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首页> 外文期刊>Journal of Geophysical Research, D. Atmospheres: JGR >Combined use of MODIS, AVHRR and radiosonde data for the estimation of spatiotemporal distribution of precipitable water
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Combined use of MODIS, AVHRR and radiosonde data for the estimation of spatiotemporal distribution of precipitable water

机译:结合使用MODIS、AVHRR和无线电探空仪数据估计的时空分布可沉淀的水

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摘要

In this paper, the atmospheric precipitable water (PW) was estimated by means of Advanced Very High Resolution Radiometer (AVHRR) thermal channels brightness temperature difference (ΔT), over the broader area of Greece. The AVHRR derived ΔT was calculated in a grid of 5 × 5 km cells; the corresponding PW value in each grid cell was extracted from Moderate Resolution Imaging Spectroradiometer (MODIS) Level 2 product (near infrared algorithm). MODIS derived PW values were adjusted to the AVHRR overpass time by using PW rates of change. These rates were estimated from time series of radiosonde measurements, provided by four synoptic meteorological stations located in Athens, Thessaloniki, Heraklion and Izmir. Next, to estimate the relationship between adjusted PW and ΔT, a robust linear regression algorithm was applied. Since regression coefficients corresponded to the broader area of Greece, the regression relationship was applied to AVHRR data for the period 2001–2005, to predict the annual and seasonal variability of PW over the study area. Radiosonde derived PW values at the above synoptic stations were used to validate the AVHRR derived PW spatiotemporal distribution. A very good agreement between radiosonde and AVHRR derived PW values was observed since a RMSE of 0.46 cm was calculated using a validation data set that covered a five years period.
机译:摘要大气可降水(PW)估计通过先进的很高分辨率辐射计(AVHRR)热通道亮度温度差(ΔT),希腊的更广泛的区域。计算网格中5×5公里的细胞;在每个网格单元对应的PW价值提取中分辨率成像光谱仪(MODIS) 2级产品(靠近红外算法)。用PW AVHRR天桥时间调整利率的变化。时间序列的无线电探空仪测量,提供由四个天气气象监测站在雅典,塞萨洛尼基,伊拉克里翁和伊兹密尔。接下来,估计之间的关系调整PWΔT,一个健壮的线性回归算法的应用。系数对应于更广泛的领域希腊,应用的回归关系AVHRR数据,2001 - 2005年期间预测PW的年度和季节性变化在研究区域。在上面的气象站验证AVHRR派生PW时空分布。无线电探空仪和AVHRR派生PW值观测以来的RMSE 0.46厘米计算使用验证数据集,涵盖了5年时期。

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