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利用AMSR2和MODIS数据的土壤冻融相变水量降尺度方法
  • ISSN号:1007-4619
  • 期刊名称:遥感学报
  • 时间:2014.11.25
  • 页码:1147-1157
  • 分类:TP79[自动化与计算机技术—控制科学与工程;自动化与计算机技术—检测技术与自动化装置]
  • 作者机构:[1]北京师范大学遥感科学国家重点实验室,遥感与地理信息系统研究中心,地理学与遥感科学学院,北京100875, [2]中国科学院遥感与数字地球研究所,北京100101
  • 相关基金:国家重点基础研究发展计划(编号:2013CB733406); 国家自然科学基金(编号:91125004);国家自然科学基金青年基金(编号:41301396)
  • 相关项目:黑河流域生态-水文过程综合遥感观测试验:定标与真实性检验
中文摘要:

本文基于站点实测土壤温度和土壤湿度数据分析,发现温度指数TI(Temperature Index)和土壤冻融相变水量呈现幂函数关系,温度指数能够反映相变水量的变化。使用MODIS地表温度产品计算温度指数,在AMSR2卫星观测尺度上与相变水量建立了关系,从而对土壤冻融相变水量进行了降尺度研究。采用CTP-SMTMN数据采集仪观测网络上的站点观测到土壤水分对土壤冻融相变水量降尺度结果进行了验证。结果表明,土壤冻融相变水量降尺度结果与实测值较为接近,在土壤相变水量大于0.01(m^3/m^3)时,RMSE为0.0085(m^3/m^3),MAE为0.0059(m^3/m^3)。这种通过温度指数对土壤相变水量进行降尺度的方法具有简便,可行,可靠的优势,适合在冻融交替期计算较湿润土壤在冻融过程中产生的相变水量。同时,这种降尺度方法能够生成小尺度上的相变水量产品,实现了热红外遥感和被动微波遥感的优势整合,对研究地气水热平衡,气候变化,土壤冻结强度以及冻融侵蚀强度等具有重要意义。

英文摘要:

The phase transition of pore water in soil during freeze-thaw process has a great impact on hydrologic cycle, meteorol- ogy and soil erosion on both regional and global scale. A useful indicator to evaluate the soil freeze-thaw intensity is the amount of Phase Transition Water Content (PTWC) in soil pores. However, the coarse resolution of passive microwave data (about 25 km) has limited availabilities for many applications in environmental monitoring. In this research, we attempted to obtain high resolution PTWC using MODIS and AMSR2 products. We analyzed the ground measured soil moisture and temperature data obtained in Tibet during the winter of 2012 and found that there was a power function relationship between Temperature Index (TI) and PTWC. Then a downsealing approach combining TI calculated by MODIS products and AMSR2 PTWC was performed to retrieve high resolution PTWC. A satifying result was achieved that the MODIS TI and AMSR2 PTWC also followed the power function trend with a R2 of 0.8068. The downscaling PTWC had more variation information and added the mission data of AMSR2 PTWC at 25 kin. The downsealing PTWC at 1 km was validated with in situ data measured from November 2011 to March 2012 in CTP- SMTMN small scale area. The result showed that the downsealing PTWC was closer to the 1:1 line and it quite followed the trend of ground data with a RMSE of 0.0085(m^3/m^3) and MAE of 0.0059(m^3/m^3) when PTWC was higher than 0.01 (m^3/m^3 ). But this method also has some disadvantages. The precision of AMSR2 soil moisture products directly influence the accuracy of the down- scaling PTWC. At the same time, we use a power function to do the downscaling approach, the PWTC is increasing very qulcldy as TI decreasing when TI is near 0. A little change of TI may generate a large change of PTWC. The characteristic of power function may cause errors between retrieved and observed PTWC. In addition, the unmatched scale between the remote sensing pixels and in situ points, the spatial var

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期刊信息
  • 《遥感学报》
  • 北大核心期刊(2011版)
  • 主管单位:中国科学院
  • 主办单位:中国地理学会环境遥感分会 中国科学院遥感应用研究所
  • 主编:顾行发
  • 地址:北京市安外大屯路中国科学院遥感与地球研究所
  • 邮编:100101
  • 邮箱:jrs@irsa.ac.cn
  • 电话:010-64806643
  • 国际标准刊号:ISSN:1007-4619
  • 国内统一刊号:ISSN:11-3841/TP
  • 邮发代号:82-324
  • 获奖情况:
  • 中国期刊方阵“双效”期刊
  • 国内外数据库收录:
  • 俄罗斯文摘杂志,波兰哥白尼索引,荷兰文摘与引文数据库,美国工程索引,美国剑桥科学文摘,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国北大核心期刊(2000版)
  • 被引量:16827