Land Cover Classification Based on Multi-temporal MODIS NDVI & LST in Northeastern China
文献类型: 外文期刊
第一作者: Gong, Pan
作者: Gong, Pan;Zhang, Fengrong;Chen, Zhongxin;Tang, Huajun;Chen, Zhongxin;Tang, Huajun
作者机构:
期刊名称:2006 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-8
ISSN: 2153-6996
年卷期: 2006 年
页码:
收录情况: SCI
摘要: This paper investigated the regional land cover classification based on multi-temporal MODIS data. The study area lies in Northeastern China, where there are diverse and relative homogeneous land cover types. Through experiment, NDVI time-series data can be used to distinguish the woody (perennial) and herbaceous (annual), vegetation and non-vegetation categories depending on the seasonal differences. Grassland and cropland (one-crop-per-year), needle-leaf deciduous forest and broadleaf deciduous forest have similar phenological characteristics easy to be confused. We add the LST (land surface temperature) data to resolve this problem. But built-up area and bare land must depend on further information to be divided. Validated results with 363 ground truth filed samples; the result shows that the temperature-vegetation index (TVI) includes more information. The overall land cover classification accuracies with NDVI and TVI are 62.26% and 71.63% respectively. Based on this study, we concluded that TVI is more sensitive to land cover than NDVI, and MODIS data has its strength in the regional land cover mapping.
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