Antarctic Sea ice distribution detection based on improved ant colony algorithm DOI Creative Commons

Xingdong Wang,

Zehao Sun

Frontiers in Marine Science, Journal Year: 2024, Volume and Issue: 11

Published: Dec. 4, 2024

The changes in the Antarctic sea ice area are directly related to atmosphere and oceans. Determining distribution is of great significance global climate change analysis. ant colony algorithm adopts a positive feedback mechanism continuously converge search process ultimately approaches optimal solution, making it easy find segmentation threshold for detecting distribution. However, has problems high computational complexity getting stuck local optima. In order better apply detection, an improved was proposed, which improves selection initial clustering centers update pheromone volatilization factors algorithm. We compared with iterative algorithm, maximum entropy basic results showed that proposed feasible. To further validate accuracy we obtained from MODIS data 4.99%, 3.66%, 5.46% higher than other three algorithms, respectively.

Language: Английский

Antarctic Sea ice distribution detection based on improved ant colony algorithm DOI Creative Commons

Xingdong Wang,

Zehao Sun

Frontiers in Marine Science, Journal Year: 2024, Volume and Issue: 11

Published: Dec. 4, 2024

The changes in the Antarctic sea ice area are directly related to atmosphere and oceans. Determining distribution is of great significance global climate change analysis. ant colony algorithm adopts a positive feedback mechanism continuously converge search process ultimately approaches optimal solution, making it easy find segmentation threshold for detecting distribution. However, has problems high computational complexity getting stuck local optima. In order better apply detection, an improved was proposed, which improves selection initial clustering centers update pheromone volatilization factors algorithm. We compared with iterative algorithm, maximum entropy basic results showed that proposed feasible. To further validate accuracy we obtained from MODIS data 4.99%, 3.66%, 5.46% higher than other three algorithms, respectively.

Language: Английский

Citations

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