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Inversion Study of Vertical Eddy Viscosity Coefficient Based on an Internal Tidal Model with the Adjoint Method

机译:基于内潮模型的伴随涡法垂直涡粘性系数反演研究

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摘要

Based on an isopycnic-coordinate internal tidal model with the adjoint method, the inversion of spatially varying vertical eddy viscosity coefficient (VEVC) is studied in two groups of numerical experiments. In Group One, the influences of independent point schemes (IPSs) exerting on parameter inversion are discussed. Results demonstrate that the VEVCs can be inverted successfully with IPSs and the model has the best performance with the optimal IPSs. Using the optimal IPSs obtained in Group One, the inversions of VEVCs on two different Gaussian bottom topographies are carried out in Group Two. In addition, performances of two optimization methods of which one is the limited-memory Broyden-Fletcher-Goldfarb-Shanno (L-BFGS) method and the other is a simplified gradient descent method (GDM-S) are also investigated. Results of the experiments indicate that this adjoint model is capable to invert the VEVC with spatially distribution, no matter which optimization method is taken. The L-BFGS method has a better performance in terms of the convergence rate and the inversion results. In general, the L-BFGS method is a more effective and efficient optimization method than the GDM-S.
机译:基于伴潮法的等渗坐标内潮模型,通过两组数值实验研究了空间变化的垂直涡粘性系数(VEVC)的反演。在第一组中,讨论了独立点方案(IPS)对参数反演的影响。结果表明,使用IPS可以成功反转VEVC,并且使用最佳IPS可以使模型具有最佳性能。使用在第一组中获得的最佳IPS,在第二组中对两个不同的高斯底部地形进行VEVC的反演。此外,还研究了两种优化方法的性能,其中一种是有限内存的Broyden-Fletcher-Goldfarb-Shanno(L-BFGS)方法,另一种是简化梯度下降方法(GDM-S)。实验结果表明,无论采用哪种优化方法,该伴随模型都能够将VEVC进行空间分布反演。在收敛速度和反演结果方面,L-BFGS方法具有更好的性能。通常,L-BFGS方法是一种比GDM-S更有效的优化方法。

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  • 来源
    《Mathematical Problems in Engineering》 |2015年第6期|915793.1-915793.14|共14页
  • 作者单位

    Ocean Univ China, Lab Phys Oceanog, Qingdao 266100, Peoples R China.;

    Ocean Univ China, Coll Engn, Qingdao 266100, Peoples R China.;

    Ocean Univ China, Lab Phys Oceanog, Qingdao 266100, Peoples R China.;

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