Remote-Sensing Extraction of Small Water Bodies on the Loess Plateau

The mixed pixel of low-resolution remote-sensing image makes the traditional water extraction method not effective for small water body extraction. This study takes the Loess Plateau with complex terrain as the research area and develops a multi-index fusion threshold segmentation algorithm (MFTSA)...

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Bibliographic Details
Published in:Water (Basel) Vol. 15; no. 5; p. 866
Main Authors: Guo, Jia, Wang, Xiaoping, Liu, Bin, Liu, Ke, Zhang, Yong, Wang, Chenfeng
Format: Journal Article
Language:English
Published: Basel MDPI AG 01.03.2023
Subjects:
Accuracy
Algorithms
Classification
Datasets
Loess
Remote sensing
Research methodology
Rivers
Topography
Vegetation
Water
China
Loess Plateau
ISSN:2073-4441, 2073-4441
Online Access:Get full text
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Summary:The mixed pixel of low-resolution remote-sensing image makes the traditional water extraction method not effective for small water body extraction. This study takes the Loess Plateau with complex terrain as the research area and develops a multi-index fusion threshold segmentation algorithm (MFTSA) for a large-scale small water body extraction algorithm based on GEE (Google Earth Engine). MFTSA uses the AWEI (automated water extraction index), MNDWI (modified normalized difference water index), NDVI (normalized difference vegetation index) and EVI (enhanced vegetation index) for multi-index synergy to extract small water bodies. It also uses slope data generated by the SRTM (Shuttle Radar Topography Mission digital elevation model) and NIR band reflectance to eliminate suppressing high reflectivity noise and shadow noise. An MFTSA algorithm was proposed and the results showed that: (1) The overall extraction accuracy of the MFTSA algorithm on the Loess Plateau was 98.14%, and the correct extraction rate of small water bodies was 92.82%. (2) Compared with traditional water index methods and classification methods, the MFTSA algorithm could extract small water bodies with higher integrity and clearer and more accurate boundaries. (3) The MFTSA algorithm was used to extract a total of 69,900 small water bodies on the Loess Plateau, accounting for 97.63% of the total water bodies, and the area was 482.11 square kilometers, accounting for 16.50% of the total water bodies.
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ISSN:2073-4441
2073-4441
DOI:10.3390/w15050866