Skip to main content
Erschienen in: Engineering with Computers 2/2022

26.01.2021 | Original Article

A cubic B-spline quasi-interpolation algorithm to capture the pattern formation of coupled reaction-diffusion models

verfasst von: R. C. Mittal, Sudhir Kumar, Ram Jiwari

Erschienen in: Engineering with Computers | Sonderheft 2/2022

Einloggen

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

search-config
loading …

Abstract

Diffusion plays a significant role in complex pattern formulations occurred in biological and chemical reactions. In this work, the authors study the effect of diffusion in coupled reaction-diffusion systems named the Gray-Scott model for complex pattern formation with the help of cubic B-spline quasi-interpolation (CBSQI) method and capture various formates of these patterns. The idea of Kronecker product is used first time with CBSQI method for 2D problems. Linear stability analysis of the reaction-diffusion system as well as stability of the proposed method is studied. Four test problems are considered to check the accuracy and efficiency of the method and found the stable patterns.

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.
2.
Zurück zum Zitat Jiwari R, Singh S, Kumar Aj (2017) Numerical simulation to capture the pattern formation of coupled reaction-diffusion models. Chaos Solitons Fractals 103:422–439MathSciNetCrossRef Jiwari R, Singh S, Kumar Aj (2017) Numerical simulation to capture the pattern formation of coupled reaction-diffusion models. Chaos Solitons Fractals 103:422–439MathSciNetCrossRef
3.
Zurück zum Zitat Sayama H (2015) Introduction to the modeling and analysis of complex systems. Open SUNY Textbooks, New York Sayama H (2015) Introduction to the modeling and analysis of complex systems. Open SUNY Textbooks, New York
4.
Zurück zum Zitat Mittal RC, Rohila R (2016) Numerical simulation of reaction-diffusion systems by modified cubic b-spline differential quadrature method. Chaos Solitons Fractals 92:9–19MathSciNetCrossRef Mittal RC, Rohila R (2016) Numerical simulation of reaction-diffusion systems by modified cubic b-spline differential quadrature method. Chaos Solitons Fractals 92:9–19MathSciNetCrossRef
5.
Zurück zum Zitat Liu H, Wang W (2010) The amplitude equations of an epidemic model. Sci Technol Eng 10(8):1929–1933 Liu H, Wang W (2010) The amplitude equations of an epidemic model. Sci Technol Eng 10(8):1929–1933
6.
Zurück zum Zitat Dutt AK (2012) Amplitude equation for a diffusion-reaction system: the reversible Sel’kov model. AIP Adv 2(4):042125CrossRef Dutt AK (2012) Amplitude equation for a diffusion-reaction system: the reversible Sel’kov model. AIP Adv 2(4):042125CrossRef
7.
Zurück zum Zitat Lee I-H, Cho U-I (2000) Pattern formations with Turing and HOPF oscillating pattern in a discrete reaction-diffusion system. Bull Korean Chem Soc 21(12):1213–1216 Lee I-H, Cho U-I (2000) Pattern formations with Turing and HOPF oscillating pattern in a discrete reaction-diffusion system. Bull Korean Chem Soc 21(12):1213–1216
8.
Zurück zum Zitat Maini PK, Woolley TE, Baker RE, Gaffney EA, Lee SS (2012) Turing’s model for biological pattern formation and the robustness problem. Interface focus 2(4):487–496CrossRef Maini PK, Woolley TE, Baker RE, Gaffney EA, Lee SS (2012) Turing’s model for biological pattern formation and the robustness problem. Interface focus 2(4):487–496CrossRef
9.
Zurück zum Zitat Vanag VK, Epstein IR (2009) Cross-diffusion and pattern formation in reaction-diffusion systems. Phys Chem Chem Phys 11(6):897–912CrossRef Vanag VK, Epstein IR (2009) Cross-diffusion and pattern formation in reaction-diffusion systems. Phys Chem Chem Phys 11(6):897–912CrossRef
10.
Zurück zum Zitat Fanelli D, Cianci C, Di Patti F (2013) Turing instabilities in reaction-diffusion systems with cross diffusion. Eur Phys J B 86(4):142MathSciNetCrossRef Fanelli D, Cianci C, Di Patti F (2013) Turing instabilities in reaction-diffusion systems with cross diffusion. Eur Phys J B 86(4):142MathSciNetCrossRef
11.
Zurück zum Zitat Shi J, Xie Z, Little K (2011) Cross-diffusion induced instability and stability in reaction-diffusion systems. J Appl Anal Comput 1(1):95–119MathSciNetMATH Shi J, Xie Z, Little K (2011) Cross-diffusion induced instability and stability in reaction-diffusion systems. J Appl Anal Comput 1(1):95–119MathSciNetMATH
12.
Zurück zum Zitat Othmer HG, Scriven LE (1971) Instability and dynamic pattern in cellular networks. J Theor Biol 32(3):507–537CrossRef Othmer HG, Scriven LE (1971) Instability and dynamic pattern in cellular networks. J Theor Biol 32(3):507–537CrossRef
14.
Zurück zum Zitat Nakao H, Mikhailov AS (2010) Turing patterns in network-organized activator-inhibitor systems. Nat Phys 6(7):544CrossRef Nakao H, Mikhailov AS (2010) Turing patterns in network-organized activator-inhibitor systems. Nat Phys 6(7):544CrossRef
15.
Zurück zum Zitat Hata S, Nakao H, Mikhailov AS (2012) Global feedback control of Turing patterns in network-organized activator-inhibitor systems. EPL (Europhysics Letters) 98(6):64004CrossRef Hata S, Nakao H, Mikhailov AS (2012) Global feedback control of Turing patterns in network-organized activator-inhibitor systems. EPL (Europhysics Letters) 98(6):64004CrossRef
16.
Zurück zum Zitat Udwadia FE, Koganti PB (2015) Optimal stable control for nonlinear dynamical systems: an analytical dynamics based approach. Nonlinear Dyn 82(1–2):547–562MathSciNetCrossRef Udwadia FE, Koganti PB (2015) Optimal stable control for nonlinear dynamical systems: an analytical dynamics based approach. Nonlinear Dyn 82(1–2):547–562MathSciNetCrossRef
17.
Zurück zum Zitat Skandari MHN (2015) On the stability of a class of nonlinear control systems. Nonlinear Dyn 80(3):1245–1256MathSciNetCrossRef Skandari MHN (2015) On the stability of a class of nonlinear control systems. Nonlinear Dyn 80(3):1245–1256MathSciNetCrossRef
18.
Zurück zum Zitat Saldi N, Yüksel S, Linder T (2016) Near optimality of quantized policies in stochastic control under weak continuity conditions. J Math Anal Appl 435(1):321–337MathSciNetCrossRef Saldi N, Yüksel S, Linder T (2016) Near optimality of quantized policies in stochastic control under weak continuity conditions. J Math Anal Appl 435(1):321–337MathSciNetCrossRef
19.
Zurück zum Zitat Liu K, Fridman E, Johansson KH (2015) Networked control with stochastic scheduling. IEEE Trans Autom Control 60(11):3071–3076MathSciNetCrossRef Liu K, Fridman E, Johansson KH (2015) Networked control with stochastic scheduling. IEEE Trans Autom Control 60(11):3071–3076MathSciNetCrossRef
20.
Zurück zum Zitat Cohen D, Nigmatullin R, Kenneth O, Jelezko F, Khodas M, Retzker A (2019) Nano-NMR based flow meter. arXiv preprint arXiv:1903.02348 Cohen D, Nigmatullin R, Kenneth O, Jelezko F, Khodas M, Retzker A (2019) Nano-NMR based flow meter. arXiv preprint arXiv:​1903.​02348
21.
Zurück zum Zitat Hale JK, Peletier LA, Troy WC (2000) Exact homoclinic and heteroclinic solutions of the Gray-Scott model for autocatalysis. SIAM J Appl Math 61(1):102–130MathSciNetCrossRef Hale JK, Peletier LA, Troy WC (2000) Exact homoclinic and heteroclinic solutions of the Gray-Scott model for autocatalysis. SIAM J Appl Math 61(1):102–130MathSciNetCrossRef
22.
Zurück zum Zitat Kolokolnikov T, Ward MJ, Wei J (2006) Zigzag and breakup instabilities of stripes and rings in the two-dimensional Gray-Scott model. Stud Appl Math 116(1):35–95MathSciNetCrossRef Kolokolnikov T, Ward MJ, Wei J (2006) Zigzag and breakup instabilities of stripes and rings in the two-dimensional Gray-Scott model. Stud Appl Math 116(1):35–95MathSciNetCrossRef
23.
Zurück zum Zitat Zheng Q, Shen J, Wang Z (2018) Pattern dynamics of the reaction-diffusion immune system. PLoS One 13(1):e0190176CrossRef Zheng Q, Shen J, Wang Z (2018) Pattern dynamics of the reaction-diffusion immune system. PLoS One 13(1):e0190176CrossRef
24.
Zurück zum Zitat Castelli R (2017) Rigorous computation of non-uniform patterns for the 2-dimensional Gray-Scott reaction-diffusion equation. Acta Appl Math 151(1):27–52MathSciNetCrossRef Castelli R (2017) Rigorous computation of non-uniform patterns for the 2-dimensional Gray-Scott reaction-diffusion equation. Acta Appl Math 151(1):27–52MathSciNetCrossRef
25.
Zurück zum Zitat McGough JS, Riley K (2004) Pattern formation in the Gray-Scott model. Nonlinear Anal Real World Appl 5(1):105–121MathSciNetCrossRef McGough JS, Riley K (2004) Pattern formation in the Gray-Scott model. Nonlinear Anal Real World Appl 5(1):105–121MathSciNetCrossRef
26.
Zurück zum Zitat Yadav OP, Jiwari R (2019) A finite element approach to capture Turing patterns of autocatalytic Brusselator model. J Math Chem 57(3):769–789MathSciNetCrossRef Yadav OP, Jiwari R (2019) A finite element approach to capture Turing patterns of autocatalytic Brusselator model. J Math Chem 57(3):769–789MathSciNetCrossRef
27.
Zurück zum Zitat Jordehi AR (2015) A chaotic artificial immune system optimisation algorithm for solving global continuous optimisation problems. Neural Comput Appl 26(4):827–833CrossRef Jordehi AR (2015) A chaotic artificial immune system optimisation algorithm for solving global continuous optimisation problems. Neural Comput Appl 26(4):827–833CrossRef
28.
Zurück zum Zitat Matzinger P (1994) Tolerance, danger, and the extended family. Annu Rev Immunol 12(1):991–1045CrossRef Matzinger P (1994) Tolerance, danger, and the extended family. Annu Rev Immunol 12(1):991–1045CrossRef
29.
Zurück zum Zitat McCoy DF, Devarajan V (1997) Artificial immune systems and aerial image segmentation. In: 1997 IEEE international conference on systems, man, and cybernetics. Computational cybernetics and simulation, volume 1, pp 867–872. IEEE McCoy DF, Devarajan V (1997) Artificial immune systems and aerial image segmentation. In: 1997 IEEE international conference on systems, man, and cybernetics. Computational cybernetics and simulation, volume 1, pp 867–872. IEEE
30.
Zurück zum Zitat Kuo RJ, Chiang NJ, Chen Z-Y (2014) Integration of artificial immune system and k-means algorithm for customer clustering. Appl Artif Intell 28(6):577–596 Kuo RJ, Chiang NJ, Chen Z-Y (2014) Integration of artificial immune system and k-means algorithm for customer clustering. Appl Artif Intell 28(6):577–596
31.
Zurück zum Zitat Sablonnière P (2005) Univariate spline quasi-interpolants and applications to numerical analysis. Rend Semin Mat Univ Politech Torino 63(3):211–222MathSciNetMATH Sablonnière P (2005) Univariate spline quasi-interpolants and applications to numerical analysis. Rend Semin Mat Univ Politech Torino 63(3):211–222MathSciNetMATH
32.
Zurück zum Zitat Sablonnière P (2007) A quadrature formula associated with a univariate spline quasi interpolant. BIT 47(4):825–837MathSciNetCrossRef Sablonnière P (2007) A quadrature formula associated with a univariate spline quasi interpolant. BIT 47(4):825–837MathSciNetCrossRef
33.
Zurück zum Zitat Zhu C-G, Kang W-S (2010) Applying cubic B-spline quasi-interpolation to solve hyperbolic conservation laws. UPB Sci Bull Ser D 72(4):49–58 Zhu C-G, Kang W-S (2010) Applying cubic B-spline quasi-interpolation to solve hyperbolic conservation laws. UPB Sci Bull Ser D 72(4):49–58
34.
Zurück zum Zitat Zhu C-G, Kang W-S (2010) Numerical solution of Burgers–Fisher equation by cubic B-spline quasi-interpolation. Appl Math Comput 216(9):2679–2686MathSciNetMATH Zhu C-G, Kang W-S (2010) Numerical solution of Burgers–Fisher equation by cubic B-spline quasi-interpolation. Appl Math Comput 216(9):2679–2686MathSciNetMATH
35.
Zurück zum Zitat Kumar R, Baskar S (2016) B-spline quasi-interpolation based numerical methods for some Sobolev type equations. J Comput Appl Math 292:41–66MathSciNetCrossRef Kumar R, Baskar S (2016) B-spline quasi-interpolation based numerical methods for some Sobolev type equations. J Comput Appl Math 292:41–66MathSciNetCrossRef
36.
Zurück zum Zitat Mittal RC, Kumar S, Jiwari R (2020) A cubic B-spline quasi interpolation method for solving two-dimensional unsteady advection diffusion equations. Int J Numer Methods Heat Fluid Flow 30(9):4281–4306CrossRef Mittal RC, Kumar S, Jiwari R (2020) A cubic B-spline quasi interpolation method for solving two-dimensional unsteady advection diffusion equations. Int J Numer Methods Heat Fluid Flow 30(9):4281–4306CrossRef
37.
Zurück zum Zitat Schumaker LL (2007) Spline functions: basic theory. Cambridge Mathematical Library, 3rd edn. Cambridge University Press, CambridgeCrossRef Schumaker LL (2007) Spline functions: basic theory. Cambridge Mathematical Library, 3rd edn. Cambridge University Press, CambridgeCrossRef
38.
Zurück zum Zitat Sablonnière P (2004) Quadratic spline quasi-interpolants on bounded domains of \({\mathbb{R}}^d, d=1,2,3\). Splines, radial basis functions and applications. Rend Semin Mat Univ Politec Torino 61(3):229–246MathSciNet Sablonnière P (2004) Quadratic spline quasi-interpolants on bounded domains of \({\mathbb{R}}^d, d=1,2,3\). Splines, radial basis functions and applications. Rend Semin Mat Univ Politec Torino 61(3):229–246MathSciNet
39.
Zurück zum Zitat Trefethen LN (2000) Spectral methods in MATLAB, volume 10. Siam Trefethen LN (2000) Spectral methods in MATLAB, volume 10. Siam
41.
Zurück zum Zitat Simmons GF (2016) Differential equations with applications and historical notes. CRC Press, Boca RatonMATH Simmons GF (2016) Differential equations with applications and historical notes. CRC Press, Boca RatonMATH
42.
Zurück zum Zitat Hundsdorfer W, Verwer JG (2013) Numerical solution of time-dependent advection-diffusion-reaction equations, vol 33. Springer Science & Business Media, New YorkMATH Hundsdorfer W, Verwer JG (2013) Numerical solution of time-dependent advection-diffusion-reaction equations, vol 33. Springer Science & Business Media, New YorkMATH
Metadaten
Titel
A cubic B-spline quasi-interpolation algorithm to capture the pattern formation of coupled reaction-diffusion models
verfasst von
R. C. Mittal
Sudhir Kumar
Ram Jiwari
Publikationsdatum
26.01.2021
Verlag
Springer London
Erschienen in
Engineering with Computers / Ausgabe Sonderheft 2/2022
Print ISSN: 0177-0667
Elektronische ISSN: 1435-5663
DOI
https://doi.org/10.1007/s00366-020-01278-3

Weitere Artikel der Sonderheft 2/2022

Engineering with Computers 2/2022 Zur Ausgabe