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Establishment of "blue ocean" meteorological index based on machine learning and its influencing factors analysis |
Cai Shibo1,2, Wang Jie2, Xia Jingwen2, Zhao Xiaotong2, Wen Dan2 |
1. Nanjing University of Information Science & Technology,Nanjing 210044; 2. Yinzhou Meteorological Bureau,Yinzhou 315194 |
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Abstract Based on the data of seawater transparency and seawater turbidity,this paper gives a quantitative prediction model of "blue ocean" meteorological index,and analyzes its influencing factors,especially meteorological elements.The analysis shows that the prediction model of seawater transparency established by linear_model modular in scikit-learn machine learning library is effective.The "blue ocean" phenomenon is closely related to seawater transparency and "blue ocean" meteorological index can be quantified by the seawater transparency prediction model.Tidal range,sea state level and temperature have a significant impact on the "blue ocean" meteorological index.The index has a positive correlation with the temperature and a negative correlation with the wind.
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Received: 13 September 2021
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