Fusing MODIS and OLI images: evaluating applications to winterwheat mapping | |
Qi, Yanbing2; Wang, Yinyin1 | |
刊名 | ARABIAN JOURNAL OF GEOSCIENCES
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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 |
DOI | 10.1007/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 |
推荐引用方式 GB/T 7714 | 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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