Abstract
In this paper, we present a preconditioned general two-step modulus-based iteration method to solve a class of linear complementarity problems. Its convergence theory is proved when the system matrix A is an H+-matrix by using classical and new results from the theory of splitting. Numerical experiments show that the proposed methods are superior to the existing methods in actual implementation.
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Bai, Z.-Z.: Modulus-based matrix splitting iteration methods for linear complementarity problems. Numer. Linear Algebra Appl. 17, 917–933 (2010)
Li, W., Zheng, H.: A preconditioned modulus-based iteration method for solving linear complementarity problems of H-matrices. Linear and Multilinear Algebra 64, 1390–1403 (2016)
Cottle, R.W., Pang, J.-S., Stone, R.E.: The Linear Complementarity Problem. Academic Press, San Diego (1992)
Li, W.: A general modulus-based matrix splitting iteration method for linear complementarity problems of H-matrices. Appl. Math. Lett. 26, 1159–1164 (2013)
Bai, Z.-Z., Wang, D.-R.: A class of parallel nonlinear multisplitting relaxation methods for the large sparse nonlinear complemenarity problems. Comput. Math. Appl. 32, 79–95 (1996)
Jiang, Y.-J., Zeng, J.-P.: A multiplicative Schwarz algorithm for the nonlinear complementarity problem with an M-function. Bull. Aust. Math. Soc. 28, 353–366 (2010)
Li, R., Yin, J.-F.: Accelerated modulus-based matrix splitting iteration methods for a class of restricted nonlinear complementarity problems. Numer. Alogrithms 75, 339–358 (2017)
Li, R., Wang, Y., Yin, J.-F.: On the convergence of two-step modulus-based matrix splitting iteration methods for a restricted class of nonlinear complementarity problems with h+-matrices. Numer. Math. Theor. Meth. Appl. 11, 128–139 (2018)
Li, R., Yin, J.-F.: On the convergence of modulus-based matrix splitting iteration methods for a class of nonlinear complementarity problems with h+-matrices. J. Comput. Appl. Math. 342, 202–209 (2018)
Chen, J.-S., Tseng, P.: An unconstrained smooth minimization reformulation of the second-order cone complementarity problem. Math. Program. 104, 293–327 (2005)
Zhang, L.-H., Yang, W.-H.: An efficient algorithm for second-order cone linear complementarity problems. Math. Comput. 83, 1701–1726 (2013)
Zhang, L.-H., Yang, W.-H., Shen, C.-G., Li, R.-C.: A krylov subspace method for large-scale second-order cone linear complementarity problem. SIAM J. Sci. Comput. 37, 2046–2075 (2015)
Zhang, L.-H., Yang, W.-H.: An efficient matrix splitting method for the second-order cone complementarity problem. SIAM J. Optim. 24, 1178–1205 (2014)
Mutry, K.G.: Linear Complementarity, Linear and Nonlinear Programming. Heldermann Verlag, Berlin (1988)
Ferris, M.C., Pang, J.-S.: Engineering and economic applications of complementarity problems. SIAM Rev. 39, 669–713 (1997)
Bai, Z.-Z., Buccini, A., Hayami, K., Reichel, L., Yin, J.-F., Zheng, N.: Modulus-based iterative methods for constrained Tikhonov regularization. J. Comput. Appl. Math. 319, 1–13 (2017)
Zheng, N., Yin, J.-F.: On the convergence of projected triangular decomposition methods for pricing American options with stochastic volatility. Appl. Math. Comput. 223, 411–422 (2013)
Mangasarian, O.L.: Solutions of symmetric linear complementarity problems by iterative methods. J. Optim. Theory Appl. 22, 465–485 (1977)
Yuan, D.-J., Song, Y.-Z.: Modified AOR methods for linear complementarity problem. Appl. Math. Comput. 140, 53–67 (2003)
Ren, H., Wang, X., Tang, X.-B., Wang, T.: The general two-sweep modulus-based matrix splitting iteration method for solving linear complementarity problems. Comput. Math. Appl. https://doi.org/10.1016/j.camwa.2018.10.040 (2018)
Sberi, N.H., Edalatpandh, S.A.: Modification of iterative methods for solving linear complementarity problems. Eng. Comput. 30, 910–923 (2013)
Hadjidimos, A., Tzoumas, M.: On the solution of the linear complementarity problem by generalized accelerated overrelaxation iterative method. J. Optim. Theory Appl. 165, 545–562 (2015)
Bai, Z.-Z., Evans, D.J.: Matrix multisplitting relaxation methods for linear complementarity problems. Intern. J. Comput. Math. 63, 309–326 (1997)
Bai, Z.-Z.: On the convergence of the multisplitting methods for the linear complementarity problem. SIAM J. Matrix Anal. Appl. 21, 67–78 (1999)
Bai, Z.-Z., Evans, D.J.: Matrix multisplitting methods with applications to linear complementarity problems: parallel synchronous and chaotic methods. Reseaux et systemes repartis: Calculateurs Paralleles 13, 125–154 (2001)
Bai, Z.-Z., Evans, D.J.: Matrix multisplitting methods with applications to linear complementarity problems: parallel asynchronous methods. Int. J. Comput. Math. 79, 205–232 (2002)
Cvethović, L., Hadjidimos, A., Kostić, V.: On the choice of parameters in MAOR type splitting methods for the linear complementarity problem. Numer. Algorithms 67, 793–806 (2014)
van Bokhoven, W.M.G.: Piecewise-Linear Modelling and Analysis. Proefschrift, Eindhoven (1981)
Zhang, L.-L., Ren, Z.-R.: Improved convergence theorems of modulus-based matrix splitting iteration methods for linear complementarity problems. Appl. Math. Lett. 26, 638–642 (2013)
Lin, X.-L., Zhao, Z.-Q.: Existence and uniqueness of symmetric positive solutions of 2n-order nonlinear singular boundary value problems. Appl. Math. Lett. 26, 692–698 (2013)
Zheng, N., Yin, J.-F.: Accelerated modulus-based matrix splitting iteration methods for linear complemenatrity problems. Numer. Algorithms 64, 245–262 (2013)
Zheng, N., Yin, J.-F.: Convergence of accelerated modulus-based matrix splitting iteration methods for linear complementarity problem with an h+-matrix. J. Comput. Appl. Math. 260, 281–293 (2014)
Zhang, L.-L.: Two-step modulus-based matrix splitting iteration method for linear compelementarity problems. Numer. Algorithms 57, 83–99 (2011)
Zhang, L.-L.: Two-step modulus-based synchronous multisplitting iteration methods for linear compelementarity problems. J. Comput. Math. 33, 100–112 (2015)
Zheng, H., Luo, J.: A preconditioned two-steps modulus-based matrix splitting iteration method for solving linear complementarity problems of H-matrices. Math. Numer. Sin. 40, 24–32 (2018)
Bai, Z.-Z., Zhang, L.-L.: Modulus-based synchronous multisplitting iteration methods for linear complementarity problems. Numer. Linear Algebra Appl. 20, 425–439 (2013)
Bai, Z.-Z., Zhang, L.-L.: Modulus-based synchronous two-stage multisplitting iteration methods for linear complementarity problems. Numer. Algorithms 62, 59–77 (2013)
Wang, B., Xu, X., Meng, F.: Trigonometric collocation methods based on Lagrange basis polynomials for multi-frequency oscillatory second order differential equations. J. Comput. Appl. Math. 313, 185–201 (2017)
Wang, X., Li, J., Fang, Z.: Development and analysis of Crank-Nicolson scheme for metamaterial Maxwell’s equations on nonuniform rectangular grids. Numer. Methods Partial Differential Eq. 34, 2040–2059 (2018)
Wu, X.-P., Peng, X.-F., Li, W.: A preconditioned general modulus-based matrix splitting iteration method for linear complementarity problems of H-matrices. Numer. Algorithms. https://doi.org/10.1007/s11075-018-0477-3 (2018)
Bai, Z.-Z., Zhang, L.-L.: Modulus-based multigrid methods for linear complementarity problems. Numer. Linear Algerba Appl. 24, 1–15 (2017)
Frommer, A., Mayer, G.: Convergence of relaxed parallel multisplitting methods. Linear Algebra Appl. 119, 141–152 (1989)
Berman, A., Plemmons, R.J.: Nonngeative matrices in the mathematical sciences phimadelphia(PA): SIAM (1994)
Hu, J.-G.: Estimates of ||b− 1a||∞ and their applications. Math. Numer. Sin. 4, 272–282 (1982)
Bai, Z.-Z.: On the convergence of additive and multiplicative splitting iterations for systems of linear equations. J. Comput. Appl. Math. 154, 195–214 (2003)
Bai, Z.-Z.: On SSOR-like preconditioners for non-Hermitian positive definite matrices. Numer. Linear Algerba Appl. 23, 37–60 (2016)
Funding
This work is financially supported by NNSF of China with grant nos.11461046 and 11801258; NSF of Jiangxi, China with grant nos.20181ACB20001, 20171BAB211006, and 20161ACB21005; and the Program for Young Excellent Talents, UIBE, China (18YQ04).
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Ren, H., Wang, X., Tang, XB. et al. A preconditioned general two-step modulus-based matrix splitting iteration method for linear complementarity problems of H+-matrices. Numer Algor 82, 969–986 (2019). https://doi.org/10.1007/s11075-018-0637-5
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DOI: https://doi.org/10.1007/s11075-018-0637-5