Fusing MODIS and OLI images: evaluating applications to winterwheat mapping
Qi, Yanbing2; Wang, Yinyin1
刊名ARABIAN JOURNAL OF GEOSCIENCES
2019-08-09
卷号12期号:16页码:10
关键词Winter wheat MODIS NDVI EVI OLI Image fusion
ISSN号1866-7511
DOI10.1007/s12517-019-4699-z
通讯作者Wang, Yinyin(wangyinyinwyy@163.com)
英文摘要Moderate resolution imaging spectroradiometer (MODIS) series products are widely used to observe Earth's surface, but the coarse resolution of MODIS images may negatively affect the monitoring accuracy. In this paper, MODIS vegetation index data (NDVI, normalized difference vegetation index; EVI, enhanced vegetation index) were fused with operational land imager (OLI) data (Landsat 8 OLI: pan band) using two image transform methods (WT, wavelet transform; GST, Gram-Schmidt transform) to improve the accuracy of winter wheat mapping. The findings showed that image fusion resulted in increased information entropy for image interpretation; however, the mapping accuracy was improved based on the fused OLI and MODIS images for only the OLI pan image acquired during the winter wheat growing season. Winter wheat was more often misclassified as urban green spaces in the summer than in the spring. For the entire study area, the overestimation of winter wheat based on the fused EVI and OLI data and the WT algorithm reached 5.98%. The time-series curves of the fused images were similar to those of the MODIS images, suggesting that time-series MODIS images might have expanded application in phenology-based wheat mapping.
资助项目National Nature Science Foundation of China[41877007] ; Social Science Basic Research Plan in Shaanxi Province of China[13D130]
WOS关键词TIME-SERIES ; LAND-COVER ; MULTITEMPORAL MODIS ; VEGETATION DYNAMICS ; WAVELET TRANSFORM ; CROP ; WHEAT ; NDVI ; CHINA ; CLASSIFICATION
WOS研究方向Geology
语种英语
出版者SPRINGER HEIDELBERG
WOS记录号WOS:000480482700002
资助机构National Nature Science Foundation of China ; Social Science Basic Research Plan in Shaanxi Province of China
内容类型期刊论文
源URL[http://ir.igsnrr.ac.cn/handle/311030/68806]  
专题中国科学院地理科学与资源研究所
通讯作者Wang, Yinyin
作者单位1.Chinese Acad Sci & Minist Water Resources, Inst Soil & Water Conservat, State Key Lab Soil Eros & Thyland Farming Loess P, Yangling 712100, Shaanxi, Peoples R China
2.Northwest A&F Univ, Coll Nat Resources & Environm, Yangling 712100, Shaanxi, Peoples R China
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Qi, Yanbing,Wang, Yinyin. Fusing MODIS and OLI images: evaluating applications to winterwheat mapping[J]. ARABIAN JOURNAL OF GEOSCIENCES,2019,12(16):10.
APA Qi, Yanbing,&Wang, Yinyin.(2019).Fusing MODIS and OLI images: evaluating applications to winterwheat mapping.ARABIAN JOURNAL OF GEOSCIENCES,12(16),10.
MLA Qi, Yanbing,et al."Fusing MODIS and OLI images: evaluating applications to winterwheat mapping".ARABIAN JOURNAL OF GEOSCIENCES 12.16(2019):10.
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