Research Article

Reduced Order Modelling of Shigesada-Kawasaki-Teramoto Cross-Diffusion Systems

Volume: 6 Number: 2 August 7, 2023
EN

Reduced Order Modelling of Shigesada-Kawasaki-Teramoto Cross-Diffusion Systems

Abstract

Shigesada-Kawasaki-Teramoto (SKT) is the most known equation in population ecology for nonlinear cross-diffusion systems. The full order model (FOM) of the SKT system is constructed using symmetric interior penalty discontinuous Galerkin method (SIPG) in space and the semi-implicit Euler method in time. The reduced order models (ROMs) are solved using proper orthogonal decomposition (POD) Galerkin projection. Discrete empirical interpolation method (DEIM) is used to solve the nonlinearities of the SKT system. Numerical simulations show the accuracy and efficiency of the POD and POD-DEIM reduced solutions for the SKT system.

Keywords

discontinuous Galerkin method, discrete empirical interpolation method, proper orthogonal decomposition, Shigesada-Kawasaki-Teramoto equation

References

  1. [1] H. Murakawa, A linear scheme to approximate nonlinear cross-diffusion systems, Esaim Math. Model. Numer. Anal., 45(6) (2011), 1141-1161.
  2. [2] N. Shigesada, K. Kawasaki, E. Teramoto, Spatial segregation of interacting species, J. Theor. Biol., 79 (1) (1979), 83-99.
  3. [3] H. Murakawa, A linear finite volume method for nonlinear cross-diffusion systems, Numer. Math., 136 (1) (2017), 1-26.
  4. [4] H. Murakawa, A solution of nonlinear diffusion problems by semilinear reaction-diffusion systems, Kybernetika, 45 (4) (2009), 580-590.
  5. [5] W. J. Barrett, F. J. Blowey, Finite element approximation of a nonlinear cross-diffusion population model, Numer. Math., 98 (2) (2004), 195-221.
  6. [6] L. Chen, A. J¨ungel, Analysis of a parabolic cross-diffusion population model without self-diffusion, J. Differ. Equ., 224 (1) (2006), 39-59.
  7. [7] B. Andreianov, M. Bendahmane, R. Ruiz-Baier, Analysis of a finite volume method for a cross-diffusion model in population dynamics, Math. Models Methods Appl. Sci. 21 (02) (2011), 307-344.
  8. [8] B. Riviere, Galerkin Methods for Solving Elliptic and Parabolic Equations: Theory and Implementation, SIAM, 2008.
  9. [9] H. Murakawa, Cross-diffusion systems: RDS approximation and numerical analysis, Publications of the Research Institute for Mathematical Sciences, 1924 (2014), 21–29.
  10. [10] K. Kunisch, S. Volkwein, Galerkin proper orthogonal decomposition methods for parabolic problems, Numer. Math., 90 (1) (2001), 117-148.
APA
Mülayim, G. (2023). Reduced Order Modelling of Shigesada-Kawasaki-Teramoto Cross-Diffusion Systems. Journal of Mathematical Sciences and Modelling, 6(2), 42-48. https://doi.org/10.33187/jmsm.1234247
AMA
1.Mülayim G. Reduced Order Modelling of Shigesada-Kawasaki-Teramoto Cross-Diffusion Systems. Journal of Mathematical Sciences and Modelling. 2023;6(2):42-48. doi:10.33187/jmsm.1234247
Chicago
Mülayim, Gülden. 2023. “Reduced Order Modelling of Shigesada-Kawasaki-Teramoto Cross-Diffusion Systems”. Journal of Mathematical Sciences and Modelling 6 (2): 42-48. https://doi.org/10.33187/jmsm.1234247.
EndNote
Mülayim G (August 1, 2023) Reduced Order Modelling of Shigesada-Kawasaki-Teramoto Cross-Diffusion Systems. Journal of Mathematical Sciences and Modelling 6 2 42–48.
IEEE
[1]G. Mülayim, “Reduced Order Modelling of Shigesada-Kawasaki-Teramoto Cross-Diffusion Systems”, Journal of Mathematical Sciences and Modelling, vol. 6, no. 2, pp. 42–48, Aug. 2023, doi: 10.33187/jmsm.1234247.
ISNAD
Mülayim, Gülden. “Reduced Order Modelling of Shigesada-Kawasaki-Teramoto Cross-Diffusion Systems”. Journal of Mathematical Sciences and Modelling 6/2 (August 1, 2023): 42-48. https://doi.org/10.33187/jmsm.1234247.
JAMA
1.Mülayim G. Reduced Order Modelling of Shigesada-Kawasaki-Teramoto Cross-Diffusion Systems. Journal of Mathematical Sciences and Modelling. 2023;6:42–48.
MLA
Mülayim, Gülden. “Reduced Order Modelling of Shigesada-Kawasaki-Teramoto Cross-Diffusion Systems”. Journal of Mathematical Sciences and Modelling, vol. 6, no. 2, Aug. 2023, pp. 42-48, doi:10.33187/jmsm.1234247.
Vancouver
1.Gülden Mülayim. Reduced Order Modelling of Shigesada-Kawasaki-Teramoto Cross-Diffusion Systems. Journal of Mathematical Sciences and Modelling. 2023 Aug. 1;6(2):42-8. doi:10.33187/jmsm.1234247