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林业科学 ›› 2016, Vol. 52 ›› Issue (12): 123-132.doi: 10.11707/j.1001-7488.20161215

• 研究简报 • 上一篇    下一篇

基于特征空间的蒸散反演方法在中国北方地区的比较与应用

王鹤松1,2, 贾根锁2, 张劲松3,4, 李岩泉3,4   

  1. 1. 北京林业大学林学院 北京 100083;
    2. 中国科学院大气物理研究所东亚区域气候-环境重点实验室 北京 100029;
    3. 中国林业科学研究院林业研究所 国家林业局林木培育重点实验室 北京 100091;
    4. 南京林业大学南方现代林业协同创新中心 南京 210037
  • 收稿日期:2016-03-21 修回日期:2016-11-22 出版日期:2016-12-25 发布日期:2017-01-16
  • 基金资助:
    国家重大研究计划项目(2012CB956202);中央高校基本科研业务费专项资金资助(BLX2015-16);国家自然科学基金资助项目(41105076)。

Comparison and Application of Evapotranspiration Retrieving Methods Based on Feature Space over Northern China

Wang Hesong1,2, Jia Gensuo2, Zhang Jinsong3,4, Li Yanquan3,4   

  1. 1. College of Forestry, Beijing Forestry University Beijing 100083;
    2. Key Laboratory of Regional Climate-Environment Research for Temperate East Asia, Institute of Atmospheric Physics, Chinese Academy of Sciences Beijing 100029;
    3. Key Laboratory of Tree Breeding and Cultivation of State Forestry Administration Research Institute of Forestry, CAF Beijing 100091;
    4. Co-Innovation Center of Sustainable Forestry in Southern China, Nanjing Forestry University Nanjing 210037
  • Received:2016-03-21 Revised:2016-11-22 Online:2016-12-25 Published:2017-01-16

摘要: [目的] 通过验证和比较来选定适合于中国北方地区的蒸散反演方法,旨在为改进蒸散的算法提供支持并初步认识中国北方地区蒸散的时空分布规律。[方法] 使用中等分辨率成像光谱仪(MODIS)的遥感影像、气象观测资料以及干旱-半干旱区协同观测的地表蒸散通量数据,对Jiang等(1999)、Wang等(2006)和Roerink等(2000)这3种特征空间方法进行验证与比较,在选定适合试验区的方法后,计算和分析中国北方地区蒸散的空间分布与季节变化特征。[结果] 在中国北方地区,由Wang等(2006)方法反演得到的蒸发比相关性最高,误差最小(R2=0.65,RMSE=0.17);受地表温度随海拔升高而降低的影响,Jiang等(1999)和Roerink等(2000)的方法在高海拔地区普遍存在高估的现象;基于Wang等(2006)的方法反演得到蒸发比,通过运算得出中国北方地区的蒸散空间分布,回归分析表明,该方法得出的蒸散结果精度较高(R2=0.57,RMSE=0.78 mm·d-1);在不同季节,蒸散在空间上都表现出东高西低的特征;夏季最高,春季略高于秋季,冬季最小;在冬季,大部分地区蒸散在0.5 mm·d-1以下;在春季,除西北地区的准噶尔、柴达木、塔里木等沙漠区域外,其余地区都有较明显的蒸散活动,大部分区域达到了0.8 mm·d-1以上;在夏季,整个区域蒸散达到全年最大值,绝大部分地区蒸散强度在1.5 mm·d-1以上;在秋季,蒸散明显回落,除华北地区和秦岭一带保持在1~2.5 mm·d-1之外,其余地区蒸散大多在1 mm·d-1以下。[结论] Wang等(2006)的方法可以在克服海拔对地表温度产生影响的同时,保持特征空间法中对地面气象参数精度要求不高的优点,能够更好地模拟中国北方地区蒸散的空间分布,适于在下垫面复杂、海拔落差大的地区使用。

关键词: 中国北方地区, 蒸发比, 蒸散, 遥感, 特征空间

Abstract: [Objective] Continuous monitoring of evapotranspiration (ET) in regional scale is critical for water resource management and understanding of the processes of water and energy cycles. In order to provide support for improving algorithm of ET estimation and to preliminarily clarify the spatial and temporal patterns of ET in northern China, different ET retrieving methods were compared to select suitable method for application in complex surface areas.[Method] In this study, three ET retrieving methods based on feature space were validated and compared by employing remote sensing images acquired from moderate resolution Imaging Spectro radiometer (MODIS) data set, meteorological data and surface ET flux measured by eddy covariance under a coordinated enhanced observation project in arid and semi-arid regions. Based on the suitable method selected from the comparison, spatial distribution and seasonal variation of ET over northern China were simulated and analyzed.[Result] The results showed that:Wang's method resulted a better correlation and less errors than the other methods (R2=0.65,RMSE=0.17) in evaporative fraction (EF) modeling over Northern China. Suffering from decreasing surface temperature along with the increasing elevation, Jiang's and Roerink's methods had overestimated EF in high altitude regions over the west part of Northern China. EF of northern China was calculated from Wang's method and then ET was retrieved. The regression analysis showed a good correlation between modeled and measured (R2=0.57,RMSE=0.78 mm·d-1). In general, spatial pattern of ET in northern China showed the characteristics as high east and low west. ET reached peak in summer and reduced to minimum in winter. ET in spring is slightly higher than that is in autumn. In winter, ET in most parts of northern China is lower than 0.5 mm·d-1. In spring, ET increased obviously except for desert region such as Junggar, Qaidam and Tarim in the northwest part of China. ET in most region reached to 0.8 mm·d-1 or more. In summer, ET in the entire region reached peak and greater than 1.5 mm·d-1 in most areas. In Autumn, ET dropped to 1 mm·d-1 or less significantly except in North part of China and the Qinling Mountains which were kept at 1-2.5 mm·d-1.[Conclusion] Wang's method is thought to be suitable for ET retrieving over northern China, which is not heavily relied on the ground meteorological data. This method can reduce the errors caused by uncertainties from meteorological parameters, indicating an application potential in regions which have great drops in elevation and complex underlying surfaces.

Key words: northern China, evaporative fraction, evapotranspiration, remote sensing, feature space

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