Skip to main content
Log in

A Simple Embedding Method for the Laplace-Beltrami Eigenvalue Problem on Implicit Surfaces

  • Original Paper
  • Published:
Communications on Applied Mathematics and Computation Aims and scope Submit manuscript

Abstract

We propose a simple embedding method for computing the eigenvalues and eigenfunctions of the Laplace-Beltrami operator on implicit surfaces. The approach follows an embedding approach for solving the surface eikonal equation. We replace the differential operator on the interface with a typical Cartesian differential operator in the surface neighborhood. Our proposed algorithm is easy to implement and efficient. We will give some two- and three-dimensional numerical examples to demonstrate the effectiveness of our proposed approach.

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

Similar content being viewed by others

Data Availability

Data sharing is not applicable to this article as no new data were created or analyzed in this study.

References

  1. Bertalmio, M., Cheng, L.-T., Osher, S., Sapiro, G.: Variational problems and partial differential equations on implicit surfaces. J. Comput. Phys. 174, 759–780 (2001)

    Article  MathSciNet  MATH  Google Scholar 

  2. Bobenko, A.I., Schroder, P.: Discrete willmore flow. In: Desbrun, M., Pottmann, H. (eds) Eurographics Symposium on Geometry Processing, pp. 101–110. Aire-la-Ville, Switzerland (2005)

    Google Scholar 

  3. Brandman, J.: A level-set method for computing the eigenvalues of elliptic operators defined on compact hypersurfaces. J. Sci. Comput. 37, 282–315 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  4. Escher, J., Mayer, U.F., Simonett, G.: The surface diffusion flow for immersed hypersurfaces. SIAM J. Math. Anal. 29, 1419–1433 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  5. Gao, W., Lai, R., Shi, Y., Dinov, I., Toga, A.W.: A narrow-band approach for approximating the Laplace-Beltrami spectrum of 3D shapes. AIP Conf. Proc. 1281(1), 1010–1013 (2010)

    Article  Google Scholar 

  6. Grebenkov, D.S., Nguyen, B.-T.: Geometrical structure of Laplacian eigenfunctions. SIAM Rev. 55(4), 601–667 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  7. He, Y., Huska, M., Kang, S.H., Liu, H.: Fast algorithms for surface reconstruction from point cloud. arXiv: 1907.01142 (2019)

  8. Hon, S., Leung, S., Zhao, H.-K.: A cell based particle method for modeling dynamic interfaces. J. Comput. Phys. 272, 279–306 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  9. Hou, T.Y., Li, Z., Osher, S.J., Zhao, H.-K.: A hybrid method for moving interface problems with applications to the Hele-Shaw flows. J. Comput. Phys. 134, 236–252 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  10. Kao, C.Y., Osher, S.J., Tsai, Y.-H.: Fast sweeping method for static Hamilton-Jacobi equations. SIAM J. Numer. Anal. 42, 2612–2632 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  11. Lai, R., Liang, J., Zhao, H.-K.: A local mesh method for solving PDEs on point clouds. Inverse Probl. Imaging 7(3), 737–755 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  12. Leung, S., Lowengrub, J., Zhao, H.-K.: A grid based particle method for high order geometrical motions and local inextensible flows. J. Comput. Phys. 230, 2540–2561 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  13. Leung, S., Zhao, H.-K.: A grid based particle method for moving interface problems. J. Comput. Phys. 228, 2993–3024 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  14. Leung, S., Zhao, H.-K.: A grid based particle method for evolution of open curves and surfaces. J. Comput. Phys. 228, 7706–7728 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  15. Liang, J., Park, F., Zhao, H.-K.: Robust and efficient implicit surface reconstruction for point clouds based on convexified image segmentation. J. Sci. Comput. 54(2/3), 577–602 (2013)

    Article  MathSciNet  Google Scholar 

  16. Liu, H., Yao, Z., Leung, S., Chan, T.F.: A level set based variational principal flow method for nonparametric dimension reduction on Riemannian manifolds. SIAM J. Sci. Comput. 39(4), 1616–1646 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  17. Macdonald, C.B., Brandman, J., Ruuth, S.: Solving eigenvalue problems on curved surfaces using the closest point method. J. Comput. Phys. 230, 7944–7956 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  18. Mayer, U.F.: Numerical solutions for the surface diffusion flow in three space dimensions. Comput. Appl. Math. 20, 361–379 (2001)

    MathSciNet  MATH  Google Scholar 

  19. Memoli, F., Sapiro, G.: Fast computation of weighted distance functions and geodesics on implicit hyper-surfaces. J. Comput. Phys. 173, 730–764 (2001)

    Article  MathSciNet  MATH  Google Scholar 

  20. Osher, S.J., Fedkiw, R.P.: Level Set Methods and Dynamic Implicit Surfaces. Springer (2003)

    Book  MATH  Google Scholar 

  21. Osher, S.J., Sethian, J.A.: Fronts propagating with curvature dependent speed: algorithms based on Hamilton-Jacobi formulations. J. Comput. Phys. 79, 12–49 (1988)

    Article  MathSciNet  MATH  Google Scholar 

  22. Ruuth, S.J., Merriman, B.: A simple embedding method for solving partial differential equations on surfaces. J. Comput. Phys. 227, 1943–1961 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  23. Saye, R.I.: High-order methods for computing distances to implicitly defined surfaces. Comm. Appl. Math. Comput. Sci. 9(1), 107–141 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  24. Tsai, R., Cheng, L.T., Osher, S., Zhao, H.-K.: Fast sweeping method for a class of Hamilton-Jacobi equations. SIAM J. Numer. Anal. 41, 673–694 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  25. Wang, M., Leung, S., Zhao, H.-K.: Modified virtual grid difference (MVGD) for discretizing the Laplace-Beltrami operator on point clouds. SIAM J. Sci. Comput. 40(1), 1–21 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  26. Watson, G.N.: A Treatise on the Theory of Bessel Functions. Cambridge University Press, Cambridge, UK (1995)

    MATH  Google Scholar 

  27. Wong, T., Leung, S.: A fast sweeping method for eikonal equations on implicit surfaces. J. Sci. Comput. 67, 837–859 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  28. Zhang, Y.T., Zhao, H.-K., Qian, J.: High order fast sweeping methods for static Hamilton-Jacobi eqations. J. Comput. Phys. 29, 25–56 (2006)

    MATH  Google Scholar 

  29. Zhao, H.-K.: Fast sweeping method for eikonal equations. Math. Comput. 74, 603–627 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  30. Zhao, H.-K., Osher, S., Fedkiw, R.: Fast surface reconstruction using the level set method. In: Proceedings IEEE Workshop on Variational and Level Set Methods in Computer Vision, pp. 194–201. IEEE (2001)

    Chapter  Google Scholar 

  31. Zhao, H.-K., Osher, S., Merriman, B., Kang, M.: Implicit and non-parametric shape reconstruction from unorganized points using variational level set method. Comput. Vis. Image Underst. 80, 295–319 (2000)

    Article  MATH  Google Scholar 

Download references

Acknowledgements

The authors would like to thank the anonymous reviewers for their insightful comments and suggestions, which greatly improved the quality of this paper. Their careful reading and constructive feedback helped us to refine our ideas and clarify our arguments.

Funding

The work of Leung was supported in part by the Hong Kong RGC 16302223.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Shingyu Leung.

Ethics declarations

Conflict of Interest

On behalf of all the authors, the corresponding author states that there is no conflict of interest.

Additional information

Dedicate to Professor Stanley Osher on the occasion of his 80th birthday.

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

Lee, Y.K., Leung, S. A Simple Embedding Method for the Laplace-Beltrami Eigenvalue Problem on Implicit Surfaces. Commun. Appl. Math. Comput. (2023). https://doi.org/10.1007/s42967-023-00303-8

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s42967-023-00303-8

Keywords

Mathematics Subject Classification

Navigation