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Data-informed uncertainty quantification for wave scattering by heterogeneous media 异质介质波散射的数据信息不确定性量化
IF 0.9 4区 数学 Q3 MATHEMATICS, APPLIED Pub Date : 2023-11-27 DOI: 10.21914/anziamj.v64.17965
M. Ganesh, S. C. Hawkins, N. Kordzakhia, Linda Stals
We present an efficient data-driven offline/online Bayesian algorithm for uncertainty quantification (UQ) in the induced scattered field when a time-harmonic incident wave interacts with an uncertain heterogeneous medium. The incident wave of interest need not be known in advance, and the uncertainty is informed by noisy scattering data obtained from other incident waves impinging on the medium. Our UQ algorithm is accelerated by a novel stochastic reduced order model (ROM) based on the T-matrix, and the ROM is independent of both the incident wave, and other incident waves used to generate the data. This important property allows the model to be set up offline. References M. Bachmayr and A. Djurdjevac. Multilevel representations of isotropic Gaussian random fields on the sphere. IMA J. Numer. Anal. 43.4 (2023), pp. 1970–2000. doi: 10.1093/imanum/drac034 C. Borges and G. Biros. Reconstruction of a compactly supported sound profile in the presence of a random background medium. Inv. Prob. 34, 115007 (2018). doi: 10.1088/1361-6420/aadbc5 on p. C101). Y. Chen. Inv. Prob. 13 (1997), pp. 253–282. doi: 10.1088/0266-5611/13/2/005 D. Colton and R. Kress. Inverse Acoustic and Electromagnetic Scattering Theory. 4th. Springer, 2019. doi: 10.1007/978-3-030-30351-8 M. Ganesh and S. C. Hawkins. A far-field based T-matrix method for two dimensional obstacle scattering. Proceedings of the 9th Biennial Engineering Mathematics and Applications Conference, EMAC-2009. Ed. by P. Howlett, M. Nelson, and A. J. Roberts. Vol. 51. ANZIAM J. 2010, pp. C215–C230. doi: 10.21914/anziamj.v51i0.2581 M. Ganesh and S. C. Hawkins. A numerically stable T-matrix method for acoustic scattering by nonspherical particles with large aspect ratios and size parameters. J. Acoust. Soc. Am. 151 (2022), pp. 1978–1988. doi: 10.1121/10.0009679 M. Ganesh and S. C. Hawkins. Algorithm 975: TMATROM–A T-matrix reduced order model software. ACM Trans. Math. Softw. 44, 9 (2017), pp. 1–8. doi: 10.1145/3054945 M. Ganesh, S. C. Hawkins, and R. Hiptmair. Convergence analysis with parameter estimates for a reduced basis acoustic scattering T-matrix method. IMA J. Numer. Anal. 32 (2012), pp. 1348–1374. doi: 10.1093/imanum/drr041 M. Ganesh, S. C. Hawkins, A. M. Tartakovsky, and R. Tipireddy. A stochastic domain decomposition and post-processing algorithm for epistemic uncertainty quantification. Int. J. Uncertain. Quant. 13 (2023), pp. 1–22. doi: 10.1615/Int.J.UncertaintyQuantification.2023045687 S. C. Hawkins. Algorithm 1009: MieSolver–An object-oriented Mie series software for wave scattering by cylinders. ACM Trans. Math. Softw. 46, 19 (2020), pp. 1–28. doi: 10.1145/3381537 on p. C109). S. C. Hawkins. Noisy far-field data. Published online 12th August 2023. doi: 10.5281/zenodo.8240111 T. Hohage. On the numerical solution of a three-dimensional inverse medium scattering problem. Inv. Prob. 17 (2001), pp. 1743–1763. doi: 10.1088/0266-5611/17/6/314 A. Kirsch and P. Monk. An analysis of the coupling of fini
我们提出了一种高效的数据驱动离线/在线贝叶斯算法,用于时谐入射波与不确定的异质介质相互作用时的诱导散射场不确定性量化(UQ)。相关入射波不需要事先知道,不确定性可以从其他入射波撞击介质时获得的噪声散射数据中获得。我们的 UQ 算法通过基于 T 矩阵的新型随机减阶模型 (ROM) 进行加速,该 ROM 与入射波和用于生成数据的其他入射波无关。这一重要特性允许离线设置模型。参考文献 M. Bachmayr 和 A. Djurdjevac.球面上各向同性高斯随机场的多级表示。IMA J. Numer.Anal.43.4 (2023),pp. 1970-2000。doi: 10.1093/imanum/drac034 C. Borges and G. Biros.存在随机背景介质时紧凑支撑声音轮廓的重建.Inv. Prob. 34, 115007 (2018). doi: 10.1088/1361-6420/aadbc5 on p. C101).Y. Chen.Inv. Prob. 13 (1997), pp.Colton and R. Kress.反声学和电磁散射理论》。第 4 版。DOI: 10.1007/978-3-030-30351-8 M. Ganesh and S. C. Hawkins.基于远场的二维障碍物散射 T 矩阵方法》。第 9 届双年工程数学与应用会议论文集,EMAC-2009。由 P. Howlett、M. Nelson 和 A. J. Roberts 编辑。第 51 卷。C215-C230. doi: 10.21914/anziamj.v51i0.2581 M. Ganesh and S. C. Hawkins.大长径比和尺寸参数非球形颗粒声散射的数值稳定 T 矩阵方法.J. Acoust.151 (2022), pp.算法 975:TMATROM-A T 矩阵降阶模型软件。ACM Trans.Math.Softw.44, 9 (2017), pp.减基声学散射 T 矩阵方法的收敛分析与参数估计。IMA J. Numer.Anal.doi: 10.1093/imanum/drr041 M. Ganesh, S. C. Hawkins, A. M. Tartakovsky, and R. Tipireddy.用于认识不确定性量化的随机领域分解和后处理算法.Int. J. Uncertain.J. Uncertain.Quant.doi: 10.1615/Int.J.UncertaintyQuantification.2023045687 S. C. Hawkins.算法 1009:MieSolver-An object-oriented Mie series software for wave scattering by cylinders.ACM Trans.Math. Softw.Softw.46, 19 (2020), pp.)S. C. Hawkins.噪声远场数据。doi: 10.5281/zenodo.8240111 T. Hohage.关于三维反向介质散射问题的数值解。Inv. Prob. 17 (2001), pp.Kirsch and P. Monk.声散射中有限元与 Nyström 方法耦合分析.IMA J. Numer.doi: 10.1093/imanum/14.4.523 on p. C101).M. Löhndorf and J. M. Melenk.论薄板样条插值。Spectral and High Order Methods for Partial Differential Equations ICOSAHOM 2016.由 M. Bittencourt、N. Dumont 和 J. Hesthaven 编辑。第 119 卷。计算科学与工程讲义》。Springer 出版社,2017 年,第 451-466 页。DOI:10.1007/978-3-319-65870-4_32 T. D. Mast.人体软组织声学参数之间的经验关系。Acoust.Res.Lett.doi: 10.1121/1.1336896 L. Stals.有限元薄板样条公式的高效求解技术。J. Sci.63 (2015), pp.超声波缺陷表征中的二维反玻恩近似。J. Nondestruct.Eval.5 (1985), pp.改进的米氏散射算法。19 (1980), pp.
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引用次数: 0
THE METRIC OPERATORS FOR PSEUDO-HERMITIAN HAMILTONIAN 伪厄米哈密顿量的度规算子
4区 数学 Q3 MATHEMATICS, APPLIED Pub Date : 2023-10-23 DOI: 10.1017/s1446181123000184
WEN-HUA WANG, ZHENG-LI CHEN, WEI LI
Abstract The Hamiltonian of a conventional quantum system is Hermitian, which ensures real spectra of the Hamiltonian and unitary evolution of the system. However, real spectra are just the necessary conditions for a Hamiltonian to be Hermitian. In this paper, we discuss the metric operators for pseudo-Hermitian Hamiltonian which is similar to its adjoint. We first present some properties of the metric operators for pseudo-Hermitian Hamiltonians and obtain a sufficient and necessary condition for an invertible operator to be a metric operator for a given pseudo-Hermitian Hamiltonian. When the pseudo-Hermitian Hamiltonian has real spectra, we provide a new method such that any given metric operator can be transformed into the same positive-definite one and the new inner product with respect to the positive-definite metric operator is well defined. Finally, we illustrate the results obtained with an example.
传统量子系统的哈密顿量是厄米量,这保证了系统哈密顿量的真实谱和系统的幺正演化。然而,实谱只是哈密顿量为厄米量的必要条件。本文讨论了与其伴随矩阵相似的伪厄米哈密顿算子的度量算子。首先给出了伪厄米哈密顿算子的度量算子的一些性质,得到了一个可逆算子是给定伪厄米哈密顿算子的一个度量算子的充要条件。当伪厄米哈密顿算子具有实数谱时,我们给出了一种新的方法,使得任意给定的度规算子都可以转化为同一个正定的度规算子,并且关于正定度规算子的新内积是有定义的。最后,用实例说明了所得结果。
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引用次数: 0
NUMERICAL ANALYSIS OF APPARATUS-INDUCED DISPERSION FOR DENSITY-DEPENDENT SOLUTE TRANSPORT IN POROUS MEDIA 多孔介质中密度相关溶质输运的仪器诱导色散数值分析
4区 数学 Q3 MATHEMATICS, APPLIED Pub Date : 2023-01-01 DOI: 10.1017/s1446181123000135
H. ZHANG, D. A. BARRY, B. SEYMOUR, G. HOCKING
Abstract The effects of apparatus-induced dispersion on nonuniform, density-dependent flow in a cylindrical soil column were investigated using a finite-element model. To validate the model, the results with an analytical solution and laboratory column test data were analysed. The model simulations confirmed that flow nonuniformities induced by the apparatus are dissipated within the column when the distance to the apparatus outlet exceeds $3R/2$ , where R represents the radius of the cylindrical column. Furthermore, the simulations revealed that convergent flow in the vicinity of the outlet introduces additional hydrodynamic dispersion in the soil column apparatus. However, this effect is minimal in the region where the column height exceeds $3R/2$ . Additionally, it is found that an increase in the solution density gradient during the solute breakthrough period led to a decrease in flow velocity, which stabilized the flow and ultimately reduced dispersive mixing. Overall, this study provides insights into the behaviour of apparatus-induced dispersion in nonuniform, density-dependent flow within a cylindrical soil column, shedding light on the dynamics and mitigation of flow nonuniformities and dispersive mixing phenomena.
摘要采用有限元模型研究了仪器诱导弥散对柱状土非均匀密度相关流动的影响。为了验证该模型,用解析溶液和实验室柱试验数据对结果进行了分析。模型模拟证实,当与装置出口的距离超过$3R/2$时,装置引起的流动不均匀性在柱内消散,其中R表示圆柱形柱的半径。此外,模拟结果还表明,在出口附近的收敛流动在土柱装置中引入了额外的水动力弥散。然而,这种影响是最小的区域,其中列的高度超过$3R/2$。此外,溶质突破期溶液密度梯度的增大导致流速的减小,从而稳定了流动,最终减少了弥散混合。总的来说,这项研究提供了对非均匀、密度依赖的圆柱形土柱内流动中设备诱导的分散行为的见解,揭示了流动不均匀性和分散混合现象的动力学和缓解。
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引用次数: 1
ANZ VOLUME 65 ISSUE 1-2 COVER AND BACK MATTER Anz第65卷第1-2期封面和封底
4区 数学 Q3 MATHEMATICS, APPLIED Pub Date : 2023-01-01 DOI: 10.1017/s1446181122000165
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引用次数: 0
ANZ VOLUME 65 ISSUE 1-2 COVER AND FRONT MATTER Anz第65卷第1-2期封面和封面
4区 数学 Q3 MATHEMATICS, APPLIED Pub Date : 2023-01-01 DOI: 10.1017/s1446181122000153
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引用次数: 0
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