Time-series MODIS NDVI data;
Empirical mode decomposition;
Linear mixture model;
Rice cropping intensity;
Upper Mekong Delta;
HILBERT-HUANG TRANSFORM;
PHENOLOGY;
D O I:
10.1016/j.asr.2011.09.011
中图分类号:
V [航空、航天];
学科分类号:
08 ;
0825 ;
摘要:
Information on rice growing areas is important for policymakers to devise agricultural plans. This research explores the monitoring of rice cropping intensity in the upper Mekong Delta, Vietnam (from 2001 to 2007) using time-series MODIS NDVI 250-m data. Data processing includes three steps: (1) noise is filtered from the time-series NDVI data using empirical mode decomposition (EMD); (2) end-members are extracted from the filtered time-series data and trained in a linear mixture model (LMM) for classification of rice cropping systems; and (3) classification results are verified by comparing them with the ground-truth and statistical data. The results indicate that EMD is a good filter for noise removal from the time-series data. The classification results confirm the validity of LMM, giving an overall accuracy of 90.1% and a Kappa coefficient of 0.7. The lowest producer and user accuracies were associated with single crop rain-fed rice class due to the mixed pixel problems. A strong yearly correlation at the district level was revealed in the MODIS-derived areas (R-2 >= 0.9). Investigation of interannual changes in rice cropping intensity from 2001 to 2007 showed a remarkable conversion from double to triple crop irrigated rice from 2001 to 2003, especially in the Thoai Son and Phu Tan districts. A big conversion from triple crop rice back to double crop rice cultivation was also observed in Phu Tan from 2005 to 2006. These changes were verified by visual interpretation of Landsat images and examination of NDVI profiles. (C) 2011 COSPAR. Published by Elsevier Ltd. All rights reserved.
机构:
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Chen, Lifan
Jin, Zhenyu
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Jin, Zhenyu
Michishita, Ryo
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Michishita, Ryo
Cai, Jun
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Ctr Earth Syst Sci, Beijing 100084, Peoples R ChinaBeijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Cai, Jun
Yue, Tianxiang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R ChinaBeijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Yue, Tianxiang
Chen, Bin
论文数: 0引用数: 0
h-index: 0
机构:Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Chen, Bin
Xu, Bing
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Sch Environm, Beijing 100875, Peoples R China
Univ Utah, Dept Geog, Salt Lake City, UT 84112 USA
Tsinghua Univ, Coll Environm, Beijing 100084, Peoples R ChinaBeijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
机构:
Cent South Univ Forestry & Technol, Changsha 410004, Peoples R ChinaCent South Univ Forestry & Technol, Changsha 410004, Peoples R China
Zhang, Meng
Zhang, Huaiqing
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Forestry, Res Inst Forest Resources Informat Tech, Beijing 100091, Peoples R ChinaCent South Univ Forestry & Technol, Changsha 410004, Peoples R China
Zhang, Huaiqing
Li, Xinyu
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ Forestry & Technol, Changsha 410004, Peoples R ChinaCent South Univ Forestry & Technol, Changsha 410004, Peoples R China
Li, Xinyu
Liu, Yang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Forestry, Res Inst Forest Resources Informat Tech, Beijing 100091, Peoples R ChinaCent South Univ Forestry & Technol, Changsha 410004, Peoples R China
Liu, Yang
Cai, Yaotong
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ Forestry & Technol, Changsha 410004, Peoples R ChinaCent South Univ Forestry & Technol, Changsha 410004, Peoples R China
Cai, Yaotong
Lin, Hui
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ Forestry & Technol, Changsha 410004, Peoples R ChinaCent South Univ Forestry & Technol, Changsha 410004, Peoples R China
机构:
Arthur C Clarke Inst Modern Technol, Space Applicat Div, Katubedda 10400, Moratuwa, Sri LankaArthur C Clarke Inst Modern Technol, Space Applicat Div, Katubedda 10400, Moratuwa, Sri Lanka
Jayawardhana, W. G. N. N.
Chathurange, V. M. I.
论文数: 0引用数: 0
h-index: 0
机构:
Sabaragamuwa Univ Sri Lanka, Fac Geomat, Dept CPRSG, Belihuloya 70140, Sri LankaArthur C Clarke Inst Modern Technol, Space Applicat Div, Katubedda 10400, Moratuwa, Sri Lanka
Chathurange, V. M. I.
INTERNATIONAL CONFERENCE OF SABARAGAMUWA UNIVERSITY OF SRI LANKA 2015 (ICSUSL 2015),
2016,
6
: 235
-
241
机构:
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Chen, Lifan
Jin, Zhenyu
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Jin, Zhenyu
Michishita, Ryo
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Michishita, Ryo
Cai, Jun
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Ctr Earth Syst Sci, Beijing 100084, Peoples R ChinaBeijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Cai, Jun
Yue, Tianxiang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R ChinaBeijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Yue, Tianxiang
Chen, Bin
论文数: 0引用数: 0
h-index: 0
机构:Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Chen, Bin
Xu, Bing
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Sch Environm, Beijing 100875, Peoples R China
Univ Utah, Dept Geog, Salt Lake City, UT 84112 USA
Tsinghua Univ, Coll Environm, Beijing 100084, Peoples R ChinaBeijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
机构:
Cent South Univ Forestry & Technol, Changsha 410004, Peoples R ChinaCent South Univ Forestry & Technol, Changsha 410004, Peoples R China
Zhang, Meng
Zhang, Huaiqing
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Forestry, Res Inst Forest Resources Informat Tech, Beijing 100091, Peoples R ChinaCent South Univ Forestry & Technol, Changsha 410004, Peoples R China
Zhang, Huaiqing
Li, Xinyu
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ Forestry & Technol, Changsha 410004, Peoples R ChinaCent South Univ Forestry & Technol, Changsha 410004, Peoples R China
Li, Xinyu
Liu, Yang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Forestry, Res Inst Forest Resources Informat Tech, Beijing 100091, Peoples R ChinaCent South Univ Forestry & Technol, Changsha 410004, Peoples R China
Liu, Yang
Cai, Yaotong
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ Forestry & Technol, Changsha 410004, Peoples R ChinaCent South Univ Forestry & Technol, Changsha 410004, Peoples R China
Cai, Yaotong
Lin, Hui
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ Forestry & Technol, Changsha 410004, Peoples R ChinaCent South Univ Forestry & Technol, Changsha 410004, Peoples R China
机构:
Arthur C Clarke Inst Modern Technol, Space Applicat Div, Katubedda 10400, Moratuwa, Sri LankaArthur C Clarke Inst Modern Technol, Space Applicat Div, Katubedda 10400, Moratuwa, Sri Lanka
Jayawardhana, W. G. N. N.
Chathurange, V. M. I.
论文数: 0引用数: 0
h-index: 0
机构:
Sabaragamuwa Univ Sri Lanka, Fac Geomat, Dept CPRSG, Belihuloya 70140, Sri LankaArthur C Clarke Inst Modern Technol, Space Applicat Div, Katubedda 10400, Moratuwa, Sri Lanka
Chathurange, V. M. I.
INTERNATIONAL CONFERENCE OF SABARAGAMUWA UNIVERSITY OF SRI LANKA 2015 (ICSUSL 2015),
2016,
6
: 235
-
241