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Leaf Surface Reconstruction Using a Hybrid Interpolation Finite Element Method

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Abstract

The goals of the research presented in this paper are first, construction a leaf surface from large real 3D scanned data points using a new hybrid interpolation finite element method so-called a hybrid Clough–Tocher cubic polynomial interpolation method (CT-CPI). Secondly, a comparison between the hybrid CT-CPI method and hybrid CT-Taylor series method (CT-TS) for the leaf surface reconstruction is presented. Realistic leaf surfaces models are essential for many applications in the sciences of plant, such as modelling spray and spreading droplet movement on the surface, photosynthesis and a canopy light environment or it can be implemented for visual purposes only. For these goals, a precise mathematical depiction of the boundary and surface is mandatory. Although an operative method is to apply either CT-TS or CT-CPI algorithm to recreate the surface of the leaf from 3D scanned data, difficulties occur when dealing with Anthurium leaves, which tend to have many branches. To solve this issue, we implemented interpolating in combined with the CT method. Our algorithm uses finite element methods to represent the surface as a mesh of triangles. Numerical results confirm that the CT-CPI techniques produces more realistic virtual representations of Anthurium leaves than using CT-TS method.

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Data Availability Statement

The data sets used during the current study are available from the corresponding author on reasonable request.

References

  1. Dorr, G., Kempthorne, D., Mayo, L., Forster, W., Zabkiewicz, J., McCue, S., Belward, J., Turner, I., Hanan, J.: Towards a model of spray-canopy interactions: interception, shatter, bounce and retention of droplets on horizontal leaves. Ecol. Model. 290, 94–101 (2013)

    Article  Google Scholar 

  2. El-Ajou, A., Oqielat, M.N., Ogilat, O., Al-Smadi, M., Momani, S., Alsaedi, A.: Mathematical model for simulating the movement of water droplet on leaf surface. Front Phys 7, 132 (2019)

    Article  Google Scholar 

  3. Oqielat, M.N., Turner, I.W., Belward, J.A., McCue, S.W.: Modelling water droplet movement on a leaf surface. Math. Comput. Simul. 81(8), 1553–1571 (2011)

    Article  MathSciNet  Google Scholar 

  4. Oqielat, M.N.: Modelling the water droplet motion on a leaf surface. J. Phys. Conf. Ser. (2021, accepted)

  5. Stern, K.R.: Introductory Plant Biology, 10th edn. McGraw-Hill, New York (2006)

    Google Scholar 

  6. Loch, B., Belward, J., Hanan, J.: Application of surface fitting techniques for the representation of leaf surfaces. In: Zerger, A., Argent, R. (eds) Proceedings of MODSIM05: International Congress on Modelling and Simulation, Modelling and Simulation Society of Australia and New Zealand, Melbourne, pp. 1272–1278 (2005)

  7. Loch, B. I.: Surface Fitting for the Modelling of Plant Leaves, Ph.D. thesis, University of Queensland, Brisbane (2004)

  8. Kempthorne, D.M., Turner, I.W., Belward, J.A., McCue, S.W., Barry, M., Young, J., Dorr, G.J., Hanan, J., Zabkiewicz, J.A.: Surface reconstruction of wheat leaf morphology from three-dimensional scanned data. Funct. Plant Biol. 42, 444–451 (2015)

    Article  Google Scholar 

  9. Kempthorne, D.M., Turner, I.W., Belward, J.A.: A comparison of techniques for the reconstruction of leaf surfaces from scanned data. SIAM J. Sci. (2015)

  10. Oqielat, M., Ogilat, O., Al-Oushoush, N., Sami, A., B,: Radial basis function method for modelling leaf surface from real leaf data. Aust. J. Basic Appl. Sci. 11(13), 103–111 (2017)

  11. Moa’ath, N., Oqielat, O., Ogilat, Sami Bataineh, A.: Approximation of Radial Basis function with linear polynomial: comparison and Application. In: IIER International Conference on Applied Physics and Mathematics (ICAPM), Sydney, Australia (2018)

  12. Oqielat, M.N., Ogilat, O.N.: Application of Gaussion radial basis function with cubic polynomial for modelling leaf surface. J. Math. Anal. 9(2), 78–87 (2018)

    MathSciNet  Google Scholar 

  13. Oqielat, M.N.: Scattered data approximation using radial basis function with a cubic polynomial reproduction for modelling leaf surface. J. Taibah Univ. Sci. 12(3), 331–337 (2018)

    Article  Google Scholar 

  14. Oqielat, M.N., Turner, I.W., Belward, J.A.: A hybrid Clough–Tocher method for surface fitting with application to leaf data. Appl. Math. Model. 33, 2582–2595 (2009)

    Article  MathSciNet  Google Scholar 

  15. Oqielat, M.N., Belward, J.A., Turner, I.W., Loch, B.I.: A hybrid Clough–Tocher radial basis function method for modelling leaf surfaces. In: MODSIM 2007 International Congress on Modelling and Simulation. Modelling and Simulation Society of Australia and New Zealand, pp. 400–406 (2007)

  16. Application of interpolation finite element methods to a real 3D leaf data. J. KSU-Sci. 32, 1 (2020)

  17. Oqielat, M.N.: Surface fitting methods for modelling leaf surface from scanned data. J. KSU-Sci. 31, 2 (2019)

    Google Scholar 

  18. Oqielat, M.N.: Comparison of surface fitting methods for modelling leaf surfaces. Ital. J. Pure Appl. Math. 40, 215–226 (2018)

    MATH  Google Scholar 

  19. Oqielat, M.N.: Modelling leaf surface reconstruction using Bernstein polynomials method. Comput. Appl. Math. 39, 268 (2020)

    Article  MathSciNet  Google Scholar 

  20. Wu, W., Hu, Y., Lu, Y.: Parametric Surface Modelling for tea leaf point cloud based on Non-uniform rational basis spline technique. Sensors 21, 1304 (2021)

    Article  Google Scholar 

  21. Wang, X., Chen, Y., Liu, F., Zhao, R., Quan, X., Wang, C.: Nutrient resorption estimation compromised by leaf mass loss and area shrinkage: variations and solutions. For. Ecol. Manag. 472, 118232 (2020)

    Article  Google Scholar 

  22. Holder, D., Lauderbaugh, L., Ginebra-Solanellas, R.: Changes in leaf inclination angle as an indicator of progression toward leaf surface storage during the rainfall interception process. J. Hydrol. 588, 125070 (2020)

    Article  Google Scholar 

  23. Ginebra-Solanellas, R., Holder, C., Lauderbaugh, L., Webb, R.: The influence of changes in leaf inclination angle and leaf traits during the rainfall interception process. Agric. For. Meteorol. 285–286, 107924 (2020)

    Article  Google Scholar 

  24. Franke, R.: Scattered data interpolation: tests of some methods. Math. Comput. 38(157), 181–200 (1982)

    MathSciNet  MATH  Google Scholar 

  25. Lancaster, P., Salkauskas, K.: Curve and Surface Fitting An Introduction. Academic Press, San Diego (1986)

    MATH  Google Scholar 

  26. Turner, I.W., Belward, J.A., Oqielat, M.N.: Error bounds for least squares gradient estimates. SIAM J. Sci. Comput. 32, 4 (2010)

    Article  MathSciNet  Google Scholar 

  27. Belward, J., Turner, I., Oqielat, M.: Numerical investigation of linear least square methods for derivatives estimation. In: CTAC 08 Computational Techniques and Applications Conference, Australia (2008)

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The author would like to thank the reviewers for the valuable comments.

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Correspondence to Moa’ath N. Oqielat.

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Oqielat, M.N. Leaf Surface Reconstruction Using a Hybrid Interpolation Finite Element Method. Int. J. Appl. Comput. Math 7, 232 (2021). https://doi.org/10.1007/s40819-021-01192-2

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