Monitoring of rice cropping intensity in the upper Mekong Delta, Vietnam using time-series MODIS data

被引:54
|
作者
Chen, C. F. [1 ,2 ]
Son, N. T. [1 ]
Chang, L. Y. [1 ,2 ]
机构
[1] Natl Cent Univ, Dept Civil Engn, Tao Yuan, Taiwan
[2] Natl Cent Univ, Ctr Space & Remote Sensing Res, Tao Yuan, Taiwan
关键词
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.
引用
收藏
页码:292 / 301
页数:10
相关论文
共 50 条
  • [21] Mapping rice extent and cropping scheme in the Mekong Delta using Sentinel-1A data
    Duy Ba Nguyen
    Gruber, Alexander
    Wagner, Wolfgang
    REMOTE SENSING LETTERS, 2016, 7 (12) : 1209 - 1218
  • [22] Monitoring Urban Expansion (2000-2020) in Yangtze River Delta Using Time-Series Nighttime Light Data and MODIS NDVI
    Zou, Yanhong
    Shen, Jingya
    Chen, Yuying
    Zhang, Baoyi
    SUSTAINABILITY, 2023, 15 (12)
  • [23] Time-series modelling of dengue incidence in the Mekong Delta region of Viet Nam using remote sensing data
    Pham, Nga T. T.
    Nguyen, Cong T.
    Pineda-Cortel, Maria Ruth B.
    WESTERN PACIFIC SURVEILLANCE AND RESPONSE, 2020, 11 (01)
  • [24] Estimated Rice Cultivation Date using an Extended Kalman Filter on MODIS NDVI Time-Series Data
    Chumkesornkulkit, Kitti
    Kasetkasem, Teerasit
    Rakwatin, Preesan
    Eiumnoh, Apisit
    Kumazawa, Itsuo
    Buddhaboon, Chitnucha
    2013 10TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY (ECTI-CON), 2013,
  • [25] The impact of an adjusted cropping calendar on the welfare of rice farming households in the Mekong River Delta, Vietnam
    Ferrer, Alice Joan G. C.
    Thanh, Le Ha
    Kiet, Nguyen Tuan
    Chuong, Pham Hong
    Trang, Vu Thu
    Hopanda, Jinky C.
    Carmelita, Benedict Mark
    Gummadi, Sridhar
    Bernardo, Eisen Bernard
    ECONOMIC ANALYSIS AND POLICY, 2022, 73 : 639 - 652
  • [26] Development of complicated rice crop calendar in Southeast Asia with time-series MODIS data
    Oyoshi, Kei
    Sobue, Shinichi
    Takeuchi, Wataru
    2013 SECOND INTERNATIONAL CONFERENCE ON AGRO-GEOINFORMATICS (AGRO-GEOINFORMATICS), 2013, : 442 - 445
  • [27] Using Time-Series MODIS Data for Agricultural Drought Analysis in Texas
    Peng, Chunming
    Di, Liping
    Deng, Meixia
    Yagci, Ali
    2012 FIRST INTERNATIONAL CONFERENCE ON AGRO-GEOINFORMATICS (AGRO-GEOINFORMATICS), 2012, : 168 - 173
  • [28] Mapping Cropping Practices Using MODIS Time Series: Harnessing the Data Explosion
    Tan, Peter
    Lymburner, Leo
    Thankappan, Medhavy
    Lewis, Adam
    JOURNAL OF THE INDIAN SOCIETY OF REMOTE SENSING, 2011, 39 (03) : 365 - 372
  • [29] Mapping Cropping Practices Using MODIS Time Series: Harnessing the Data Explosion
    Peter Tan
    Leo Lymburner
    Medhavy Thankappan
    Adam Lewis
    Journal of the Indian Society of Remote Sensing, 2011, 39 : 365 - 372
  • [30] Mapping cotton fields using data mining and MODIS time-series
    Werner, J. P. S.
    Oliveira, S. R. De M.
    Esquerdo, J. C. D. M.
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2020, 41 (07) : 2457 - 2476