4.6 Article

Effects of Spatial Resolution on the Satellite Observation of Floating Macroalgae Blooms

Journal

WATER
Volume 13, Issue 13, Pages -

Publisher

MDPI
DOI: 10.3390/w13131761

Keywords

floating macroalgae of Ulva prolifera; seasonal changes; macroalgae coverage; omission rate; satellite images; spatial resolution; the Yellow Sea

Funding

  1. National Natural Science Foundation of China [42076188, 41676171, 41911530237]
  2. Chinese Academy of Science Strategic Priority Research Program-the Big Earth Data Science Engineering Project [XDA1906000, XDA19060203, XDA19060501]
  3. Instrument Developing Project of the Chinese Academy of Sciences [YJKYYQ20170048]

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This study assessed the impact of spatial resolution on the observation of floating macroalgae blooms using various satellite images, showing that high resolution images detect smaller areas but larger affected zones than low resolution images. Omission rates increase with decreasing spatial resolution. The use of high resolution satellite images is recommended to reduce overestimation and omission effects.
Satellite images with different spatial resolutions are widely used in the observations of floating macroalgae booms in sea surface. In this study, semi-synchronous satellite images with different resolutions (10 m, 16 m, 30 m, 50 m, 100 m, 250 m and 500 m) acquired over the Yellow Sea, are used to quantitatively assess the effects of spatial resolution on the observation of floating macroalgae blooms of Ulva prolifera. Results indicate that the covering area of macroalgae-mixing pixels (MM-CA) detected from high resolution images is smaller than that from low resolution images; however, the area affected by macroalgae blooms (AA) is larger in high resolution images than in low resolution ones. The omission rates in the MM-CA and the AA increase with the decrease of spatial resolution. These results indicate that satellite remote sensing on the basis of low resolution images (especially, 100 m, 250 m, 500 m), would overestimate the covering area of macroalgae while omit the small patches in the affected zones. To reduce the impacts of overestimation and omission, high resolution satellite images are used to show the seasonal changes of macroalgae blooms in 2018 and 2019 in the Yellow Sea.

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