Using empirical mode decomposition to analyze time-series MODIS data for monitoring rice phenology

C. R. Chen, C. F. Chen, N. T. Son, L. Y. Chang

研究成果: 書貢獻/報告類型會議論文篇章同行評審

摘要

Monitoring crop phenology using temporal remotely-sensed data provides necessary information for evaluating crop productivity and crop management. The main objective of this research is to access the utilization of time-series MODIS 250-m data by empirical mode decomposition (EMD) for monitoring rice crop phenology in the Vietnamese Mekong Delta for the year 2007. There are three main procedures in data processing: 1) the time-series MODIS NDVI data for the year 2007 was constructed. Noise present in time-series data was filtered with the EMD method; 2) a crop phenology detection method was developed for determination of phenological dates (sowing, heading and harvesting dates) of rice cropping patterns. Based on smooth NDVI profile, we first identified the heading date using the local maximum algorithm. From the estimated heading date and analysis of agricultural practices in the study, we then established proper thresholds to determine sowing and harvesting dates. The rice phenological patterns were defined based on these estimated phenological dates; and 3) the results were eventually compared with the 2007 field investigation data. The initial findings indicate that the root mean square errors (RMSE) calculated for the estimated phenological dates and field survey data are 8.5 for the sowing date and 9.6 days for the harvesting date, respectively. The results confirm that EMD acts a well-fitted filter for noise reduction of the time-series MODIS NDVI data, which can be applied for determination of phenogical stages of rice crops in the region.

原文???core.languages.en_GB???
主出版物標題31st Asian Conference on Remote Sensing 2010, ACRS 2010
頁面166-171
頁數6
出版狀態已出版 - 2010
事件31st Asian Conference on Remote Sensing 2010, ACRS 2010 - Hanoi, Viet Nam
持續時間: 1 11月 20105 11月 2010

出版系列

名字31st Asian Conference on Remote Sensing 2010, ACRS 2010
1

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???event.eventtypes.event.conference???31st Asian Conference on Remote Sensing 2010, ACRS 2010
國家/地區Viet Nam
城市Hanoi
期間1/11/105/11/10

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