Skip to main content
Log in

A hybrid smoothed moving least-squares interpolation method for acoustic scattering problems

  • Original Article
  • Published:
Engineering with Computers Aims and scope Submit manuscript

Abstract

The discrete model in the traditional finite element method (FEM) inevitably behaves more stiffly than the corresponding continuous model. This results in an unavoidable dispersion error that increases rapidly with the wavenumber. To overcome this problem in acoustic scattering computations, a hybrid smoothed moving least-squares interpolation method (HSMLSIM) is developed to control the dispersion error. In the HSMLSIM, a hybrid stiffness is created by combining a standard FEM model and a node-based locally smoothed FEM model to soften the acoustic stiffness. To accurately calculate the entries of the softened acoustic stiffness, an improved mesh-free interpolation method is adopted for shape function construction. A discrete model that has very close to the actual stiffness of the original model can be achieved using the HSMLSIM. The major benefit of the HSMLSIM is that, for a given mesh, the accuracy is significantly improved compared to that of FEM without introducing extra degrees of freedom. The performance of the proposed method is numerically studied. Numerical experiments are conducted to investigate the properties of the proposed method. The simulation results indicate that the HSMLSIM can effectively suppress the dispersion error and achieve superior computational performance and is, therefore, competitive for acoustic scattering computations.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11
Fig. 12
Fig. 13
Fig. 14
Fig. 15
Fig. 16
Fig. 17
Fig. 18
Fig. 19
Fig. 20
Fig. 21
Fig. 22
Fig. 23

Similar content being viewed by others

References

  1. Liu XJ, Wu HJ, Jiang WK (2017) Hybrid approximation hierarchical boundary element methods for acoustic problems. J. Comput. Acoust. 25(3):1750013

    MathSciNet  Google Scholar 

  2. Kaltenbacher M (2018) Computational Acoustics. Springer, Berlin

    MATH  Google Scholar 

  3. Kim JS, Xu YF, Zhu WD (2020) Linear finite element modeling of joined structures with riveted connections. ASME. J. Vib. Acoust. 142(2):021008

    Google Scholar 

  4. Zarnekow M, Ihlenburg F, Graetsch T (2020) An efficient approach to the simulation of acoustic radiation from large structures with FEM. J. Theor. Comput. Acous. 28(4):1950019

    MathSciNet  Google Scholar 

  5. Grote MJ, Keller JB (1995) On nonreflecting boundary conditions. J. Comput. Phys. 122(2):231–243

    MathSciNet  MATH  Google Scholar 

  6. Thompson LL (2006) A review of finite-element methods for time-harmonic acoustics. J. Acoust. Soc. Am. 119(3):1315–1330

    Google Scholar 

  7. Li E, He ZC, Xu X, Liu GR (2015) Hybrid smoothed finite element method for acoustic problems. Comput. Methods Appl. Mech. Engrg. 283:664–688

    MathSciNet  MATH  Google Scholar 

  8. Gao RX, Zhang YH, Kennedy D (2019) Reduction of hybrid FE-SEA model for the mid-frequency vibration of vibro-acoustic systems using dynamic condensation approach. ASME. J. Vib. Acoust. 141(3):041007

    Google Scholar 

  9. Deraemaeker A, Babuška I, Bouillard P (1999) Dispersion and pollution of the FEM solution for the Helmholtz equation in one, two and three dimensions. Int. J. Numer. Meth. Engng. 46(4):471–499

    MATH  Google Scholar 

  10. Thompson LL, Pinsky PM (1995) A Galerkin least-squares finite element method for the two-dimensional Helmholtz equation. Int. J. Numer. Meth. Engng. 38(3):371–397

    MathSciNet  MATH  Google Scholar 

  11. Franca LP, Farhat C, Macedo AP, Lessoine M (1997) Residual-free bubbles for the Helmholtz equation. Int. J. Numer. Meth. Engng. 40(21):4003–4009

    MathSciNet  MATH  Google Scholar 

  12. Guddati MN, Yue B (2004) Modified integration rules for reducing dispersion error in finite element methods. Comput. Methods Appl. Mech. Engrg. 193(3–5):275–287

    MATH  Google Scholar 

  13. Farhat C, Harari I, Franca LP (2001) The discontinuous enrichment method. Comput. Methods Appl. Mech. Engrg. 190(48):6455–6479

    MathSciNet  MATH  Google Scholar 

  14. Babuška I, Ihlenburg F, Paik ET, Sauter SA (1995) A generalized finite elementmethod for solving the Helmholtz equation with minimal pollution. Comput. Methods Appl. Mech. Engrg. 128(3–4):325–359

    MathSciNet  MATH  Google Scholar 

  15. Chen JS, Wu CT, Yoon S, You Y (2001) A stabilized conforming nodal integration for Galerkin meshfree methods. Int. J. Numer. Meth. Engng. 50(2):435–466

    MATH  Google Scholar 

  16. Liu GR, Zhang GY (2013) Smoothed Point Interpolation Methods: G Space Theory and Weakened Weak Forms. World Scientific, Singapore

    MATH  Google Scholar 

  17. Liu GR (2010) A G space theory and a weakened weak (W2) form for a unified formulation of compatible and incompatible methods: part II. Applications to solid mechanics problems. Int. J. Numer. Meth. Engng. 81(9):1127–1156

    MATH  Google Scholar 

  18. Zeng W, Liu GR (2018) Smoothed finite element methods (S-FEM): An overview and recent developments. Arch. Comput. Method. E. 25(2):397–435

    MathSciNet  MATH  Google Scholar 

  19. Liu GR, Nguyen-Thoi T, Nguyen-Xuan H, Lam KY (2009) A node-based smoothed finite element method (NS-FEM) for upper bound solutions to solid mechanics problems. Comput. Struct. 87(1–2):14–26

    Google Scholar 

  20. Liu GR, Nguyen-Thoi T, Lam KY (2009) An edge-based smoothed finite element method (ES-FEM) for static, free and forced vibration analyses of solids. J. Sound Vib. 320(4–5):1100–1130

    Google Scholar 

  21. Nguyen-Thoi T, Phung-Van P, Rabczuk T, Nguyen-Xuan H, Le-Van C (2013) Free and forced vibration analysis using the n-sided polygonal cell-based smoothed finite element method (nCS-FEM). Int. J. Numer. Meth. Engng. 10(1):1340008

    MATH  Google Scholar 

  22. Chai YB, Li W, Liu GR, Gong ZX, Li TY (2017) A superconvergent alpha finite element method (S\(\alpha\)FEM) for static and free vibration analysis of shell structures. Comput. Struct. 179:27–47

    Google Scholar 

  23. Liu GR, Zhang GY (2008) Upper bound solution to elasticity problems: a unique property of the linearly conforming point interpolation method (LC-PIM). Int. J. Numer. Meth. Engng. 74(7):1128–1161

    MathSciNet  MATH  Google Scholar 

  24. Feng H, Cui XY, Li GY (2016) A stable nodal integration method with strain gradient for static and dynamic analysis of solid mechanics. Eng. Anal. Bound. Elem. 62:78–92

    MathSciNet  MATH  Google Scholar 

  25. Wang G, Cui XY, Feng H, Li GY (2015) A stable node-based smoothed finite element method for acoustic problems. Comput. Methods Appl. Mech. Engrg. 297:348–370

    MathSciNet  MATH  Google Scholar 

  26. Hu X, Cui XY, Zhang QY, Wang G, Li GY (2017) The stable node-based smoothed finite element method for analyzing acoustic radiation problems. Eng. Anal. Bound. Elem. 80:142–151

    MathSciNet  MATH  Google Scholar 

  27. Zhao JW, Feng SZ, Tao YR, Li ZX (2020) Stable node-based smoothed extended finite element method for fracture analysis of structures. Comput. Struct. 240:106357

    Google Scholar 

  28. Xu X, Gu YT, Liu GR (2013) A hybrid smoothed finite element method (H-SFEM) to solid mechanics problems. Int. J. Comp. Meth-Sing. 10(1):1340011

    MathSciNet  MATH  Google Scholar 

  29. Chai YB, Li W, Gong ZX, Li TY (2016) Hybrid smoothed finite element method for two dimensional acoustic radiation problems. Appl. Acoust. 103:90–101

    Google Scholar 

  30. Chai YB, Li W, Gong ZX, Li TY (2016) Hybrid smoothed finite element method for two-dimensional underwater acoustic scattering problems. Ocean Eng. 116:129–141

    Google Scholar 

  31. Liu GR, Gu YT (2005) An Introduction to Meshfree Methods and Their Programming. Springer, The Netherlands

    Google Scholar 

  32. Suleau S, Deraemaeker A, Bouillard P (2000) Dispersion and pollution of meshless solutions for the Helmholtz equation. Comput. Methods Appl. Mech. Engrg. 190(5–7):639–657

    MathSciNet  MATH  Google Scholar 

  33. Uras RA, Chang CT, Chen Y, Liu WK (1997) Multiresolution reproducing kernel particle method in acoustics. J. Comput. Acoust. 5(1):71–94

    Google Scholar 

  34. Wenterodt C, Estorff OV (2009) Dispersion analysis of the meshfree radial point interpolation method for the Helmholtz equation. Int. J. Numer. Meth. Engng. 77(12):1670–1689

    MathSciNet  MATH  Google Scholar 

  35. Abbasbandy S, Ghehsareh HR, Hashim I (2012) Numerical analysis of a mathematical model for capillary formation in tumor angiogenesis using a meshfree method based on the radial basis function. Eng. Anal. Bound. Elem. 36(12):18110–1818

    MathSciNet  MATH  Google Scholar 

  36. Dehghan M, Shokri A (2008) A numerical method for solution of the two dimensional sine-Gordon equation using the radial basis functions. Math. Comput. Simulat. 79(3):700–715

    MathSciNet  MATH  Google Scholar 

  37. Belytschko T, Lu YY, Gu L (1994) Element-free Galerkin methods. Int. J. Numer. Meth. Engng. 37(2):229–256

    MathSciNet  MATH  Google Scholar 

  38. Belytschko T, Lu YY, Gu L, Tabbara M (1995) Element free Galerkin methods for static and dynamic fracture. Int. J. Solids Struct. 32(17–18):2547–2570

    MATH  Google Scholar 

  39. Peng MJ, Li DM, Cheng YM (2011) The complex variable element-free Galerkin (CVEFG) method for elasto-plasticity problems. Eng. Struct. 33(1):127–135

    Google Scholar 

  40. Zhang Z, Hao SY, Liew KM, Cheng YM (2013) The improved element-free Galerkin method for two-dimensional elastodynamics problems. Eng. Anal. Bound. Elem. 37(12):1576–1584

    MathSciNet  MATH  Google Scholar 

  41. Liu GR, Gu YT (2004) Boundary meshfree methods based on the boundary point interpolation methods. Eng. Anal. Bound. Elem. 28(5):475–487

    MATH  Google Scholar 

  42. Liu GR, Wu YL, Ding H (2004) Meshfree weak-strong (MWS) form method and its application to incompressible flow problems. Int. J. Numer. Meth. Fl. 46(10):1025–1047

    MathSciNet  MATH  Google Scholar 

  43. Gu YT, Liu GR (2005) A meshfree weak-strong (MWS) form method for time dependent problems. Compt. Mech. 35(2):134–145

    MATH  Google Scholar 

  44. Tian X, Lin J (2022) A novel radial basis function method for 3D linear and nonlinear advection diffusion reaction equations with variable coefficients. Eng. Comput. 38(1):475–488

    Google Scholar 

  45. Gui Q, Zhang Y, Chai YB, You XY, Li W (2022) Dispersion error reduction for interior acoustic problems using the radial point interpolation meshless method with plane wave enrichment functions. Eng. Anal. Bound. Elem. 143:428–441

    MathSciNet  MATH  Google Scholar 

  46. Hashemi MS (2020) Numerical study of the one-dimensional coupled nonlinear sine-Gordon equations by a novel geometric meshless method. Eng. Comput. 37(4):3397–3407

    Google Scholar 

  47. Oruç O (2021) An efficient meshfree method based on Pascal polynomials and multiple-scale approach for numerical solution of 2-D and 3-D second order elliptic interface problems. J. Comput. Phys. 428:110070

    MathSciNet  MATH  Google Scholar 

  48. Wu SW, Xiang Y, Li GN (2022) A coupled weak-form meshfree method for underwater noise prediction. Eng. Comput. 38(6):5091–5109

    Google Scholar 

  49. Oruç O (2022) A strong-form local meshless approach based on radial basis function-finite difference (RBF-FD) method for solving multi-dimensional coupled damped Schrödinger system appearing in Bose-Einstein condensates. Commun. Nonlinear Sci. 104:106042

    MATH  Google Scholar 

  50. Belytschko T, Krongauz Y, Organ D, Fleming M, Krysl P (1996) Meshless methods: An overview and recent developments. Comput. Methods Appl. Mech. Engrg. 139(1–4):3–47

    MATH  Google Scholar 

  51. Lancaster P, Salkauskas K (1981) Surfaces generated by moving least squares methods. Math. Comp. 37(155):141–158

    MathSciNet  MATH  Google Scholar 

  52. Sun FX, Wang JF, Cheng YM (2013) An improved interpolating element-free Galerkin method for elasticity. Chin. Phys. B 22(12):120203

    Google Scholar 

  53. Cai YC, Zhuang XY, Augarde C (2010) A new partition of unity finite element free from the linear dependence problem and possessing the delta property. Comput. Methods Appl. Mech. Engrg. 199(17–20):1036–1043

    MathSciNet  MATH  Google Scholar 

  54. Zhuang XY, Zhu HH, Augarde C (2014) An improved meshless Shepard and least squares method possessing the delta property and requiring no singular weight function. Comput. Mech. 53(2):343–357

    MathSciNet  MATH  Google Scholar 

  55. Amiri F, Anitescu C, Arroyo H, Bordas SPA, Rabczuk T (2014) XLME interpolants, a seamless bridge between XFEM and enriched meshless methods. Comput. Mech. 53(1):45–57

    MathSciNet  MATH  Google Scholar 

  56. Wu SW, Xiang Y (2018) A coupled interpolating meshfree method for computing sound radiation in infinite domain. Int. J. Numer. Meth. Engng. 113(9):1466–1487

    MathSciNet  Google Scholar 

  57. Wu SW, Xiang Y, Liu B, Li GN (2021) A weak-form interpolation meshfree method for computing underwater acoustic radiation. Ocean Eng. 233:109105

    Google Scholar 

  58. Atluri SN, Zhu T (1998) A new meshless local Petrov-Galerkin (MLPG) approach in computational mechanics. Comput. Mech. 22(2):117–127

    MathSciNet  MATH  Google Scholar 

  59. Liu GR, Gu YT (2001) A local point interpolation method for stress analysis of two-dimensional solids. Struct. Eng. Mech. 11(2):221–236

    Google Scholar 

  60. Liu GR, Gu YT (2001) A local point interpolation method (LR-PIM) for free vibration analysis of 2D solids. J. Sound Vib. 246(1):29–46

    Google Scholar 

  61. Liu GR, Yan L, Wang JG, Gu YT (2002) Point interpolation method based on local residual formulation using radial basis functions. Struct. Eng. Mech. 14(6):713–732

    Google Scholar 

  62. Araùjo A, Martins F, Vèlez W, Portela A, (2021) Automatic mesh-free boundary analysis: Multi-objective optimization. Eng. Anal. Bound. Elem. 125:264–279

    MathSciNet  MATH  Google Scholar 

  63. Zhang GY, Chen ZC, Sui ZX, Tao DS, He ZC, Tang Q, Sun L (2019) A cell-based smoothed radial point interpolation method with virtual nodes for three-dimensional mid-frequency acoustic problems. Int. J. Numer. Meth. Engng. 119(6):548–566

    MathSciNet  Google Scholar 

  64. Xu YY, Zhang GY, Zhou B, Wang HY, Tang Q (2019) Analysis of acoustic radiation problems using the cell-based smoothed radial point interpolation method with Dirichlet-to-Neumann boundary condition. Eng. Anal. Bound. Elem. 108:447–458

    MathSciNet  MATH  Google Scholar 

  65. You XY, Chai YB, Li W (2019) A coupled FE-meshfree method for Helmholtz problems using point interpolation shape functions and edge-based gradient smoothing technique. Comput. Struct. 213:1–22

    Google Scholar 

  66. Keller JB, Givoli D (1989) Exact non-reflecting boundary conditions. J. Comput. Phys. 82(1):172–192

    MathSciNet  MATH  Google Scholar 

  67. Ihlenburg F (1998) Finite Element Analysis of Acoustic Scattering. Springer, New York

    MATH  Google Scholar 

  68. He ZC, Liu GR, Zhong ZH, Zhang GY (2010) Dispersion free analysis of acoustic problems using the alpha finite element method. Comput. Mech. 46:867–881

    MATH  Google Scholar 

Download references

Acknowledgements

This work was supported by the National Natural Science Foundation of China (Grant No. 51909016), the Natural Science Foundation of Chongqing, China (Grant No. cstc2020jcyj-msxmX0070) and the Science and Technology Research Program of Chongqing Municipal Education Commission (Grant No. KJZD-K202100702 and KJQN201900705).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Shaowei Wu.

Ethics declarations

Conflict Of Interest Statement

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Wu, S., Xiang, Y. & Li, W. A hybrid smoothed moving least-squares interpolation method for acoustic scattering problems. Engineering with Computers 39, 3651–3669 (2023). https://doi.org/10.1007/s00366-022-01780-w

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00366-022-01780-w

Keywords

Navigation