Estimation of Land Surface Temperature from Landsat-8 OLI Thermal Infrared Satellite Data. A Comparative Analysis of Two Cities in Ghana

Y. Twumasi, E. Merem, J. Namwamba, O. S. Mwakimi, T. Ayala-Silva, D. B. Frimpong, Z. H. Ning, A. Asare-Ansah, Jacob B. Annan, J. Oppong, P. Loh, F. Owusu, Valentine Jeruto, B. Petja, R. Okwemba, Joyce McClendon-Peralta, Caroline O. Akinrinwoye, Hermeshia J. Mosby
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引用次数: 11

Abstract

This study employs Landsat-8 Operational Land Imager (OLI) thermal infrared satellite data to compare land surface temperature of two cities in Ghana: Accra and Kumasi. These cities have human populations above 2 million and the corresponding anthropogenic impact on their environments significantly. Images were acquired with minimum cloud cover (ere used. The shapefiles of Accra and Kumasi were used to extract from the full scenes to subset the study area. Thermal band data numbers were converted to Top of Atmospheric Spectral Radiance using radiance rescaling factors. To determine the density of green on a patch of land, normalized difference vegetation index (NDVI) was calculated by using red and near-infrared bands i.e. Band 4 and Band 5. Land surface emissivity (LSE) was also calculated to determine the efficiency of transmitting thermal energy across the surface into the atmosphere. Results of the study show variation of temperatures between different locations in two urban areas. The study found Accra to have experienced higher and lower dry season and wet season temperatures, respectively. The temperature ranges corresponding to the dry and wet seasons were found to be 21.0985oC to 46.1314oC, and, 18.3437oC to 30.9693oC respectively. Results of Kumasi also show a higher range of temperatures from 32.6986oC to 19.1077oC during the dry season. In the wet season, temperatures ranged from 26.4142oC to -0.898728oC. Among the reasons for the cities of Accra and Kumasi recorded higher than corresponding rural areas’ values can be attributed to the urban heat islands’ phenomenon.
利用Landsat-8 OLI热红外卫星数据估算地表温度。加纳两个城市的比较分析
本研究利用Landsat-8 Operational Land Imager (OLI)热红外卫星数据,比较了加纳阿克拉和库马西两个城市的地表温度。这些城市的人口超过200万,相应的人为影响对其环境影响显著。图像是在最小云量下获得的。使用阿克拉和库马西的形状文件从完整的场景中提取,以确定研究区域的子集。利用辐照度重标因子将热波段数据数转换为大气光谱辐射顶。为了确定一块土地上的绿色密度,利用红光和近红外波段(波段4和波段5)计算归一化植被指数(NDVI)。还计算了地表发射率(LSE),以确定地表向大气传输热能的效率。研究结果显示了两个城市地区不同位置的温度变化。该研究发现,阿克拉的旱季和雨季气温分别较高和较低。干湿季节对应的温度范围分别为21.0985oC ~ 46.1314oC, 18.3437oC ~ 30.9693oC。库马西地区旱季气温变化幅度较大,为32.6986 ~ 19.10770 oc。在雨季,气温在26.4142℃至-0.898728℃之间。阿克拉和库马西的城市记录高于相应农村地区的原因之一可归因于城市热岛现象。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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