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An Optimization Method for Sound Speed Profile Inversion Using Empirical Orthogonal Function Analysis

机译:基于经验正交函数分析的声速剖面反演优化方法

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In this paper, the empirical orthogonal function (EOF) analysis of historical Argo data and sea surface parameters were used to invert the sound speed profile (SSP), the inversion results cannot restore the details of the SSP, so an optimization method was proposed to improve the inversion results by using historical water temperature. Set the Argo SSP as reference, the root mean square error (RMSE) of inversion SSP is 1.4502, and the RMSE of optimized inversion SSP is 0.6302. It shows that the optimized inversion SSP is closer to the actual results than the non-optimized ones. In order to furtherly verify the effect of the optimized inversion SSP, the Bellhop model were adopted to calculate the acoustic propagation characteristics under three kinds of SSP (Argo SSP, non-optimized inversion SSP, optimized inversion SSP). The comparing results show that the optimized inversion SSP can accurately reflect the acoustic channel feature better than the inversion SSP.
机译:本文利用历史Argo数据和海面参数的经验正交函数(EOF)分析来反演声速剖面(SSP),反演结果无法恢复SSP的细节,因此提出了一种优化方法来通过使用历史水温来改善反演结果。以Argo SSP为参考,反演SSP的均方根误差(RMSE)为1.4502,优化反演SSP的均方根误差(RMSE)为0.6302。结果表明,优化后的反演SSP比非优化后的SSP更接近实际结果。为了进一步验证优化反演SSP的效果,采用Bellhop模型计算了三种SSP(Argo SSP,非优化反演SSP,优化反演SSP)下的声传播特性。比较结果表明,优化后的反演SSP比反演SSP能更好地准确反映声波通道特征。

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