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Mapping paddy rice agriculture over China using AMSR-E time series data
- Source :
- ISPRS Journal of Photogrammetry and Remote Sensing. 144:469-482
- Publication Year :
- 2018
- Publisher :
- Elsevier BV, 2018.
-
Abstract
- This study investigates the potential of AMSR-E surface soil moisture (SSM) time series data to distinctively identify paddy rice pixels and map paddy rice cultivated area at national scales. Taking China as the test site, we first established and applied a paddy rice planting index (PRPI) to each AMSR-E 25 km pixel over the entire country during the period 2003–2011. A mathematical model was then constructed for the retrieval of paddy rice cultivated area at the AMSR-E pixel scale using data obtained from PRPI as input, and a high coefficient of determination (R2 = 0.86) was recorded at the national scale. Provincial scale validation of the modeled paddy rice fraction shows a high correlation coefficient (R) of up to 0.94. In a subsequent step, the inter-annual variations in AMSR-E retrieved paddy rice areas were evaluated with annual agricultural census data, and an R-value of 0.93 was recorded. A good performance of the proposed retrieval method was also recorded when validated against MODIS paddy rice distribution images, and in which, five out of the seven selected validation sub-regions, had R-values larger than 0.85, while R-values of up to 0.70–0.75 were recorded in the other two. The results demonstrate that the proposed method is effective in mapping paddy rice agriculture at national scales, and therefore, the applicability of the PRPI algorithm on mapping paddy rice at continental and global scales is worth investigating.
- Subjects :
- Coefficient of determination
010504 meteorology & atmospheric sciences
Correlation coefficient
Test site
business.industry
0211 other engineering and technologies
02 engineering and technology
Agricultural engineering
01 natural sciences
Atomic and Molecular Physics, and Optics
Computer Science Applications
Agriculture
Environmental science
Computers in Earth Sciences
Time series
Scale (map)
business
Engineering (miscellaneous)
Water content
Rice distribution
021101 geological & geomatics engineering
0105 earth and related environmental sciences
Subjects
Details
- ISSN :
- 09242716
- Volume :
- 144
- Database :
- OpenAIRE
- Journal :
- ISPRS Journal of Photogrammetry and Remote Sensing
- Accession number :
- edsair.doi...........606220e5a63451bcdf9cc1f271982a02
- Full Text :
- https://doi.org/10.1016/j.isprsjprs.2018.08.015