Skip to main content
Erschienen in: Engineering with Computers 4/2020

03.06.2019 | Original Article

The element-free Galerkin method based on moving least squares and moving Kriging approximations for solving two-dimensional tumor-induced angiogenesis model

verfasst von: Mehdi Dehghan, Niusha Narimani

Erschienen in: Engineering with Computers | Ausgabe 4/2020

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The numerical simulation of the tumor-induced angiogenesis process is an useful tool for the prediction of this mechanism and drug targeting using anti-angiogenesis strategy. In the current paper, we study numerically on the continuous mathematical model of tumor-induced angiogenesis in two-dimensional spaces. The studied model is a system of nonlinear time-dependent partial differential equations, which describes the interactions between endothelial cell, tumor angiogenesis factor and fibronectin. We first derive the global weak form of the model and discretize the time variable via a semi-implicit backward Euler method. To approximate the spatial variables of the studied model, we use a meshless technique, namely element-free Galerkin. Also, the shape functions of moving least square and moving Kriging approximations are used in this method. The main difference between two meshless methods proposed here is that the shape functions of moving least squares approximation do not satisfy Kroncker’s delta property, while moving Kriging technique satisfies this property. Also, both techniques do not require the generation of a mesh for approximation, but a background mesh is needed to compute the numerical integrations, which are appeared in the derived global weak form. The full-discrete scheme obtained here gives the linear system of algebraic equations that is solved via an iterative method, namely biconjugate gradient stabilized with zero-fill incomplete lower upper (ILU) preconditioner. Some numerical simulations are provided to illustrate the ability of the presented numerical methods, which show the endothelial cell migration in response to the tumor angiogenesis factors during angiogenesis process as well.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Adair TH, Montani J-P (2011) Angiogenesis, Morgan and claypool life sciences Adair TH, Montani J-P (2011) Angiogenesis, Morgan and claypool life sciences
2.
Zurück zum Zitat Carmeliet P (2003) Angiogenesis in health and disease. Nat Med 9:653–660 Carmeliet P (2003) Angiogenesis in health and disease. Nat Med 9:653–660
3.
Zurück zum Zitat Gordon MS, Mendelson DS, Kato G (2010) Tumor angiogenesis and novel antiangiogenic strategies. Int J Cancer 126:1777–1787 Gordon MS, Mendelson DS, Kato G (2010) Tumor angiogenesis and novel antiangiogenic strategies. Int J Cancer 126:1777–1787
4.
Zurück zum Zitat Goel S, Duda DG, Xu L, Munn LL, Boucher Y, Fukumura D, Jain RK (2011) Normalization of the vasculature for treatment of cancer and other diseases. Physiol Rev 91:1071–1121 Goel S, Duda DG, Xu L, Munn LL, Boucher Y, Fukumura D, Jain RK (2011) Normalization of the vasculature for treatment of cancer and other diseases. Physiol Rev 91:1071–1121
5.
Zurück zum Zitat Guan X (2015) Cancer metastases: challenges and opportunities. Acta Pharm Sin B 5:402–418 Guan X (2015) Cancer metastases: challenges and opportunities. Acta Pharm Sin B 5:402–418
6.
Zurück zum Zitat Cao Z (2015) VEGF-mediated vascular functions in health and disease. Doctoral Thesis Cao Z (2015) VEGF-mediated vascular functions in health and disease. Doctoral Thesis
7.
Zurück zum Zitat Folkman J (2002) Role of angiogenesis in tumor growth and metastasis. Semin Oncol 29:15–18 Folkman J (2002) Role of angiogenesis in tumor growth and metastasis. Semin Oncol 29:15–18
8.
Zurück zum Zitat Marmé D, Fusenig N (2008) Tumor angiogenesis: basic mechanisms and cancer therapy. Springer, Berlin Marmé D, Fusenig N (2008) Tumor angiogenesis: basic mechanisms and cancer therapy. Springer, Berlin
9.
Zurück zum Zitat Papetti M, Herman IM (2001) Mechanisms of normal and tumor-derived angiogenesis. Cell Physiol 282:947–970 Papetti M, Herman IM (2001) Mechanisms of normal and tumor-derived angiogenesis. Cell Physiol 282:947–970
10.
Zurück zum Zitat Wang Z, Dabrosin C, Yin X, Fuster MM, Arreola A, Rathmell WK, Generali D, Nagaraju GP, El-Rayes B, Ribatti D, Chen YC, Honoki K, Fujii H, Georgakilas AG, Nowsheen S, Amedei A, Niccolai E, Amin A, Ashraf SS, Helferich B, Yang X, Guha G, Bhakta D, Ciriolo MR, Aquilano K, Chen S, Halicka D, Mohammed SI, Azmi AS, Bilsland A, Keith WN, Jensen LD (2015) Broad targeting of angiogenesis for cancer prevention and therapy. Semin Cancer Biol 35:224–243 Wang Z, Dabrosin C, Yin X, Fuster MM, Arreola A, Rathmell WK, Generali D, Nagaraju GP, El-Rayes B, Ribatti D, Chen YC, Honoki K, Fujii H, Georgakilas AG, Nowsheen S, Amedei A, Niccolai E, Amin A, Ashraf SS, Helferich B, Yang X, Guha G, Bhakta D, Ciriolo MR, Aquilano K, Chen S, Halicka D, Mohammed SI, Azmi AS, Bilsland A, Keith WN, Jensen LD (2015) Broad targeting of angiogenesis for cancer prevention and therapy. Semin Cancer Biol 35:224–243
11.
Zurück zum Zitat Folkman J, Andrus JD (2008) Tumor angiogenesis, CA: cancer. J Clin 22:226–229 Folkman J, Andrus JD (2008) Tumor angiogenesis, CA: cancer. J Clin 22:226–229
12.
Zurück zum Zitat Folkman J (1995) Angiogenesis in cancer, vascular, rheumatoid and other disease. Nat Med 1:27–31 Folkman J (1995) Angiogenesis in cancer, vascular, rheumatoid and other disease. Nat Med 1:27–31
13.
Zurück zum Zitat Carmeliet P, Jain RK (2000) Review article angiogenesis in cancer and other diseases. Nature 407:249–257 Carmeliet P, Jain RK (2000) Review article angiogenesis in cancer and other diseases. Nature 407:249–257
14.
Zurück zum Zitat Stefanini MO, Wu FTH, Gabhann FM, Popel AS (2009) The presence of VEGF receptors on the luminal surface of endothelial cells affects VEGF distribution and VEGF signaling. PLoS Comput Biol 5:1–17MathSciNet Stefanini MO, Wu FTH, Gabhann FM, Popel AS (2009) The presence of VEGF receptors on the luminal surface of endothelial cells affects VEGF distribution and VEGF signaling. PLoS Comput Biol 5:1–17MathSciNet
15.
Zurück zum Zitat Francavilla C, Maddaluno L, Cavallaro U (2009) The functional role of cell adhesion molecules in tumor angiogenesis. Semin Cancer Biol 19:298–309 Francavilla C, Maddaluno L, Cavallaro U (2009) The functional role of cell adhesion molecules in tumor angiogenesis. Semin Cancer Biol 19:298–309
16.
Zurück zum Zitat Anderson ARA, Chaplain MAJ (1998) A mathematical model for capillary network formation in the absence of endothelial cell proliferation. Appl Math Lett 11:109–114MathSciNetMATH Anderson ARA, Chaplain MAJ (1998) A mathematical model for capillary network formation in the absence of endothelial cell proliferation. Appl Math Lett 11:109–114MathSciNetMATH
17.
Zurück zum Zitat Balding D, McElwain DL (1985) A mathematical model of tumour-induced capillary growth. J Theor Biol 114:53–73 Balding D, McElwain DL (1985) A mathematical model of tumour-induced capillary growth. J Theor Biol 114:53–73
18.
Zurück zum Zitat Byrne HM, Chaplain MAJ (1995) Mathematical models for tumour angiogenesis: numerical simulations and nonlinear wave solutions. Bull Math Biol 57:461–486MATH Byrne HM, Chaplain MAJ (1995) Mathematical models for tumour angiogenesis: numerical simulations and nonlinear wave solutions. Bull Math Biol 57:461–486MATH
19.
Zurück zum Zitat Chaplain MAJ, Stuart AM (1993) A model mechanism for the chemotactic response of endothelial cells to tumour angiogenesis factor. IMA J Math Appl Med Biol 10:149–168MATH Chaplain MAJ, Stuart AM (1993) A model mechanism for the chemotactic response of endothelial cells to tumour angiogenesis factor. IMA J Math Appl Med Biol 10:149–168MATH
20.
Zurück zum Zitat Chaplain MAJ (1995) The mathematical modelling of tumour angiogenesis and invasion. Acta Biotheor 43:387–402 Chaplain MAJ (1995) The mathematical modelling of tumour angiogenesis and invasion. Acta Biotheor 43:387–402
21.
Zurück zum Zitat Orme ME, Chaplain MAJ (1996) A mathematical model of the first steps of tumour-related angiogenesis: capillary sprout formation and secondary branching. IMA J Math Appl Med Biol 13:73–98MATH Orme ME, Chaplain MAJ (1996) A mathematical model of the first steps of tumour-related angiogenesis: capillary sprout formation and secondary branching. IMA J Math Appl Med Biol 13:73–98MATH
22.
Zurück zum Zitat Orme ME, Chaplain MAJ (1997) Two-dimensional models of tumour angiogenesis and anti-angiogenesis strategies. IMA J Math App Med Biol 14:189–205MATH Orme ME, Chaplain MAJ (1997) Two-dimensional models of tumour angiogenesis and anti-angiogenesis strategies. IMA J Math App Med Biol 14:189–205MATH
23.
Zurück zum Zitat Chaplain MAJ, Lolas G (2005) Mathematical modelling of cancer cell invasion of tissue: the role of the urokinase plasminogen activation system. Math Models Methods Appl Sci 15:1685–1734MathSciNetMATH Chaplain MAJ, Lolas G (2005) Mathematical modelling of cancer cell invasion of tissue: the role of the urokinase plasminogen activation system. Math Models Methods Appl Sci 15:1685–1734MathSciNetMATH
24.
Zurück zum Zitat Jackson TL (2012) Modeling tumor vasculature: molecular, cellular, and tissue level aspects and implications. Springer, New York Jackson TL (2012) Modeling tumor vasculature: molecular, cellular, and tissue level aspects and implications. Springer, New York
25.
Zurück zum Zitat Logsdon EA, Finley SD, Popel AS, Gabhann FM (2014) A systems biology view of blood vessel growth and remodelling. J Cell Mol Med 18:1491–1508 Logsdon EA, Finley SD, Popel AS, Gabhann FM (2014) A systems biology view of blood vessel growth and remodelling. J Cell Mol Med 18:1491–1508
26.
Zurück zum Zitat Vilanova G, Colominas I, Gomez H (2017) Computational modeling of tumor-induced angiogenesis. Arch Comput Methods Eng 24(4):1071–1102MathSciNetMATH Vilanova G, Colominas I, Gomez H (2017) Computational modeling of tumor-induced angiogenesis. Arch Comput Methods Eng 24(4):1071–1102MathSciNetMATH
27.
Zurück zum Zitat Dehghan M, Manafian Heris J, Saadatmandi A (2011) Application of the exp-function method for solving a partial differential equation arising in biology and population genetics. Int J Num Methods Heat Fluid Flow 21(6):736–753MathSciNet Dehghan M, Manafian Heris J, Saadatmandi A (2011) Application of the exp-function method for solving a partial differential equation arising in biology and population genetics. Int J Num Methods Heat Fluid Flow 21(6):736–753MathSciNet
28.
Zurück zum Zitat Manoussaki D, Lubkin SR, Vernon RB, Murray JD (1996) A mathematical model for the formation of vascular networks in vitro. Acta Biotheor 44:271–282 Manoussaki D, Lubkin SR, Vernon RB, Murray JD (1996) A mathematical model for the formation of vascular networks in vitro. Acta Biotheor 44:271–282
29.
Zurück zum Zitat Olsen L, Sherratt JA, Maini PK, Arnold F (1997) A mathematical model for the capillary endothelial cell-extracellular matrix interactions in wound-healing angiogenesis. IMA J Math Appl Med Biol 14:261–281MATH Olsen L, Sherratt JA, Maini PK, Arnold F (1997) A mathematical model for the capillary endothelial cell-extracellular matrix interactions in wound-healing angiogenesis. IMA J Math Appl Med Biol 14:261–281MATH
30.
Zurück zum Zitat Anderson ARA, Chaplain MAJ (1998) Continuous and discrete mathematical models of tumor-induced angiogenesis. Bull Math Biol 60:857–900MATH Anderson ARA, Chaplain MAJ (1998) Continuous and discrete mathematical models of tumor-induced angiogenesis. Bull Math Biol 60:857–900MATH
31.
Zurück zum Zitat Mantzaris N, Webb S, Othmer HG (2004) Mathematical modeling of tumor-induced angiogenesis. J Math Biol 77:111–187MathSciNetMATH Mantzaris N, Webb S, Othmer HG (2004) Mathematical modeling of tumor-induced angiogenesis. J Math Biol 77:111–187MathSciNetMATH
32.
Zurück zum Zitat Chaplain MAJ (2000) Mathematical modelling of angiogenesis. J Neurooncol 50:37–51 Chaplain MAJ (2000) Mathematical modelling of angiogenesis. J Neurooncol 50:37–51
33.
Zurück zum Zitat Saadatmandi A, Dehghan M (2008) Numerical solution of a mathematical model for capillary formation in tumor angiogenesis via the tau method. Commun Numer Methods Eng 24:1467–1474MathSciNetMATH Saadatmandi A, Dehghan M (2008) Numerical solution of a mathematical model for capillary formation in tumor angiogenesis via the tau method. Commun Numer Methods Eng 24:1467–1474MathSciNetMATH
34.
Zurück zum Zitat Peterson JW, Carey GF, Knezevic DJ, Murray BT (2007) Adaptive finite element methodology for tumour angiogenesis modelling. Int J Numer Methods Eng 69:1212–1238MathSciNetMATH Peterson JW, Carey GF, Knezevic DJ, Murray BT (2007) Adaptive finite element methodology for tumour angiogenesis modelling. Int J Numer Methods Eng 69:1212–1238MathSciNetMATH
35.
Zurück zum Zitat Xu J, Vilanova G, Gomez H (2016) A mathematical model coupling tumor growth and angiogenesis. Plos One 11:1–20 Xu J, Vilanova G, Gomez H (2016) A mathematical model coupling tumor growth and angiogenesis. Plos One 11:1–20
36.
Zurück zum Zitat Vilanova G, Colominas I, Gomez H (2016) A mathematical model of tumor angiogenesis: growth, regression and regrowth. J R Soc Interface 14:1–14 Vilanova G, Colominas I, Gomez H (2016) A mathematical model of tumor angiogenesis: growth, regression and regrowth. J R Soc Interface 14:1–14
37.
Zurück zum Zitat Atluri SN, Zhu T (1998) A new meshless local Petrove-Galerkin (MLPG) approach in computational mechanics. Comput Mech 22:117–127MathSciNetMATH Atluri SN, Zhu T (1998) A new meshless local Petrove-Galerkin (MLPG) approach in computational mechanics. Comput Mech 22:117–127MathSciNetMATH
38.
Zurück zum Zitat Belytschko T, Lu YY, Gu L (1994) Element free Galerkin methods. Int J Numer Methods Eng 37:229–256MathSciNetMATH Belytschko T, Lu YY, Gu L (1994) Element free Galerkin methods. Int J Numer Methods Eng 37:229–256MathSciNetMATH
39.
Zurück zum Zitat Belytschko T, Krongauz Y, Organ D, Fleming M, Krysl P (1996) Meshless methods: An overview and recent developments. Comput Methods Appl Mech Eng 139:17–26MATH Belytschko T, Krongauz Y, Organ D, Fleming M, Krysl P (1996) Meshless methods: An overview and recent developments. Comput Methods Appl Mech Eng 139:17–26MATH
40.
Zurück zum Zitat Fasshauer GE (2007) Meshfree approximation methods with MATLAB. World Scientific, SingaporeMATH Fasshauer GE (2007) Meshfree approximation methods with MATLAB. World Scientific, SingaporeMATH
41.
Zurück zum Zitat Liu GR (2009) Mesh free methods: moving beyond the finite element method. CRC Press Inc, Cambridge Liu GR (2009) Mesh free methods: moving beyond the finite element method. CRC Press Inc, Cambridge
42.
Zurück zum Zitat Wendland H (2005) Scattered datta approximation. Cambridge University Press, CambridgeMATH Wendland H (2005) Scattered datta approximation. Cambridge University Press, CambridgeMATH
43.
Zurück zum Zitat Liu GR, Gu YT (2005) An introduction to meshfree methods and their programming. Springer, Amsterdam Liu GR, Gu YT (2005) An introduction to meshfree methods and their programming. Springer, Amsterdam
44.
Zurück zum Zitat Gingold RA, Monaghan JJ (1977) Smoothed particle hydrodynamics: theory and application to nonspherical stars. Mon Not R Astron Soc 181:375–389MATH Gingold RA, Monaghan JJ (1977) Smoothed particle hydrodynamics: theory and application to nonspherical stars. Mon Not R Astron Soc 181:375–389MATH
45.
Zurück zum Zitat Liu WK, Jun S, Zhang Y (1995) Reproducing kernel particle methods. Int J Numer Methods Eng 20:1081–1106MathSciNetMATH Liu WK, Jun S, Zhang Y (1995) Reproducing kernel particle methods. Int J Numer Methods Eng 20:1081–1106MathSciNetMATH
46.
Zurück zum Zitat Babuska I, Melenk JM (1997) The partition of unity method. Int J Numer Methods Eng 40:727–758MathSciNetMATH Babuska I, Melenk JM (1997) The partition of unity method. Int J Numer Methods Eng 40:727–758MathSciNetMATH
47.
Zurück zum Zitat Mirzaei D (2015) Analysis of moving least squares approximation revisited. J Comput Appl Math 282:237–250MathSciNetMATH Mirzaei D (2015) Analysis of moving least squares approximation revisited. J Comput Appl Math 282:237–250MathSciNetMATH
48.
Zurück zum Zitat Bui TQ, Nguyen TN, Nguyen-Dang H (2009) A moving Kriging interpolation-based meshless method for numerical simulation of Kirchhoff plate problems. Int J Numer Methods Eng 77:1359–1371MathSciNetMATH Bui TQ, Nguyen TN, Nguyen-Dang H (2009) A moving Kriging interpolation-based meshless method for numerical simulation of Kirchhoff plate problems. Int J Numer Methods Eng 77:1359–1371MathSciNetMATH
49.
Zurück zum Zitat Bui TQ, Nguyen MN, Zhang C (2011) A moving Kriging interpolation-based element-free Galerkin method for structural dynamic analysis. Comput Methods Appl Mech Eng 200:1354–1366MATH Bui TQ, Nguyen MN, Zhang C (2011) A moving Kriging interpolation-based element-free Galerkin method for structural dynamic analysis. Comput Methods Appl Mech Eng 200:1354–1366MATH
50.
Zurück zum Zitat Dehghan M, Abbaszadeh M, Mohebbi A (2015) The use of element free Galerkin method based on moving Kriging and radial point interpolation techniques for solving some types of Turing models. Eng Anal Bound Elem 62:93–111MathSciNetMATH Dehghan M, Abbaszadeh M, Mohebbi A (2015) The use of element free Galerkin method based on moving Kriging and radial point interpolation techniques for solving some types of Turing models. Eng Anal Bound Elem 62:93–111MathSciNetMATH
51.
Zurück zum Zitat Dehghan M, Abbaszadeh M (2016) Numerical study of three-dimensional Turing patterns using a meshless method based on moving Kriging element free Galerkin (EFG) approach. Comput Math Appl 72:427–454MathSciNetMATH Dehghan M, Abbaszadeh M (2016) Numerical study of three-dimensional Turing patterns using a meshless method based on moving Kriging element free Galerkin (EFG) approach. Comput Math Appl 72:427–454MathSciNetMATH
52.
Zurück zum Zitat Gu L (2003) Moving Kriging interpolation and element-free Galerkin method. Int J Numer Methods Eng 56:1–11MATH Gu L (2003) Moving Kriging interpolation and element-free Galerkin method. Int J Numer Methods Eng 56:1–11MATH
53.
Zurück zum Zitat Liu WK, Li S, Belytschko T (1997) Moving least square reproducing kernel methods part I: methodology and convergence. Comput Methods Appl Mech Eng 143:113–154MATH Liu WK, Li S, Belytschko T (1997) Moving least square reproducing kernel methods part I: methodology and convergence. Comput Methods Appl Mech Eng 143:113–154MATH
54.
Zurück zum Zitat Zhu T, Atluri SN (1998) A modified collocation method and a penalty formulation for enforcing the essential boundary conditions in the element free Galerkin method. Comput Mech 21:211–222MathSciNetMATH Zhu T, Atluri SN (1998) A modified collocation method and a penalty formulation for enforcing the essential boundary conditions in the element free Galerkin method. Comput Mech 21:211–222MathSciNetMATH
55.
Zurück zum Zitat Aluru N (2000) A point collocation method based on reproducing kernel approximation. Int J Numer Methods Eng 47:1083–1121MATH Aluru N (2000) A point collocation method based on reproducing kernel approximation. Int J Numer Methods Eng 47:1083–1121MATH
56.
Zurück zum Zitat Onate E, Idelsohn S (1998) A mesh-free finite point method for advective-diffusive transport and fluid flow problems. Comput Mech 21:283–292MathSciNetMATH Onate E, Idelsohn S (1998) A mesh-free finite point method for advective-diffusive transport and fluid flow problems. Comput Mech 21:283–292MathSciNetMATH
57.
Zurück zum Zitat Dehghan M, Ghesmati A (2010) Numerical simulation of two-dimensional sine-Gordon solitons via a local weak meshless technique based on the radial point interpolation method (RPIM). Comput Phys Commun 181(4):772–786MathSciNetMATH Dehghan M, Ghesmati A (2010) Numerical simulation of two-dimensional sine-Gordon solitons via a local weak meshless technique based on the radial point interpolation method (RPIM). Comput Phys Commun 181(4):772–786MathSciNetMATH
58.
Zurück zum Zitat Vu T-V, Khosravifard A, Hematiyan MR, Bui TQ (2018) Enhanced meshfree method with new correlation functions for functionally graded plates using a refined inverse sin shear deformation plate theory. Euro J Mech A/Solids 74:160–175MathSciNetMATH Vu T-V, Khosravifard A, Hematiyan MR, Bui TQ (2018) Enhanced meshfree method with new correlation functions for functionally graded plates using a refined inverse sin shear deformation plate theory. Euro J Mech A/Solids 74:160–175MathSciNetMATH
59.
Zurück zum Zitat Vu T-V, Khosravifard A, Hematiyan MR, Bui TQ (2018) A new refined simple TSDT-based effective meshfree method for analysis of through-thickness FG plates. Appl Math Model 57:514–534MathSciNetMATH Vu T-V, Khosravifard A, Hematiyan MR, Bui TQ (2018) A new refined simple TSDT-based effective meshfree method for analysis of through-thickness FG plates. Appl Math Model 57:514–534MathSciNetMATH
60.
Zurück zum Zitat Bui TQ, Nguyen MN, Zhang Ch (2011) An efficient meshfree method for vibration analysis of laminated composite plates. Comput Mech 48:175–193MATH Bui TQ, Nguyen MN, Zhang Ch (2011) An efficient meshfree method for vibration analysis of laminated composite plates. Comput Mech 48:175–193MATH
61.
Zurück zum Zitat Bui TQ, Nguyen NT, Lich LV, Nguyen MN, Truong TT (2018) Analysis of transient dynamic fracture parameters of cracked functionally graded composites by improved meshfree methods. Theor Appl Fract Mech 96:642–657 Bui TQ, Nguyen NT, Lich LV, Nguyen MN, Truong TT (2018) Analysis of transient dynamic fracture parameters of cracked functionally graded composites by improved meshfree methods. Theor Appl Fract Mech 96:642–657
62.
Zurück zum Zitat Vu T-V, Nguyen N-H, Khosravifard A, Hematiyan MR, Bui TQ (2017) A simple FSDT-based meshfree method for analysis of functionally graded plates. Eng Anal Bound Elem 79:1–12MathSciNetMATH Vu T-V, Nguyen N-H, Khosravifard A, Hematiyan MR, Bui TQ (2017) A simple FSDT-based meshfree method for analysis of functionally graded plates. Eng Anal Bound Elem 79:1–12MathSciNetMATH
63.
Zurück zum Zitat Bui TQ, Nguyen MN, Zhang Ch (2011) Buckling analysis of Reissner–Mindlin plates subjected to in-plane edge loads using a shear-locking-free and meshfree method. Eng Anal Bound Elem 39:1038–1053MathSciNetMATH Bui TQ, Nguyen MN, Zhang Ch (2011) Buckling analysis of Reissner–Mindlin plates subjected to in-plane edge loads using a shear-locking-free and meshfree method. Eng Anal Bound Elem 39:1038–1053MathSciNetMATH
64.
Zurück zum Zitat Dehghan M, Narimani N (2018) An element-free Galerkin meshless method for simulating behavior of cancer cell invasion of surrounding tissue. Appl Math Model 59:500–513MathSciNetMATH Dehghan M, Narimani N (2018) An element-free Galerkin meshless method for simulating behavior of cancer cell invasion of surrounding tissue. Appl Math Model 59:500–513MathSciNetMATH
65.
Zurück zum Zitat Chaplain MAJ, Anderson ARA (1997) The mathematical modelling, simulation and prediction of tumour-induced angiogenesis. Invasion Metastasis 16:222–234 Chaplain MAJ, Anderson ARA (1997) The mathematical modelling, simulation and prediction of tumour-induced angiogenesis. Invasion Metastasis 16:222–234
66.
Zurück zum Zitat Mirzaei D, Schaback R, Dehghan M (2012) On generalized moving least squares and diffuse derivatives. IMA J Numer Anal 32(3):983–1000MathSciNetMATH Mirzaei D, Schaback R, Dehghan M (2012) On generalized moving least squares and diffuse derivatives. IMA J Numer Anal 32(3):983–1000MathSciNetMATH
67.
Zurück zum Zitat Racz D, Bui TQ (2012) Novel adaptive meshfree integration techniques in meshless methods. Int J Numer Methods Eng 90:1414–1434MathSciNetMATH Racz D, Bui TQ (2012) Novel adaptive meshfree integration techniques in meshless methods. Int J Numer Methods Eng 90:1414–1434MathSciNetMATH
68.
Zurück zum Zitat Aghahosseini A, Khosravifard A, Bui TQ (2019) Efficient analysis of dynamic fracture mechanics in various media by a novel meshfree approach. Theor Appl Fract Mech 99:161–176 Aghahosseini A, Khosravifard A, Bui TQ (2019) Efficient analysis of dynamic fracture mechanics in various media by a novel meshfree approach. Theor Appl Fract Mech 99:161–176
69.
Zurück zum Zitat Khosravifard A, Hematiyan MR, Bui TQ, Do TV (2017) Accurate and efficient analysis of stationary and propagating crack problems by meshless methods. Theor Appl Fract Mech 87:21–34 Khosravifard A, Hematiyan MR, Bui TQ, Do TV (2017) Accurate and efficient analysis of stationary and propagating crack problems by meshless methods. Theor Appl Fract Mech 87:21–34
70.
Zurück zum Zitat Bui TQ, Khosravifard A, Zhang Ch, Hematiyan MR, Golub MV (2013) Dynamic analysis of sandwich beams with functionally graded core using a truly meshfree radial point interpolation method. Eng Struct 47:90–104 Bui TQ, Khosravifard A, Zhang Ch, Hematiyan MR, Golub MV (2013) Dynamic analysis of sandwich beams with functionally graded core using a truly meshfree radial point interpolation method. Eng Struct 47:90–104
71.
Zurück zum Zitat van der Vorst HA (1992) Bi-CGSTAB: a fast and smoothly converging variant of Bi-CG for the solution of nonsymmetric linear systems. SIAM J Sci Stat Comput 13(2):631–644MathSciNetMATH van der Vorst HA (1992) Bi-CGSTAB: a fast and smoothly converging variant of Bi-CG for the solution of nonsymmetric linear systems. SIAM J Sci Stat Comput 13(2):631–644MathSciNetMATH
Metadaten
Titel
The element-free Galerkin method based on moving least squares and moving Kriging approximations for solving two-dimensional tumor-induced angiogenesis model
verfasst von
Mehdi Dehghan
Niusha Narimani
Publikationsdatum
03.06.2019
Verlag
Springer London
Erschienen in
Engineering with Computers / Ausgabe 4/2020
Print ISSN: 0177-0667
Elektronische ISSN: 1435-5663
DOI
https://doi.org/10.1007/s00366-019-00779-0

Weitere Artikel der Ausgabe 4/2020

Engineering with Computers 4/2020 Zur Ausgabe

Neuer Inhalt