Application of interpolation finite element methods to a real 3D leaf data

In this paper we proposed a new surface fitting method based on combining the Clough-Tocher method (CT) and multiquadric radial basis function enhanced with a cubic polynomial (MRBFC) method to accurately reconstruct a real leaf surface from 3D scattered data. The accuracy of the CT-MRBFC method is...

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Published inJournal of King Saud University. Science Vol. 32; no. 1; pp. 200 - 206
Main Author Oqielat, Moa'ath N.
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.01.2020
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Online AccessGet full text
ISSN1018-3647
2213-686X
DOI10.1016/j.jksus.2018.04.006

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Abstract In this paper we proposed a new surface fitting method based on combining the Clough-Tocher method (CT) and multiquadric radial basis function enhanced with a cubic polynomial (MRBFC) method to accurately reconstruct a real leaf surface from 3D scattered data. The accuracy of the CT-MRBFC method is validated by implementing it to a real 3D leaf data. The accuracy of the method depends highly on the RBF shape parameter and the triangular mesh structure. Consequently we employed three different methods numerically to estimate the RBF parameter as variable or constant including the square root method, the cubic root method and the fminbnd method which is a MATLAB command based on minimizing a single-variable function locally on a fixed interval. Moreover, the quality of the triangles in the mesh is measured to ensure that each triangle is close to equilateral triangle to achieve a better accuracy of the proposed CT-MRBFC method. It is concluded that the proposed CT-RBFC method generates an accurate representation of the leaf surface.
AbstractList In this paper we proposed a new surface fitting method based on combining the Clough-Tocher method (CT) and multiquadric radial basis function enhanced with a cubic polynomial (MRBFC) method to accurately reconstruct a real leaf surface from 3D scattered data. The accuracy of the CT-MRBFC method is validated by implementing it to a real 3D leaf data. The accuracy of the method depends highly on the RBF shape parameter and the triangular mesh structure. Consequently we employed three different methods numerically to estimate the RBF parameter as variable or constant including the square root method, the cubic root method and the fminbnd method which is a MATLAB command based on minimizing a single-variable function locally on a fixed interval. Moreover, the quality of the triangles in the mesh is measured to ensure that each triangle is close to equilateral triangle to achieve a better accuracy of the proposed CT-MRBFC method. It is concluded that the proposed CT-RBFC method generates an accurate representation of the leaf surface.
Author Oqielat, Moa'ath N.
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Cites_doi 10.1016/j.enganabound.2009.07.003
10.21914/anziamj.v50i0.1475
10.1016/j.ijmecsci.2017.10.022
10.1016/j.finel.2014.02.004
10.1016/j.apm.2008.07.023
10.1016/j.matcom.2010.09.003
10.1016/j.enganabound.2012.04.001
10.1137/130938761
10.1016/j.ijheatmasstransfer.2016.07.038
10.1071/FP14058
10.1016/j.ecolmodel.2013.11.002
10.1016/j.finel.2017.04.002
10.1016/j.euromechsol.2016.01.010
10.1016/0898-1221(90)90272-L
10.1016/j.apm.2017.07.033
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Issue 1
Keywords Radial basis function
Interpolation
Finite elements methods
Clough-Tocher method
Language English
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References Tinh, Du, Xiaodong, Sohichi, Romesh (b0145) 2016; 58
Hardy (b0050) 1990; 19
Kempthorne, Turner, Belward (b0060) 2015; 36
Majdisova, Skala (b0075) 2017; 51
Loch (b0070) 2004
Golbabai, Rabeie (b0040) 2012; 11
Oqielat (b0110) 2018
Oqielat, Ogilat (b0120) 2017; 11
Minh, Tinh, Thien, Satoyuki, Sohichi (b0090) 2017; 131
Oqielat, M. Turner, I. Belward, J. Loch, B, 2007. 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.
Oqielat, Turner, Belward, McCue (b0130) 2011; 81
Oqielat (b0105) 2017
Minh, Tinh, Thien, Ngoc, Duc (b0085) 2016; 103
Golbabai, Saeedi (b0045) 2015; A2
Turner, Belward, Oqielat (b0150) 2008
Belward, J. Turner, I. Oqielat, M., 2008. Numerical investigation of linear least square methods for derivatives estimation. In: CTAC 08 Computational Techniques and applications conference, Australia.
Minh, Tinh, Nha, Thien, Le (b0095) 2017; 134
Buhmann (b0015) 2003
Franke (b0035) 1982; 38
Sarra, Sturgill (b0135) 2009; 33
Kempthorne, Turner, Belward, McCue, Barry, Young, Dorr, Hanan, Zabkiewicz (b0055) 2015; 42
Clough, R. Tocher, J., 1965. Finite element stiffness matrices for analysis of plate bending. In Proceedings of the Conference on Matrix Methods in Structural Mechanics, Wright Patterson A.F.B., Ohio. 515-545.
Mayo, McCue, Moroney, Alison Forster, Kempthorne, Belward, Turner (b0080) 2016
Daniel, R. 2005. ksm.fsv.cvut.cz/∼dr/papers/Thesis/node23.html 2005Meshquality.
Dorr, Kempthorne, Mayo, Forster, Zabkiewicz, McCue, Belward, Turner, Hanan (b0030) 2014; 290
Tinh, Bui, Quang, Chuanzeng, Dinh (b0140) 2014; 84
Oqiela, Ogilat (b0100) 2018
Oqielat, Turner, Belward (b0125) 2009; 33
Lancaster, Salkauskas (b0065) 1986
Minh (10.1016/j.jksus.2018.04.006_b0085) 2016; 103
Loch (10.1016/j.jksus.2018.04.006_b0070) 2004
Lancaster (10.1016/j.jksus.2018.04.006_b0065) 1986
Golbabai (10.1016/j.jksus.2018.04.006_b0040) 2012; 11
Tinh (10.1016/j.jksus.2018.04.006_b0140) 2014; 84
10.1016/j.jksus.2018.04.006_b0115
Oqiela (10.1016/j.jksus.2018.04.006_b0100) 2018
Hardy (10.1016/j.jksus.2018.04.006_b0050) 1990; 19
Mayo (10.1016/j.jksus.2018.04.006_b0080) 2016
Oqielat (10.1016/j.jksus.2018.04.006_b0105) 2017
Minh (10.1016/j.jksus.2018.04.006_b0095) 2017; 134
Buhmann (10.1016/j.jksus.2018.04.006_b0015) 2003
Sarra (10.1016/j.jksus.2018.04.006_b0135) 2009; 33
Golbabai (10.1016/j.jksus.2018.04.006_b0045) 2015; A2
Dorr (10.1016/j.jksus.2018.04.006_b0030) 2014; 290
Franke (10.1016/j.jksus.2018.04.006_b0035) 1982; 38
10.1016/j.jksus.2018.04.006_b0020
Minh (10.1016/j.jksus.2018.04.006_b0090) 2017; 131
Turner (10.1016/j.jksus.2018.04.006_b0150) 2008
10.1016/j.jksus.2018.04.006_b0025
10.1016/j.jksus.2018.04.006_b0005
Kempthorne (10.1016/j.jksus.2018.04.006_b0060) 2015; 36
Oqielat (10.1016/j.jksus.2018.04.006_b0110) 2018
Majdisova (10.1016/j.jksus.2018.04.006_b0075) 2017; 51
Oqielat (10.1016/j.jksus.2018.04.006_b0120) 2017; 11
Kempthorne (10.1016/j.jksus.2018.04.006_b0055) 2015; 42
Tinh (10.1016/j.jksus.2018.04.006_b0145) 2016; 58
Oqielat (10.1016/j.jksus.2018.04.006_b0125) 2009; 33
Oqielat (10.1016/j.jksus.2018.04.006_b0130) 2011; 81
References_xml – year: 2018
  ident: b0100
  article-title: Application of Gaussion Radial Basis function with Cubic polynomial for modelling leaf surface
  publication-title: J. Math. Anal.
– volume: 11
  start-page: 103
  year: 2017
  end-page: 111
  ident: b0120
  article-title: Al-Oushoush N, Bataineh A. Radial basis function method for modelling leaf surface from real leaf data
  publication-title: Aust. J. Basic Appl. Sci.
– volume: 290
  start-page: 94
  year: 2014
  end-page: 101
  ident: b0030
  article-title: Towards a model of spray–canopy interactions: interception, shatter, bounce and Retention of droplets on horizontal leaves
  publication-title: Ecol. Model.
– volume: 58
  start-page: 112
  year: 2016
  end-page: 130
  ident: b0145
  article-title: Analysis of 2-dimensional transient problems for linear elastic and piezoelectric structures using the consecutive-interpolation quadrilateral element (CQ4)
  publication-title: Eur. J. Mech. Solids
– volume: 134
  start-page: 370
  year: 2017
  end-page: 386
  ident: b0095
  article-title: Simulation of dynamic and static thermoelastic fracture problems by extended nodal gradient finite elements
  publication-title: Int. J. Mech. Sci.
– volume: 84
  start-page: 14
  year: 2014
  end-page: 31
  ident: b0140
  article-title: A consecutive-interpolation quadrilateral element (CQ4): Formulation and applications
  publication-title: Finite Elem. Anal. Des.
– year: 1986
  ident: b0065
  article-title: Curve and Surface Fitting, An Introduction
– year: 2016
  ident: b0080
  article-title: Simulating Droplet Motion on Virtual Leaf Surfaces
– year: 2017
  ident: b0105
  article-title: Surface Fitting Methods for Modelling Leaf surface from scanned data
  publication-title: J. King Saud Univ. Sci.
– year: 2003
  ident: b0015
  article-title: Radial Basis Functions: Theory and Implementations
– volume: 81
  start-page: 1553
  year: 2011
  end-page: 1571
  ident: b0130
  article-title: Modelling water droplet movements on a leaf surface
  publication-title: Math. Comput. Simul.
– volume: A2
  start-page: 221
  year: 2015
  end-page: 231
  ident: b0045
  article-title: An investigation of the radial basis function approximation methods with application in dynamic investment model
  publication-title: Iran. J. Sci. Technol.
– volume: 103
  start-page: 14
  year: 2016
  end-page: 27
  ident: b0085
  article-title: Enhanced nodal gradient 3D consecutive-interpolation tetrahedral element (CTH4) for heat transfer analysis
  publication-title: Int. J. Heat Mass Trans.
– year: 2004
  ident: b0070
  article-title: Surface Fitting for the Modelling of Plant Leaves
– volume: 51
  start-page: 728
  year: 2017
  end-page: 743
  ident: b0075
  article-title: Radial basis function approximations: comparison and Applications
  publication-title: Appl. Math. Model.
– volume: 38
  start-page: 181
  year: 1982
  end-page: 200
  ident: b0035
  article-title: Scattered data interpolation: Tests of some methods
  publication-title: Math. Comput.
– volume: 33
  start-page: 1239
  year: 2009
  end-page: 1245
  ident: b0135
  article-title: A random variable shape parameter strategy for radial basis function approximation
  publication-title: Eng. Anal. Boundary Elem.
– volume: 42
  start-page: 444
  year: 2015
  end-page: 451
  ident: b0055
  article-title: Surface reconstruction of wheat leaf morphology from three- dimensional scanned data
  publication-title: Funct. Plant Biol.
– volume: 131
  start-page: 1
  year: 2017
  end-page: 16
  ident: b0090
  article-title: Numerical analysis of 3-D solids and composite structures by an enhanced 8-node hexahedral element
  publication-title: Finite Elem. Anal. Des.
– volume: 36
  start-page: 969
  year: 2015
  end-page: 988
  ident: b0060
  article-title: A comparison of techniques for the reconstruction of leaf surfaces from scanned data
  publication-title: SIAM J. Sci. Comput.
– year: 2018
  ident: b0110
  article-title: Comparison of surface fitting methods for modelling leaf surfaces
  publication-title: Ital. J. Pure Appl. Math.
– volume: 11
  start-page: 1555
  year: 2012
  end-page: 1559
  ident: b0040
  article-title: A meshfree method based on radial basis function for the eigenvalues of transient Stokes equations
  publication-title: Eng. Anal. Boundary Elem.
– reference: Oqielat, M. Turner, I. Belward, J. Loch, B, 2007. 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.
– volume: 33
  start-page: 2582
  year: 2009
  end-page: 2595
  ident: b0125
  article-title: A Hybrid Clough-Tocher method for surface fitting with application to leaf data
  publication-title: Appl. Math. Model.
– reference: Clough, R. Tocher, J., 1965. Finite element stiffness matrices for analysis of plate bending. In Proceedings of the Conference on Matrix Methods in Structural Mechanics, Wright Patterson A.F.B., Ohio. 515-545.
– reference: Daniel, R. 2005. ksm.fsv.cvut.cz/∼dr/papers/Thesis/node23.html 2005Meshquality.
– year: 2008
  ident: b0150
  article-title: Error bounds for least square gradient estimates
  publication-title: SIAM J. Sci. Comput.
– reference: Belward, J. Turner, I. Oqielat, M., 2008. Numerical investigation of linear least square methods for derivatives estimation. In: CTAC 08 Computational Techniques and applications conference, Australia.
– volume: 19
  start-page: 163
  year: 1990
  end-page: 208
  ident: b0050
  article-title: Theory and applications of the multiquadric-biharmonic method
  publication-title: Comput. Math. Appl.
– year: 2004
  ident: 10.1016/j.jksus.2018.04.006_b0070
– volume: 33
  start-page: 1239
  year: 2009
  ident: 10.1016/j.jksus.2018.04.006_b0135
  article-title: A random variable shape parameter strategy for radial basis function approximation
  publication-title: Eng. Anal. Boundary Elem.
  doi: 10.1016/j.enganabound.2009.07.003
– ident: 10.1016/j.jksus.2018.04.006_b0005
  doi: 10.21914/anziamj.v50i0.1475
– volume: 134
  start-page: 370
  year: 2017
  ident: 10.1016/j.jksus.2018.04.006_b0095
  article-title: Simulation of dynamic and static thermoelastic fracture problems by extended nodal gradient finite elements
  publication-title: Int. J. Mech. Sci.
  doi: 10.1016/j.ijmecsci.2017.10.022
– ident: 10.1016/j.jksus.2018.04.006_b0115
– volume: 84
  start-page: 14
  year: 2014
  ident: 10.1016/j.jksus.2018.04.006_b0140
  article-title: A consecutive-interpolation quadrilateral element (CQ4): Formulation and applications
  publication-title: Finite Elem. Anal. Des.
  doi: 10.1016/j.finel.2014.02.004
– ident: 10.1016/j.jksus.2018.04.006_b0025
– year: 2018
  ident: 10.1016/j.jksus.2018.04.006_b0100
  article-title: Application of Gaussion Radial Basis function with Cubic polynomial for modelling leaf surface
  publication-title: J. Math. Anal.
– year: 1986
  ident: 10.1016/j.jksus.2018.04.006_b0065
– year: 2017
  ident: 10.1016/j.jksus.2018.04.006_b0105
  article-title: Surface Fitting Methods for Modelling Leaf surface from scanned data
  publication-title: J. King Saud Univ. Sci.
– year: 2003
  ident: 10.1016/j.jksus.2018.04.006_b0015
– volume: 33
  start-page: 2582
  year: 2009
  ident: 10.1016/j.jksus.2018.04.006_b0125
  article-title: A Hybrid Clough-Tocher method for surface fitting with application to leaf data
  publication-title: Appl. Math. Model.
  doi: 10.1016/j.apm.2008.07.023
– volume: 81
  start-page: 1553
  year: 2011
  ident: 10.1016/j.jksus.2018.04.006_b0130
  article-title: Modelling water droplet movements on a leaf surface
  publication-title: Math. Comput. Simul.
  doi: 10.1016/j.matcom.2010.09.003
– volume: 11
  start-page: 1555
  year: 2012
  ident: 10.1016/j.jksus.2018.04.006_b0040
  article-title: A meshfree method based on radial basis function for the eigenvalues of transient Stokes equations
  publication-title: Eng. Anal. Boundary Elem.
  doi: 10.1016/j.enganabound.2012.04.001
– volume: 38
  start-page: 181
  year: 1982
  ident: 10.1016/j.jksus.2018.04.006_b0035
  article-title: Scattered data interpolation: Tests of some methods
  publication-title: Math. Comput.
– volume: 36
  start-page: 969
  issue: 6
  year: 2015
  ident: 10.1016/j.jksus.2018.04.006_b0060
  article-title: A comparison of techniques for the reconstruction of leaf surfaces from scanned data
  publication-title: SIAM J. Sci. Comput.
  doi: 10.1137/130938761
– volume: 103
  start-page: 14
  year: 2016
  ident: 10.1016/j.jksus.2018.04.006_b0085
  article-title: Enhanced nodal gradient 3D consecutive-interpolation tetrahedral element (CTH4) for heat transfer analysis
  publication-title: Int. J. Heat Mass Trans.
  doi: 10.1016/j.ijheatmasstransfer.2016.07.038
– volume: 11
  start-page: 103
  issue: 13
  year: 2017
  ident: 10.1016/j.jksus.2018.04.006_b0120
  article-title: Al-Oushoush N, Bataineh A. Radial basis function method for modelling leaf surface from real leaf data
  publication-title: Aust. J. Basic Appl. Sci.
– volume: 42
  start-page: 444
  year: 2015
  ident: 10.1016/j.jksus.2018.04.006_b0055
  article-title: Surface reconstruction of wheat leaf morphology from three- dimensional scanned data
  publication-title: Funct. Plant Biol.
  doi: 10.1071/FP14058
– volume: 290
  start-page: 94
  year: 2014
  ident: 10.1016/j.jksus.2018.04.006_b0030
  article-title: Towards a model of spray–canopy interactions: interception, shatter, bounce and Retention of droplets on horizontal leaves
  publication-title: Ecol. Model.
  doi: 10.1016/j.ecolmodel.2013.11.002
– year: 2018
  ident: 10.1016/j.jksus.2018.04.006_b0110
  article-title: Comparison of surface fitting methods for modelling leaf surfaces
  publication-title: Ital. J. Pure Appl. Math.
– ident: 10.1016/j.jksus.2018.04.006_b0020
– volume: 131
  start-page: 1
  year: 2017
  ident: 10.1016/j.jksus.2018.04.006_b0090
  article-title: Numerical analysis of 3-D solids and composite structures by an enhanced 8-node hexahedral element
  publication-title: Finite Elem. Anal. Des.
  doi: 10.1016/j.finel.2017.04.002
– volume: 58
  start-page: 112
  year: 2016
  ident: 10.1016/j.jksus.2018.04.006_b0145
  article-title: Analysis of 2-dimensional transient problems for linear elastic and piezoelectric structures using the consecutive-interpolation quadrilateral element (CQ4)
  publication-title: Eur. J. Mech. Solids
  doi: 10.1016/j.euromechsol.2016.01.010
– year: 2016
  ident: 10.1016/j.jksus.2018.04.006_b0080
– volume: A2
  start-page: 221
  year: 2015
  ident: 10.1016/j.jksus.2018.04.006_b0045
  article-title: An investigation of the radial basis function approximation methods with application in dynamic investment model
  publication-title: Iran. J. Sci. Technol.
– volume: 19
  start-page: 163
  year: 1990
  ident: 10.1016/j.jksus.2018.04.006_b0050
  article-title: Theory and applications of the multiquadric-biharmonic method
  publication-title: Comput. Math. Appl.
  doi: 10.1016/0898-1221(90)90272-L
– volume: 51
  start-page: 728
  year: 2017
  ident: 10.1016/j.jksus.2018.04.006_b0075
  article-title: Radial basis function approximations: comparison and Applications
  publication-title: Appl. Math. Model.
  doi: 10.1016/j.apm.2017.07.033
– year: 2008
  ident: 10.1016/j.jksus.2018.04.006_b0150
  article-title: Error bounds for least square gradient estimates
  publication-title: SIAM J. Sci. Comput.
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Snippet In this paper we proposed a new surface fitting method based on combining the Clough-Tocher method (CT) and multiquadric radial basis function enhanced with a...
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SubjectTerms Clough-Tocher method
Finite elements methods
Interpolation
Radial basis function
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Title Application of interpolation finite element methods to a real 3D leaf data
URI https://dx.doi.org/10.1016/j.jksus.2018.04.006
https://doi.org/10.1016/j.jksus.2018.04.006
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