Tao He , Jiaxuan Han , Shunlin Liang , Yichuan Ma , Xiaotong Zhang , Xiang Zhao , Longping Si
{"title":"基于MODIS数据和辅助信息的1公里全天红斑紫外线辐射和日剂量估算:算法开发、全球产品生成和精度评估","authors":"Tao He , Jiaxuan Han , Shunlin Liang , Yichuan Ma , Xiaotong Zhang , Xiang Zhao , Longping Si","doi":"10.1016/j.rse.2025.115021","DOIUrl":null,"url":null,"abstract":"<div><div>Ultraviolet (UV) radiation plays a vital role in maintaining ecosystem balance and can have both beneficial and harmful effects on human health. Erythemal UV radiation (UVER), which is a weighted sum of UVA and UVB radiation, is directly linked to skin cancer in humans. Although satellite observations offer a useful tool to monitor UV radiation globally, current global satellite products have limitations such as coarse spatial/temporal resolutions and poor spatial/temporal continuity. To address this issue, we proposed a novel method to estimate all-sky UVER by establishing a practical parametric model between UVER and downward shortwave radiation (DSR), total ozone column (TOC), solar zenith angle (SZA), and elevation. A multiple scattering correction algorithm was also developed to improve the accuracy of UVER estimation over highly reflective surfaces. The UVER estimation was validated against 49 ground stations worldwide and showed high accuracy with R<sup>2</sup> = 0.86, RMSE = 607.92 J/m<sup>2</sup>∙day, relative RMSE = 23.97 %, MBE = -81.32 J/m<sup>2</sup>∙day, relative MBE = -3.76 %. Based on the proposed method, a seamless global land high-resolution (1 km) all-sky daily dose of UVER (EDD) product during 2005–2022 was developed as a new member of the Global Land Surface Satellites (GLASS) product suite. Additional independent validation of this product was conducted with 8 sites located in Norway, showing a high accuracy with R<sup>2</sup> = 0.93, RMSE = 281.50 J/m<sup>2</sup>∙day, relative RMSE = 19.47 %, MBE = 37.91 J/m<sup>2</sup>∙day, relative MBE = 3.84 %. The product was compared with multiple global UVER products and showed comparable accuracy and spatiotemporal distributions at 1° × 1° resolution. The 1 km resolution GLASS EDD product is spatially and temporally continuous and freely available to the public, and thus suitable for climate and human health related applications that require high spatial resolution and accuracy.</div></div>","PeriodicalId":417,"journal":{"name":"Remote Sensing of Environment","volume":"332 ","pages":"Article 115021"},"PeriodicalIF":11.4000,"publicationDate":"2025-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Estimation of 1 km all-sky erythemal ultraviolet radiation and daily dose based on MODIS data and ancillary information: algorithm development, global product generation, and accuracy assessment\",\"authors\":\"Tao He , Jiaxuan Han , Shunlin Liang , Yichuan Ma , Xiaotong Zhang , Xiang Zhao , Longping Si\",\"doi\":\"10.1016/j.rse.2025.115021\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Ultraviolet (UV) radiation plays a vital role in maintaining ecosystem balance and can have both beneficial and harmful effects on human health. Erythemal UV radiation (UVER), which is a weighted sum of UVA and UVB radiation, is directly linked to skin cancer in humans. Although satellite observations offer a useful tool to monitor UV radiation globally, current global satellite products have limitations such as coarse spatial/temporal resolutions and poor spatial/temporal continuity. To address this issue, we proposed a novel method to estimate all-sky UVER by establishing a practical parametric model between UVER and downward shortwave radiation (DSR), total ozone column (TOC), solar zenith angle (SZA), and elevation. A multiple scattering correction algorithm was also developed to improve the accuracy of UVER estimation over highly reflective surfaces. The UVER estimation was validated against 49 ground stations worldwide and showed high accuracy with R<sup>2</sup> = 0.86, RMSE = 607.92 J/m<sup>2</sup>∙day, relative RMSE = 23.97 %, MBE = -81.32 J/m<sup>2</sup>∙day, relative MBE = -3.76 %. Based on the proposed method, a seamless global land high-resolution (1 km) all-sky daily dose of UVER (EDD) product during 2005–2022 was developed as a new member of the Global Land Surface Satellites (GLASS) product suite. Additional independent validation of this product was conducted with 8 sites located in Norway, showing a high accuracy with R<sup>2</sup> = 0.93, RMSE = 281.50 J/m<sup>2</sup>∙day, relative RMSE = 19.47 %, MBE = 37.91 J/m<sup>2</sup>∙day, relative MBE = 3.84 %. The product was compared with multiple global UVER products and showed comparable accuracy and spatiotemporal distributions at 1° × 1° resolution. The 1 km resolution GLASS EDD product is spatially and temporally continuous and freely available to the public, and thus suitable for climate and human health related applications that require high spatial resolution and accuracy.</div></div>\",\"PeriodicalId\":417,\"journal\":{\"name\":\"Remote Sensing of Environment\",\"volume\":\"332 \",\"pages\":\"Article 115021\"},\"PeriodicalIF\":11.4000,\"publicationDate\":\"2025-10-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Remote Sensing of Environment\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0034425725004250\",\"RegionNum\":1,\"RegionCategory\":\"地球科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENVIRONMENTAL SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Remote Sensing of Environment","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0034425725004250","RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENVIRONMENTAL SCIENCES","Score":null,"Total":0}
Estimation of 1 km all-sky erythemal ultraviolet radiation and daily dose based on MODIS data and ancillary information: algorithm development, global product generation, and accuracy assessment
Ultraviolet (UV) radiation plays a vital role in maintaining ecosystem balance and can have both beneficial and harmful effects on human health. Erythemal UV radiation (UVER), which is a weighted sum of UVA and UVB radiation, is directly linked to skin cancer in humans. Although satellite observations offer a useful tool to monitor UV radiation globally, current global satellite products have limitations such as coarse spatial/temporal resolutions and poor spatial/temporal continuity. To address this issue, we proposed a novel method to estimate all-sky UVER by establishing a practical parametric model between UVER and downward shortwave radiation (DSR), total ozone column (TOC), solar zenith angle (SZA), and elevation. A multiple scattering correction algorithm was also developed to improve the accuracy of UVER estimation over highly reflective surfaces. The UVER estimation was validated against 49 ground stations worldwide and showed high accuracy with R2 = 0.86, RMSE = 607.92 J/m2∙day, relative RMSE = 23.97 %, MBE = -81.32 J/m2∙day, relative MBE = -3.76 %. Based on the proposed method, a seamless global land high-resolution (1 km) all-sky daily dose of UVER (EDD) product during 2005–2022 was developed as a new member of the Global Land Surface Satellites (GLASS) product suite. Additional independent validation of this product was conducted with 8 sites located in Norway, showing a high accuracy with R2 = 0.93, RMSE = 281.50 J/m2∙day, relative RMSE = 19.47 %, MBE = 37.91 J/m2∙day, relative MBE = 3.84 %. The product was compared with multiple global UVER products and showed comparable accuracy and spatiotemporal distributions at 1° × 1° resolution. The 1 km resolution GLASS EDD product is spatially and temporally continuous and freely available to the public, and thus suitable for climate and human health related applications that require high spatial resolution and accuracy.
期刊介绍:
Remote Sensing of Environment (RSE) serves the Earth observation community by disseminating results on the theory, science, applications, and technology that contribute to advancing the field of remote sensing. With a thoroughly interdisciplinary approach, RSE encompasses terrestrial, oceanic, and atmospheric sensing.
The journal emphasizes biophysical and quantitative approaches to remote sensing at local to global scales, covering a diverse range of applications and techniques.
RSE serves as a vital platform for the exchange of knowledge and advancements in the dynamic field of remote sensing.