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Generation of high resolution sea surface temperature using multi-satellite data for operational oceanography

机译:使用多卫星数据生成高分辨率海洋表面温度以进行海洋学研究

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摘要

In the present article, we introduce a high resolution sea surface temperature (SST) product generated daily by Korea Institute of Ocean Science and Technology (KIOST). The SST product is comprised of four sets of data including eight-hour and daily average SST data of 1 km resolution, and is based on the four infrared (IR) satellite SST data acquired by advanced very high resolution radiometer (AVHRR), Moderate Resolution Imaging Spectroradiometer (MODIS), Multifunctional Transport Satellites-2 (MTSAT-2) Imager and Meteorological Imager (MI), two microwave radiometer SSTs acquired by Advanced Microwave Scanning Radiometer 2 (AMSR2), and WindSAT within-situ temperature data. These input satellite andin-situ SST data are merged by using the optimal interpolation (OI) algorithm. The root-mean-square-errors (RMSEs) of satellite andin-situ data are used as a weighting value in the OI algorithm. As a pilot product, four SST data sets were generated daily from January to December 2013. In the comparison between the SSTs measured by moored buoys and the daily mean KIOST SSTs, the estimated RMSE was 0.71°C and the bias value was –0.08°C. The largest RMSE and bias were 0.86 and –0.26°C respectively, observed at a buoy site in the boundary region of warm and cold waters with increased physical variability in the Sea of Japan/East Sea. Other site near the coasts shows a lower RMSE value of 0.60°C than those at the open waters. To investigate the spatial distributions of SST, the Group for High Resolution Sea Surface Temperature (GHRSST) product was used in the comparison of temperature gradients, and it was shown that the KIOST SST product represents well the water mass structures around the Korean Peninsula. The KIOST SST product generated from both satellite and buoy data is expected to make substantial contribution to the Korea Operational Oceanographic System (KOOS) as an input parameter for data assimilation.
机译:在本文中,我们介绍了韩国海洋科学技术研究所(KIOST)每天产生的高分辨率海面温度(SST)产品。 SST产品由四组数据组成,其中包括1小时分辨率的八小时和每日平均SST数据,并且基于先进超高分辨率辐射计(AVHRR)采集的四颗红外(IR)卫星SST数据,中等分辨率成像光谱仪(MODIS),多功能运输卫星2(MTSAT-2)成像仪和气象成像仪(MI),由高级微波扫描辐射仪2(AMSR2)采集的两个微波辐射仪SST和WindSAT现场温度数据。这些输入的卫星和原位SST数据通过使用最佳插值(OI)算法进行合并。卫星和现场数据的均方根误差(RMSE)在OI算法中用作加权值。作为一个试点产品,2013年1月至2013年12月每天生成四个SST数据集。在通过系泊浮标测量的SST与每日平均KIOST SST的比较中,估计的RMSE为0.71°C,偏差值为–0.08° C。在日本和东海,温水和冷水边界区域的浮标处观察到的最大RMSE和偏差分别为0.86和–0.26°C。靠近海岸的其他站点显示的RMSE值比开放水域的RMSE值低0.60°C。为了研究SST的空间分布,将高分辨率海表温度组(GHRSST)产品用于温度梯度的比较,结果表明KIOST SST产品很好地代表了朝鲜半岛周围的水团结构。从卫星和浮标数据生成的KIOST SST产品有望作为数据同化的输入参数,对韩国海洋学系统(KOOS)做出重大贡献。

著录项

  • 来源
    《海洋学报(英文版)》 |2015年第7期|74-88|共15页
  • 作者单位

    Korea 0cean Satellite Center, Korea Institute of 0cean Science & Technology KI0ST, Ansan 426-744, Korea;

    Korea 0cean Satellite Center, Korea Institute of 0cean Science & Technology KI0ST, Ansan 426-744, Korea;

    Korea 0cean Satellite Center, Korea Institute of 0cean Science & Technology KI0ST, Ansan 426-744, Korea;

    Korea 0cean Satellite Center, Korea Institute of 0cean Science & Technology KI0ST, Ansan 426-744, Korea;

  • 收录信息 中国科学引文数据库(CSCD);
  • 原文格式 PDF
  • 正文语种 eng
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