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Numerical methods for an algebraic Riccati equation arising in transport theory in the critical case

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Abstract

In this paper, we are interested in computing the minimal positive solution of an algebraic Riccati equation arising in transport theory. The coefficient matrices of this equation have two parameters \(\alpha \) and c. When \(0<\alpha< 1,0<c<1\), the existing numerical algorithms can solve its minimal positive solution very quickly and efficiently. However, these algorithms do not converge or converge slowly to the minimal positive solution for \(\alpha =0\) and \(c=1\). In this case, we propose two methods to improve the effectiveness of these algorithms. The first method is a modified double shift technique to transform the original algebraic Riccati equation into a new one, and the two equations have the same minimal positive solution. The second method is a deflating technique to transform the original equation into a new low-order algebraic Riccati equation, and we give the relationship between the minimal positive solutions of these two equations. The minimal positive solutions of two new equations both can be effectively solved by the existing algorithms. We show that two new equations both maintain the symmetry. Moreover, two new equations are M-matrix algebraic Riccati equations. Numerical experiments are given to illustrate the results.

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References

  • Bai ZZ, Gao YH, Lu LZ (2008) Fast iterative schemes for nonsymmetric algebraic Riccati equations arising from transport theory. SIAM J Sci Comput 30(2):804–818

    Article  MathSciNet  MATH  Google Scholar 

  • Bao L, Lin Y, Wei Y (2006) A modified simple iterative method for nonsymmetric algebraic Riccati equations arising in transport theory. Appl Math Comput 181(2):1499–1504

    MathSciNet  MATH  Google Scholar 

  • Bellman R, Wing G (1975) An introduction to invariant imbedding. Wiley, New York

    MATH  Google Scholar 

  • Bini DA, Iannazzo B, Meini B (2011) Numerical solution of algebraic Riccati equations. SIAM, Philadephia

    Book  MATH  Google Scholar 

  • Coron F (1990) Computation of the asymptotic states for linear half space kinetic problems. Transp Theory Stat Phys 19(2):89–114

    Article  MathSciNet  MATH  Google Scholar 

  • Dong L, Li J, Li G (2019) The double deflating technique for irreducible singular M-matrix algebraic Riccati equations in the critical case. Linear Multilinear Algebra 67(8):1653–1684

    Article  MathSciNet  MATH  Google Scholar 

  • Ganapol B (1992) An investigation of a simple transport model. Transp Theory Stat Phys 21(1–2):1–37

    Article  MathSciNet  MATH  Google Scholar 

  • Guo CH (2001) Nonsymmetric algebraic Riccati equations and Wiener–Hopf factorization for M-matrices. SIAM J Matrix Anal Appl 23(1):225–242

    Article  MathSciNet  MATH  Google Scholar 

  • Guo CH, Laub AJ (2000) On the iterative solution of a class of nonsymmetric algebraic Riccati equations. SIAM J Matrix Anal Appl 22(2):376–391

    Article  MathSciNet  MATH  Google Scholar 

  • Guo X, Li C (2010) Solving the nonnegative solution for a (shifted) nonsymmetric algebraic Riccati equation in the critical case. Appl Math Comput 216(6):1682–1686

    MathSciNet  MATH  Google Scholar 

  • Guo CH, Lin WW (2010) Convergence rates of some iterative methods for nonsymmetric algebraic Riccati equations arising in transport theory. Linear Algebra Appl 432(1):283–291

    Article  MathSciNet  MATH  Google Scholar 

  • Guo CH, Lu D (2016) On algebraic Riccati equations associated with regular singular M-matrices. Linear Algebra Appl 493:108–119

    Article  MathSciNet  MATH  Google Scholar 

  • Guo XX, Lin WW, Xu SF (2006) A structure-preserving doubling algorithm for nonsymmetric algebraic Riccati equation. Numer Math 103(3):393–412

    Article  MathSciNet  MATH  Google Scholar 

  • Guo CH, Iannazzo B, Meini B (2008) On the doubling algorithm for a (shifted) nonsymmetric algebraic Riccati equation. SIAM J Matrix Anal Appl 29(4):1083–1100

    Article  MathSciNet  MATH  Google Scholar 

  • Horn RA, Johnson CR (2012) Matrix analysis. Cambridge University Press, New York

    Book  Google Scholar 

  • Juang J, Lin WW (1998) Nonsymmetric algebraic Riccati equations and Hamiltonian-like matrices. SIAM J Matrix Anal Appl 20(1):228–243

    Article  MathSciNet  MATH  Google Scholar 

  • Juang J, Hsing CL, Nelson P (1995) Global existence, asymptotics and uniqueness for the reflection kernel of the angularly shifted transport equation. Math Models Methods Appl Sci 5(02):239–251

    Article  MathSciNet  MATH  Google Scholar 

  • Lin MM, Chiang CY (2013) The shift techniques for a nonsymmetric algebraic Riccati equation. Appl Math Comput 219(10):5083–5095

    MathSciNet  MATH  Google Scholar 

  • Lu LZ (2005) Solution form and simple iteration of a nonsymmetric algebraic Riccati equation arising in transport theory. SIAM J Matrix Anal Appl 26(3):679–685

    Article  MathSciNet  MATH  Google Scholar 

  • Wang WG, Wang WC, Li RC (2012) Alternating-directional doubling algorithm for M-matrix algebraic Riccati equations. SIAM J Matrix Anal Appl 33(1):170–194

    Article  MathSciNet  MATH  Google Scholar 

  • Wang WG, Wang WC, Li RC (2013) Deflating irreducible singular M-matrix algebraic Riccati equations. Numer Algebra Control Optim 3(3):491–518

    Article  MathSciNet  MATH  Google Scholar 

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Funding

This research is supported by the National Natural Science Foundation (No.11871444).

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Correspondence to Xiaoxia Guo.

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Communicated by Justin Wan.

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Sun, H., Guo, X. & Wang, W. Numerical methods for an algebraic Riccati equation arising in transport theory in the critical case. Comp. Appl. Math. 42, 277 (2023). https://doi.org/10.1007/s40314-023-02384-w

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  • DOI: https://doi.org/10.1007/s40314-023-02384-w

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