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基于Sobol法的海底反向散射模型参数敏感度分析
引用本文:高荪培,邹博.基于Sobol法的海底反向散射模型参数敏感度分析[J].海洋通报,2019,38(3).
作者姓名:高荪培  邹博
作者单位:天津大学 海洋科学与技术学院,天津,300072;天津大学 海洋科学与技术学院,天津,300072
摘    要:为了对海底声学参数反演中的估计精度做出预估,合理解释反演结果,本文基于Jackson海底声散射模型,利用Sobol算法,对该模型中的耗散系数、速度比等7个参数进行定量的敏感度分析。Sobol算法可以给出参数的一阶敏感度和参数间相互作用的敏感度,适用于分析散射强度的影响因子。仿真结果表明,所选择的声波频率对于参数的敏感度影响不大,模型各参数交互作用较为强烈,速度比的全局敏感度最大,而耗散系数敏感度很小。将参数划分为地声属性参数、粗糙度参数和非均匀性参数,地声属性参数敏感度最大。模型参数敏感度分析结果对于反演有一定的指导作用。

关 键 词:后向声散射  敏感度分析  Sobol算法
收稿时间:2018/8/10 0:00:00
修稿时间:2018/11/4 0:00:00

Sensitivity analysis of seafloor backscattering intensity parameter based on Sobol method
GAO Sun-pei and ZOU Bo.Sensitivity analysis of seafloor backscattering intensity parameter based on Sobol method[J].Marine Science Bulletin,2019,38(3).
Authors:GAO Sun-pei and ZOU Bo
Institution:School of Marine Science and Technology, Tianjin University, Tianjin 300072, China and School of Marine Science and Technology, Tianjin University, Tianjin 300072, China
Abstract:In order to make a reasonable estimation of the accuracy in the acoustic parameters inversion of the seabed and interpret the inversion results, based on the Jackson seafloor acoustic scattering model, this paper evaluated the sensitivity of seven parameters such as the dissipation coefficient and the speed ratio of the model using the Sobol algorithm. The Sobol algorithm can give the first-order sensitivity of the parameters and the sensitivity of the interaction between the parameters, and it is suitable for analyzing the influence factors of the scattering intensity. The simulation results show that the selected acoustic frequencies have little effect on the sensitivity of the parameters. The interaction between the parameters of the model is strong, while the global sensitivity of the speed ratio is the highest, and the sensitivity of the dissipation coefficient is the least. The parameters are divided into geoacoustic parameters, roughness parameters and non-uniformity parameters, with the geoacoustic attribute parameters have the highest sensitivity. The sensitivity analysis results of model parameter may provide reference to relative measurement and inversion.
Keywords:backward acoustic scattering  sensitivity analysis  Sobol algorithm
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