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author:

Guo, Jia (Guo, Jia.) [1] | Wang, Xiaoping (Wang, Xiaoping.) [2] | Liu, Bin (Liu, Bin.) [3] | Liu, Ke (Liu, Ke.) [4] | Zhang, Yong (Zhang, Yong.) [5] | Wang, Chenfeng (Wang, Chenfeng.) [6]

Indexed by:

EI Scopus SCIE

Abstract:

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.

Keyword:

China Loess Plateau multi-index fusion threshold segmentation algorithm small water body

Community:

  • [ 1 ] [Guo, Jia]Northwest A&F Univ, Coll Nat Resources & Environm, Yangling 712100, Peoples R China
  • [ 2 ] [Wang, Xiaoping]Northwest A&F Univ, Coll Nat Resources & Environm, Yangling 712100, Peoples R China
  • [ 3 ] [Wang, Chenfeng]Northwest A&F Univ, Coll Nat Resources & Environm, Yangling 712100, Peoples R China
  • [ 4 ] [Guo, Jia]Fuzhou Univ, Acad Digital China, Fuzhou 350108, Peoples R China
  • [ 5 ] [Zhang, Yong]Fuzhou Univ, Acad Digital China, Fuzhou 350108, Peoples R China
  • [ 6 ] [Liu, Bin]Inner Mongolia Water Resources & Hydropower Survey, Hohhot 010020, Peoples R China
  • [ 7 ] [Liu, Ke]Water Resources Dev Ctr, Water Resources Bur Jungar Banner, Ordos 010300, Peoples R China

Reprint 's Address:

  • [Wang, Chenfeng]Northwest A&F Univ, Coll Nat Resources & Environm, Yangling 712100, Peoples R China;;

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Source :

WATER

ISSN: 2073-4441

Year: 2023

Issue: 5

Volume: 15

3 . 0

JCR@2023

3 . 0 0 0

JCR@2023

ESI Discipline: ENVIRONMENT/ECOLOGY;

ESI HC Threshold:33

JCR Journal Grade:2

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 2

SCOPUS Cited Count: 4

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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