Comparative Analysis of Sentinel-3 and Terra MODIS Satellite Images for Air Temperature Observation in Denpasar Area

Josephira Anna Varestefanica, I. M. Yuliara, I. Yuda, K. N. Suarbawa, M. Sumadiyasa, I. N. Sandi, A. Gunawan
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Abstract

This study evaluates the air temperature products of Sentinel-3 and Terra MODIS satellite images, with the aim of determining the comparison results of Sentinel-3 and Terra MODIS satellite images for air temperature observations, and also to determine the minimum and maximum temperatures of the Denpasar area obtained using satellite images. Correlation relationship analysis and Root Mean Square Error (RMSE) were used to investigate the correlation and the degree of accuracy between the air temperature of satellite imagery and the air temperature of field observations. The results showed that Terra MODIS satellite imagery has better accuracy to BMKG air temperature compared to Sentinel-3 satellite imagery. Terra MODIS imagery has a correlation coefficient value of 0.95 and an RMSE value of 0.51, while Sentinel-3 satellite imagery has a correlation coefficient value of 0.78 and an RMSE value of 0.93, so it can be noted that Terra MODIS satellite images are better used in air temperature observations than Sentinel-3 satellite images.  The results also showed that the minimum temperature detected by Sentinel-3 satellite images from 32 observations was 9.51°C on September 23, 2021 and the maximum temperature was 41.50°C on April 14, 2021. Meanwhile, in Terra MODIS satellite images from 32 observations, the minimum temperature was 20.57°C on September 23, 2021 and the maximum temperature was 37.08 on April 16, 2021.
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Sentinel-3与Terra MODIS卫星影像登巴萨地区气温观测对比分析
本研究评估了Sentinel-3和Terra MODIS卫星图像的气温产品,目的是确定Sentinel-3和Terra MODIS卫星图像对气温观测的对比结果,并确定利用卫星图像获得的登巴萨地区的最低和最高温度。利用相关关系分析和均方根误差(RMSE)分析了卫星影像气温与野外观测气温的相关性和准确性。结果表明,与Sentinel-3卫星影像相比,Terra MODIS卫星影像对BMKG气温具有更好的精度。Terra MODIS卫星图像的相关系数为0.95,RMSE为0.51,而Sentinel-3卫星图像的相关系数为0.78,RMSE为0.93,因此可以看出Terra MODIS卫星图像比Sentinel-3卫星图像更适合用于气温观测。结果还表明,Sentinel-3卫星32次观测的最低气温为2021年9月23日的9.51°C,最高气温为2021年4月14日的41.50°C。同时,32次观测的Terra MODIS卫星影像显示,2021年9月23日的最低气温为20.57℃,2021年4月16日的最高气温为37.08℃。
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