Skip to main content
Top
Published in: The Journal of Supercomputing 3/2014

01-06-2014

An efficient parallel solution for Caputo fractional reaction–diffusion equation

Authors: Chunye Gong, Weimin Bao, Guojian Tang, Bo Yang, Jie Liu

Published in: The Journal of Supercomputing | Issue 3/2014

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The computational complexity of Caputo fractional reaction–diffusion equation is \(O(MN^2)\) compared with \(O(MN)\) of traditional reaction–diffusion equation, where \(M\), \(N\) are the number of time steps and grid points. A efficient parallel solution for Caputo fractional reaction–diffusion equation with explicit difference method is proposed. The parallel solution, which is implemented with MPI parallel programming model, consists of three procedures: preprocessing, parallel solver and postprocessing. The parallel solver involves the parallel tridiagonal matrix vector multiplication, vector vector addition and constant vector multiplication. The sum of constant vector multiplication is optimized. As to the authors’ knowledge, this is the first parallel solution for Caputo fractional reaction–diffusion equation. The experimental results show that the parallel solution compares well with the analytic solution. The parallel solution on single Intel Xeon X5540 CPU runs more than three times faster than the serial solution on single X5540 CPU core, and scales quite well on a distributed memory cluster system.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

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!

Literature
1.
go back to reference Campos R, Rico-Melgoza J, Chvez E (2012) A new formulation of the fast fractional fourier transform. SIAM J Sci Comput 34(2):A1110–A1125. doi:10.1137/100812677 Campos R, Rico-Melgoza J, Chvez E (2012) A new formulation of the fast fractional fourier transform. SIAM J Sci Comput 34(2):A1110–A1125. doi:10.​1137/​100812677
2.
go back to reference Cao X, Mo Z, Liu X, Xu X, Zhang A (2011) Parallel implementation of fast multipole method based on jasmin. Sci China Inform Sci 54:757–766CrossRefMathSciNet Cao X, Mo Z, Liu X, Xu X, Zhang A (2011) Parallel implementation of fast multipole method based on jasmin. Sci China Inform Sci 54:757–766CrossRefMathSciNet
3.
go back to reference Cecilia J, Abellán J, Fernández J, Acacio M, Garca J, Ujaldn M (2012) Stencil computations on heterogeneous platforms for the jacobi method: Gpus versus cell be. J Supercomput 62:787–803. doi:10.1007/s11227-012-0749-y CrossRef Cecilia J, Abellán J, Fernández J, Acacio M, Garca J, Ujaldn M (2012) Stencil computations on heterogeneous platforms for the jacobi method: Gpus versus cell be. J Supercomput 62:787–803. doi:10.​1007/​s11227-012-0749-y CrossRef
4.
go back to reference Chen J (2007) An implicit approximation for the caputo fractional reaction-dispersion equation (in chinese). J Xiamen Univ (Nat Sci) 46(5):616–619 Chen J (2007) An implicit approximation for the caputo fractional reaction-dispersion equation (in chinese). J Xiamen Univ (Nat Sci) 46(5):616–619
5.
go back to reference Chen J, Liu F, Turner I, Anh V (2008) The fundamental and numerical solutions of the riesz space fractional reaction-dispersion equation. ANZIAM J 50:45–57CrossRefMATHMathSciNet Chen J, Liu F, Turner I, Anh V (2008) The fundamental and numerical solutions of the riesz space fractional reaction-dispersion equation. ANZIAM J 50:45–57CrossRefMATHMathSciNet
8.
go back to reference Dursun H, Kunaseth M, Nomura KI, Chame J, Lucas R, Chen C, Hall M, Kalia R, Nakano A, Vashishta P (2012) Hierarchical parallelization and optimization of high-order stencil computations on multicore clusters. J Supercomput 62:946–966. doi:10.1007/s11227-012-0764-z CrossRef Dursun H, Kunaseth M, Nomura KI, Chame J, Lucas R, Chen C, Hall M, Kalia R, Nakano A, Vashishta P (2012) Hierarchical parallelization and optimization of high-order stencil computations on multicore clusters. J Supercomput 62:946–966. doi:10.​1007/​s11227-012-0764-z CrossRef
11.
go back to reference Gong C, Bao W, Tang G (2013) A parallel algorithm for the riesz fractional reaction-diffusion equation with explicit finite difference method. Fract Calc Appl Anal 16(3):654–669CrossRefMathSciNet Gong C, Bao W, Tang G (2013) A parallel algorithm for the riesz fractional reaction-diffusion equation with explicit finite difference method. Fract Calc Appl Anal 16(3):654–669CrossRefMathSciNet
16.
go back to reference Hennessy JL, Patterson DA (2012) Computer architecture: a quantitative approach. Elsevier, Amsterdam Hennessy JL, Patterson DA (2012) Computer architecture: a quantitative approach. Elsevier, Amsterdam
18.
20.
go back to reference Klages R, Radons G, Sokolov I (2008) Anomalous transport: foundations and applications. Wiley, WeinheimCrossRef Klages R, Radons G, Sokolov I (2008) Anomalous transport: foundations and applications. Wiley, WeinheimCrossRef
25.
go back to reference Podlubny I (1999) Fractional differential equations. Academic Press, San DiegoMATH Podlubny I (1999) Fractional differential equations. Academic Press, San DiegoMATH
32.
go back to reference Teijeiro C, Sutmann G, Taboada G, Tourio J (2012) Parallel simulation of brownian dynamics on shared memory systems with openmp and unified parallel c. J Supercomput 1–13. doi:10.1007/s11227-012-0843-1 Teijeiro C, Sutmann G, Taboada G, Tourio J (2012) Parallel simulation of brownian dynamics on shared memory systems with openmp and unified parallel c. J Supercomput 1–13. doi:10.​1007/​s11227-012-0843-1
38.
go back to reference Zhang Z, Wang K, Li Q (2013) Accelerating a three-dimensional moc calculation using gpu with cuda and two-level gcmfd method. Ann Nucl Energy 62:445–451CrossRefMathSciNet Zhang Z, Wang K, Li Q (2013) Accelerating a three-dimensional moc calculation using gpu with cuda and two-level gcmfd method. Ann Nucl Energy 62:445–451CrossRefMathSciNet
39.
go back to reference Huang P, Liu F, Anh V, Turner I (2009) Stability and convergence of an implicit numerical method for the non-linear fractional reaction-subdiffusion process. IMA J Appl Math 74(5):645–667. doi:10.1093/imamat/hxp015 Huang P, Liu F, Anh V, Turner I (2009) Stability and convergence of an implicit numerical method for the non-linear fractional reaction-subdiffusion process. IMA J Appl Math 74(5):645–667. doi:10.​1093/​imamat/​hxp015
Metadata
Title
An efficient parallel solution for Caputo fractional reaction–diffusion equation
Authors
Chunye Gong
Weimin Bao
Guojian Tang
Bo Yang
Jie Liu
Publication date
01-06-2014
Publisher
Springer US
Published in
The Journal of Supercomputing / Issue 3/2014
Print ISSN: 0920-8542
Electronic ISSN: 1573-0484
DOI
https://doi.org/10.1007/s11227-014-1123-z

Other articles of this Issue 3/2014

The Journal of Supercomputing 3/2014 Go to the issue

Premium Partner