188 : 157 - 176
  • [2] Modular composite building in urgent emergency engineering projects: A case study of accelerated design and construction of Wuhan Thunder God Mountain/Leishenshan hospital to COVID-19 pandemic
    Chen, Ling-Kun
    Yuan, Rui-Peng
    Ji, Xing-Jun
    Lu, Xing-Yu
    Xiao, Jiang
    Tao, Jun-Bo
    Kang, Xin
    Li, Xin
    He, Zhen-Hua
    Quan, Shu
    Jiang, Li-Zhong
    [J]. AUTOMATION IN CONSTRUCTION, 2021, 124
  • [3] Improving the detectability and confirmation of hidden surface corrosion on metal sheets using active infrared thermography
    Elizalde, Joan Stephanie G.
    Chiou, Yun-Shang
    [J]. JOURNAL OF BUILDING ENGINEERING, 2023, 66
  • [4] Escadafal R., 1993, Remote Sens. Rev, V7, P261, DOI [10.1080/02757259309532181, DOI 10.1080/02757259309532181]
  • [5] Close-range remote sensing-based detection and identification of macroplastics on water assisted by artificial intelligence: A review
    Gnann, Nina
    Baschek, Bjorn
    Ternes, Thomas A.
    [J]. WATER RESEARCH, 2022, 222
  • [6] Mapping plastic materials in an urban area: Development of the normalized difference plastic index using WorldView-3 superspectral data
    Guo, Xiaoye
    Li, Peijun
    [J]. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2020, 169 : 214 - 226
  • [7] A new index for mapping the "blue steel tile' roof dominated industrial zone from Landsat imagery
    Guo, Zhengfei
    Yang, Dedi
    Chen, Jin
    Cui, Xihong
    [J]. REMOTE SENSING LETTERS, 2018, 9 (06) : 578 - 586
  • [8] Corrosion resistance of austenitic stainless steel using cathodic plasma electrolytic oxidation
    Heo, Jun
    Lee, Jaewoo
    Kim, Sungwoo
    Alfantazi, Akram
    Cho, Sung Oh.
    [J]. SURFACE & COATINGS TECHNOLOGY, 2023, 462
  • [9] A novel benchmark dataset of color steel sheds for remote sensing image retrieval
    Hou, Dongyang
    Wang, Siyuan
    Xing, Huaqiao
    [J]. EARTH SCIENCE INFORMATICS, 2021, 14 (02) : 809 - 818
  • [10] Marine floating raft aquaculture extraction of hyperspectral remote sensing images based decision tree algorithm
    Hou, Tingting
    Sun, Weiwei
    Chen, Chao
    Yang, Gang
    Meng, Xiangchao
    Peng, Jiangtao
    [J]. INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2022, 111