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Monitoring Perennial Sub-Surface Waterlogged Croplands Based on MODIS in Jianghan Plain, Middle Reaches of the Yangtze River
  • ISSN号:1004-8227
  • 期刊名称:《长江流域资源与环境》
  • 时间:0
  • 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] TV882.2[水利工程—水利水电工程]
  • 作者机构:[1]Institute of Geodesy and Geophysics, Chinese Academy of Sciences, Wuhan 430077, P.R.China
  • 相关基金:The work was supported by the National Basic Research Program of China (2012CB417001) and the National Natural Science Foundation of China (41271125).
中文摘要:

Perennial waterlogged soil(PWS) is induced by the high level of groundwater, and has a persistent impact on natural ecosystems and agricultural production. Traditionally, distribution information regarding PWS is mainly collected from in situ measurements through groundwater level surveys and physicochemical property analyses. However, in situ measurements of PWS are costly and time-consuming, only rough estimates of PWS areas are available in some regions. In this paper, we developed a method to monitor the perennial waterlogged cropland using time-series moderate resolution imaging spectroradiometer(MODIS) data. The Jianghan Plain, a floodplain located in the middle reaches of the Yangtze River, was selected as the study area. Temporal variations of the enhanced vegetation index(EVI), night land surface temperature(LST), diurnal LST differences(ΔLST), albedo, and the apparent thermal inertia(ATI) were used to analyze the ecological and thermodynamic characteristics of the waterlogged croplands. To obtain pure remote sensing signatures of the waterlogged cropland from mixed pixels, the croplands were classified into different types according to soil and land cover types in this paper, and a linear mixing model was developed by fitting the signatures using the multiple linear regression approach. Afterwards, another linear spectral mixing model was used to get the proportions of waterlogged croplands in each 1 km×1 km pixel. The result showed an acceptable accuracy with a root-mean-square error of 0.093. As a tentative method, the procedure described in this paper works efficiently as a method to monitor the spatial patterns of perennial sub-surface waterlogged croplands at a wide scale.

英文摘要:

Perennial waterlogged soil(PWS) is induced by the high level of groundwater, and has a persistent impact on natural ecosystems and agricultural production. Traditionally, distribution information regarding PWS is mainly collected from in situ measurements through groundwater level surveys and physicochemical property analyses. However, in situ measurements of PWS are costly and time-consuming, only rough estimates of PWS areas are available in some regions. In this paper, we developed a method to monitor the perennial waterlogged cropland using time-series moderate resolution imaging spectroradiometer(MODIS) data. The Jianghan Plain, a floodplain located in the middle reaches of the Yangtze River, was selected as the study area. Temporal variations of the enhanced vegetation index(EVI), night land surface temperature(LST), diurnal LST differences(ΔLST), albedo, and the apparent thermal inertia(ATI) were used to analyze the ecological and thermodynamic characteristics of the waterlogged croplands. To obtain pure remote sensing signatures of the waterlogged cropland from mixed pixels, the croplands were classified into different types according to soil and land cover types in this paper, and a linear mixing model was developed by fitting the signatures using the multiple linear regression approach. Afterwards, another linear spectral mixing model was used to get the proportions of waterlogged croplands in each 1 km×1 km pixel. The result showed an acceptable accuracy with a root-mean-square error of 0.093. As a tentative method, the procedure described in this paper works efficiently as a method to monitor the spatial patterns of perennial sub-surface waterlogged croplands at a wide scale.

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期刊信息
  • 《长江流域资源与环境》
  • 中国科技核心期刊
  • 主管单位:中国科学院
  • 主办单位:中国科学院资源环境科学与技术局 中国科学院武汉文献情报中心
  • 主编:许厚泽
  • 地址:武汉市武昌小洪山西区25号
  • 邮编:430071
  • 邮箱:bjb@mail.whlib.ac.cn
  • 电话:
  • 国际标准刊号:ISSN:1004-8227
  • 国内统一刊号:ISSN:42-1320/X
  • 邮发代号:38-311
  • 获奖情况:
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  • 被引量:27358