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OPERATIONAL LAKE MAPPING ON THE SOUTHERN TIBET USING SENTINEL-1 DATA | |
Cao, Han; Zhang, Hong; Wang, Chao; Ye, Qinghua; Tang, Yixian | |
通讯作者 | Zhang, H (通讯作者) |
发表日期 | 2019 |
ISSN | 2153-6996 |
起始页码 | 4040 |
结束页码 | 4043 |
英文摘要 | The Tibet plateau (TP), as the third pole, plays an important role for indicating the global climate change. This study evaluated the potential of SAR data on lake mapping on the southern TP region which is characterized by various complex water conditions. A robust object-oriented lake extraction approach using Sentinel-1 data is proposed. First, an automatic method of selecting regions that obeying bimodal distribution is used to obtain the optimal threshold to identify lakes. Second, Taguchi design experiments are used to obtain the optimal segmentation parameters of multiresolution segmentation and object-oriented classification is applied to extract the lakes. Finally, a postprocessing approach is applied to remove the false alarms due to shadows with auxiliary DEM data and object-based variance of intensity map. Experiments on the Sentinel-1 image demonstrate that the proposed method produces highly reliable lake extents in southern TP, and is potentially applicable to the lake mapping projects on the whole TP. |
关键词 | PLATEAU |
英文关键词 | Tibet plateau; lake extraction; bimodality test; Taguchi method; multiresolution segmentation |
语种 | 英语 |
WOS研究方向 | Geology ; Remote Sensing |
WOS类目 | Geosciences, Multidisciplinary ; Remote Sensing |
WOS记录号 | WOS:000519270603249 |
来源期刊 | 2019 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS 2019)
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来源机构 | 中国科学院青藏高原研究所 |
文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/259419 |
推荐引用方式 GB/T 7714 | Cao, Han,Zhang, Hong,Wang, Chao,et al. OPERATIONAL LAKE MAPPING ON THE SOUTHERN TIBET USING SENTINEL-1 DATA[J]. 中国科学院青藏高原研究所,2019. |
APA | Cao, Han,Zhang, Hong,Wang, Chao,Ye, Qinghua,&Tang, Yixian.(2019).OPERATIONAL LAKE MAPPING ON THE SOUTHERN TIBET USING SENTINEL-1 DATA.2019 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS 2019). |
MLA | Cao, Han,et al."OPERATIONAL LAKE MAPPING ON THE SOUTHERN TIBET USING SENTINEL-1 DATA".2019 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS 2019) (2019). |
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