Ensemble Learning based Fishing Behavior Analysis for Vessels around Zhoushan Islands Erea

Autor: Liang Zhang, Bowen Xing, Xiao Chen, Wugui Wang
Rok vydání: 2022
Předmět:
Zdroj: Journal of Physics: Conference Series. 2213:012012
ISSN: 1742-6596
1742-6588
DOI: 10.1088/1742-6596/2213/1/012012
Popis: In order to improve and verify the application value of AIS data in fishing behavior analysis, three existing models were chosen to analyze the fishing paths of more than 200 boats around Zhoushan Islands. In order to confirm their operation mode, F1-score was used to evaluate related models. Experimental results shown that the Lightgbm model embodies better performance in the analysis of fishing boat behavior with higher practicality.
Databáze: OpenAIRE