题名

MODIS時間序列影像探討土地覆蓋的季節變動特性:以臺灣為例

并列篇名

MODIS Time-Series Imagery for Seasonal Variations of Land Cover: A Case Study in Taiwan, East Asia

DOI

10.29790/JTGIS.200712.0002

作者

林孟龍(Meng-Lung Lin);王鑫(Shin Wang);朱健銘(Chieh-Ming Chu)

关键词

常態化差異植被指數 ; 增強植被指數 ; 時間序列 ; 土地覆蓋 ; 中尺度成像光譜儀 ; NDVI ; EVI ; time series ; land cover ; MODIS

期刊名称

臺灣地理資訊學刊

卷期/出版年月

5期(2007 / 12 / 01)

页次

17 - 30

内容语文

繁體中文

中文摘要

本研究以MODIS/TERRA影像衍算之常態化差異植被指數與增強植被指數,建立每16天一張全年共23張影像之時間序列資料庫。依據常態化差異植被指數與增強植被指數探討臺灣六種主要的土地覆蓋類型(闊葉林、針葉林、混合林、旱作、稻作與都市)在時間序列剖面上的變化,並比較常態化差異植被指數與增強植被指數是否適用於臺灣的環境。經比較後發現,常態化差異植被指數較增強植被指數適用於臺灣。此外,稻作的常態化差異植被指數時間序列剖面可觀察到清楚的事節性變動,有兩個明顯起伏的波峰型態,未來可應用在其判釋與監測上。闊葉林、針葉林與混合林的常態化差異植被指數時間序列剖面全年變化幅度小、數值穩定。然而,使用常態化差異植被指數仍需注意,未來應持續建立更完整的多年份時間序列資料庫,用以探討年間與年際變化。建議變遷與監測的系統化研究可採用MODIS或其他中尺度的衛星影像(如AVHRR),可提供土地覆蓋在當地尺度較完整的空間特性與相關資料。

英文摘要

Remotely sensed measurements from MODIS/TERRA expressed as normalized difference vegetation index (NDVI) and enhanced vegetation index (EVI) have generated a 23-half-monthly time series appropriate for short-term studies of Taiwan. The land cover types observed included broadleaf forest, coniferous forest, mixed forest, dry cropland, paddy field, and urban area. Comparison of time series profiles (TSP) between NDVI and EVI shows that NOVI is more appropriate than EVI for the land cover/use studies in Taiwan. We found that half-monthly NOVI composites revealed seasonality in paddy fields, which can be used in their identification, whilst the phenology of other forest cover types varies little throughout the year. These results indicate the potential use of multi-temporal NOVI data for the environmental characterization and identification of land cover types, especially of forests and paddy fields. However, these data have to be used with a degree of caution. We will need to build the time series database of NDVI for land cover types in Taiwan to find out annual and inter-annual variations of NOVI TSP. Systematic studies of changes and monitoring on the landscape using moderate spatial resolution satellite data sets such as those from AVHRR and MODIS will provide a detailed spatial quantification and description of land cover types at local scale.

主题分类 人文學 > 地理及區域研究
参考文献
  1. Anyamba, A.,Tucker, C.(2005).Analysis of Sahelian vegetation dynamics using NOAA-AVHRR NDVI data from 1981-2003.Journal of Arid Environments,63,596-614.
  2. Batista, G. T.,Shimabukuro, Y. E.,Lawrence, W. T.(1997).The Long-term monitoring of vegetation cover in the Amazonian region of northern Brazil using NOAA-AVHRR data.International Journal of Remote Sensing,18,3195-3210.
  3. Clevers, J. G. P. W.(1989).The application of a weighted infrared-red vegetation index for estimating leaf area index by correcting soil moisture.Remote sensing of environment,29,25-37.
  4. Clevers, J. G. P. W.(1988).The derivation of a simplified reflectance model for the estimation of leaf-area index.Remote sensing of environment,25,53-69.
  5. Elvidge, C. D.,Chen, Z.(1995).Comparison of broad-band and narrow-band red and near-infrared vegetation indices.Remote sensing of environment,54,38-48.
  6. Huang, S.,Siegert, F.(2006).Land cover classification optimized to detect areas at risk of desertification in North China based on SPOT VEGETATION imagery.Journal of Arid Environments,67,308-327.
  7. Huete, A. R(1988).A soil adjusted vegetation index (SAVI).Remote sensing of environment,25,295-309.
  8. Huete, A. R.,Liu, H. Q.,Batchily, K.,van Leeuwen, W.(1997).A comparison of vegetation indices over a global set of TM images for EOS-MODIS.Remote Sensing of Environment,59,440-451.
  9. Huete, A.,Didan, K.,Miura, T.,Rodriguez, E. P.,Gao, X.,Ferreira, L. G.(2002).Overview of the radiometric and biophysical performance of the MODIS vegetation indices.Remote Sensing of Environment,83,195-213.
  10. Huete, A.,Justice, C.,Liu, H.(1994).Development of vegetation and soil indices for MODIS-EOS.Remote Sensing of Environment,49,224-234.
  11. Kaufman, Y. J.,Tanre, D.(1992).Atmospherically resistant vegetation index (ARVI) for EOS-MODIS.IEEE Transactions on Geoscience and Remote Sensing,30,261-270.
  12. Lee, R.,Yu, F.,Price, K. P.,Ellis, J.,Shi, P.(2002).Evaluating vegetation phenological patterns in Inner Mongolia using NDVI time-series analysis.International Journal of Remote Sensing,23,2505-2512.
  13. Liu, J. Y.,Zhuang, D. F.,Luo, D.,Xiao, X.(2003).Land-cover classification of China: integrated analysis of AVHRR imagery and geophysical data.Interrational Journal of Remote Sensing,24(12),2485-2500.
  14. Lu, H.,Raupach, M. R.,McVicar, T. R.,Barrett, D. J.(2003).Decomposition of vegetation cover into woody and herbaceous components using AVHRR NDVI time series.Remote Sensing of Environment,86,1-18.
  15. Lunetta, R. S.,Knight, J. F.,Ediriwickrema, J.,Lyon, J. G.,Worthy, L. D.(2006).Land-cover change detection using multi-temporal MODIS NDVI data.Remote Sensing of Environment,105,142-154.
  16. Major, D. J.,Baret, F.,Guyot, G.(1990).A ratio vegetation index adjusted for soil brightness.International Journal of Remote Sensing,11,727-740.
  17. Metternicht, G.(2003).Vegetation indices derived from high-resolution airborne videography for precision crop management.International Journal of Remote Sensing,24,2855-2877.
  18. North, P. R. J.(2002).Estimation of fAPAR, LAI, and vegetation fractional cover from ATSR-2 imagery.Remote sensing of environment,80,114-121.
  19. Pavelsky, T. M.,Smith, L. C.(2004).Spatial and temporal patterns in Arctic river ice breakup observed with MODIS and AVHRR time series.Remote Sensing of Environment,93,328-338.
  20. Peterson. D. L.,Aber. J. D.,Matson, P. A.,Card, D. H.,Swanberg, N.,Wessman, C.,Spanner, M. A(1988).Remote sensing of forest canopy and leaf biochemical contents.Remote Sensing of Environment,24,85-108.
  21. Purevdorj, T. R.,Tateishi, R.,Ishiyama, T.,Honda, Y.(1998).Relationships between percent vegetation cover and vegetation indices.International Journal of Remote Sensing,19,3519-3535.
  22. Qi, J.,Chehbouni, A.,Huete, A. R.,Derr, Y. H,Sorooshian, S.(1994).A modified soil adjusted vegetation index.Remote Sensing of Environment,48,119-126.
  23. Sellers, P. J.,Berry, J. A.,Collatz, G. J.,Field, C. B.,Hall, F. G.(1992).Canopy reflectance, photosynthesis, and transpiration. III. A reanalysis using improved leaf models and a new canopy integration scheme.Remote Sensing of Environment,42,187-216.
  24. Tucker, C. J.(1979).Red and photographic infrared linear combination for monitoring green vegetation.Remote Sensing of Environment,8,127-150.
  25. Weiss, E.,Marsh, S. E.,Pfirman, E. S.(2001).Application of NOAA-AVHRR NDVI time-series data to assess changes in Saudi Arabia's rangelands.International Journal of Remote Sensing,22,1005-1027.
  26. Xiao, X.,Boles, S.,Liu, J.,Zhuang, D.,Frolking, S.,Li, C.,Salas, W.,Moore III, B.(2005).Mapping paddy rice agriculture in southern China using multi-temporal MODIS images.Remote Sensing of Environment,95,480-492.
  27. 田慶久、閩祥軍(1998)。植被指數研究進展。地球科學進展,13(4),327-333。
  28. 邱逸民(2003)。師大地理研究報告師大地理研究報告,未出版