A multi-module with a two-way feedback method for Ulva drift-diffusion
The outbreak of Ulva in the Yellow Sea has seriously affected marine ecology and economic activities. Therefore, effective prediction of the distribution of Ulva is of great significance for disaster prevention and reduction. However, the prediction method of Ulva is mainly based on numerical simula...
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Veröffentlicht in: | Acta oceanologica Sinica 2023-12, Vol.42 (12), p.118-134 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | The outbreak of
Ulva
in the Yellow Sea has seriously affected marine ecology and economic activities. Therefore, effective prediction of the distribution of
Ulva
is of great significance for disaster prevention and reduction. However, the prediction method of
Ulva
is mainly based on numerical simulation. There are two problems with these methods. First is that the initial distribution of
Ulva
is simulated using independent pixel-level particles. Besides, the influence of
Ulva
growth and diffusion on the drift is not considered. Therefore, this paper proposes a multi-module with a two-way feedback method (MTF) to solve the above problems. The main contributions of our approach are summarized as follows. First, the initialization module, the generation and elimination module, and the drive module are composed in our way. Second, we proposed an initialization method using rectangle objects to simulate the
Ulva
distribution extracted from remote sensing images. Thirdly, the drift and diffusion mechanism of the
Ulva
is considered to realize the two-way feedback between the generation and elimination module and the drive module. The results of our experiments show that the MTF performs better than the traditional method in predicting the drift and diffusion of
Ulva
. The code is already publicly available at
https://github.com/UPCGIT/A-multi-module-with-a-two-way-feedback-method-for-Ulva-drift-diffusion
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ISSN: | 0253-505X 1869-1099 |
DOI: | 10.1007/s13131-023-2165-y |