Abstract
The nonlinear complementarity problem (denoted by NCP(F)) can be reformulated as the solution of a nonsmooth system of equations. In this paper, we propose a new smoothing and regularization Newton method for solving nonlinear complementarity problem with P 0-function (P 0-NCP). Without requiring strict complementarity assumption at the P 0-NCP solution, the proposed algorithm is proved to be convergent globally and superlinearly under suitable assumptions. Furthermore, the algorithm has local quadratic convergence under mild conditions. Numerical experiments indicate that the proposed method is quite effective. In addition, in this paper, the regularization parameter ε in our algorithm is viewed as an independent variable, hence, our algorithm seems to be simpler and more easily implemented compared to many previous methods.
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Harker P.T., Pang J.-S.: Finite-dimensional variational inequality and nonlinear complementarity problems: a survey of theory, algorithms and applications. Math. Program. 48(1), 161–220 (1990)
Ferris M.C., Pang J.-S.: Engineering and economic applications of complementarity problems. SIAM Rev. 39(3), 669–713 (1997)
Geiger C., Kanzow C.: On the solution of monotone complementarity problems. Comput. Optim. Appl. 5, 155–173 (1996)
Kanzow C.: Some equation-based methods for the nonlinear complementarity problem. Optim. Methods Softw. 3, 327–340 (1994)
Ma C.-F., Nie P.-Y., Liang G.-P.: A new smoothing equations approach to the nonlinear complementarity problems. J. Comput. Math. 21, 747–758 (2003)
Pang J.S., Gabriel S.A.: NE/SQP: a robust algorithm for nonlinear complementarity problem. Math. Program. 60, 295–337 (1993)
Pang J.S.: A B-differentiable equations based, globally and locally quadratically convergent algorithm for nonlinear programming, complementarity, and variational inequality problems. Math. Program. 51, 101–131 (1991)
Nie P.-Y.: A null space approach for solving nonlinear complementarity problems. Acta Mathematicae Applicatae Sinica, English Series 22(1), 9–20 (2006)
Fischer A.: Solution of monotone complementarity problems with locally Lipschitz functions. Math. Program. 76(2), 513–532 (1997)
Chen B., Xiu N.: A global linear and local quadratic non-interior continuation method for nonlinear complementarity problems based on Chen–Mangasarian smoothing functions. SIAM J. Optim. 9(2), 605–623 (1999)
Chen X., Qi L., Sun D.: Global and superlinear convergence of the smoothing Newton method and its application to general box-constrained variational inequalities. Math. Comput. 67(1), 519–540 (1988)
Chen B., Harker P.T.: Smoothing approximations to nonlinear complementarity problems. SIAM J. Optim. 7(1), 403–420 (1997)
Qi H.: A regularized smoothing Newton method for box constrained variational inequality problems with P0-functions. SIAM J. Optim. 10(1), 315–330 (2000)
Qi L., Sun D.: Improving the convergence of non-interior point algorithm for nonlinear complementarity problems. Math. Comput. 69(1), 283–304 (2000)
Tseng P.: Error bounds and superlinear convergence analysis of some Newton-type methods in optimization. In: Di Pillo, G., Giannessi, F. (eds) Nonlinear Optimization and Related Topics, pp. 445–462. Kluwer, Boston (2000)
Derkse S., Ferris M.: MCPLIB: a collection of nonlinear mixed complementarity problems. Optim. Methods Softw. 5, 319–345 (1995)
Derkse S., Ferris M.: The PATH solver: a nonmonotone stabilization schems for mixed complementarity problems. Optim. Methods Softw. 5, 123–156 (1995)
Kojima M., Megiddo N., Nomo T., Yoshise A.: A Unified Approach to Interior-point Algorithms for Linear Complementarity Problems. Lecture Notes in Computer Science, vol. 538. Springer, New York (1991)
Pardalos P.M., Rosen J.B.: Global optimization approach to the linear complementarity problem. SIAM J. Sci. Stat. Comput. 9(2), 341–353 (1988)
Pardalos P.M., Ye Y., Han C.-G., Kalinski J.: Solution of P-matrix linear complementarity problems using a potential reduction algorithm. SIAM J. Matrix Anal. Appl. 14(4), 1048–1060 (1993)
Zhang L., Han J., Huang Z.: Superlinear/quadratic one-step smoothing Newton method for P 0-NCP. Acta Mathematica Sinica 26(2), 117–128 (2005)
Fischer A.: A special Newton-type optimization method. Optimization 24, 269–284 (1992)
Qi L., Sun D., Zhou G.: A new look at smoothing Newton methods for nonlinear complementarity problems and box constrained variational inequality problems. Math. Program. 87(1), 1–35 (2000)
Moré J.J., Rheinboldt W.C.: On P- and S-functions and related classes of n-dimensional nonlinear mappings. Linear Algebra Appl. 6(1), 45–68 (1973)
Facchinei F., Kanzow C.: Beyond monotonicity in regularization methods for nonlinear complementarity problems. SIAM J. Control Optim. 37(2), 1150–1161 (1999)
Huang Z., Han J., Xu D., Zhang L.: The noninterior continuation methods for solving the P 0-function nonlinear complementarity problem. Sci. China 44(2), 1107–1114 (2001)
Mifflin R.: Semismooth and semiconvex functions in constrained optimization. SIAM J. Control Optim. 15(1), 957–972 (1977)
Qi L., Sun J.: A nonsmooth version of Newton’s method. Math. Program. 58(2), 353–367 (1993)
Clarke F.H.: Optimization and Nonsmooth Analysis. Wiley, New York (1983)
Qi L.: Convergence analysis of some algorithms for solving nonsmooth equations. Math. Oper. Res. 18(1), 227–244 (1993)
Kanzow C.: Global convergence properties of some iterative methods for linear complementarity problems. Optimization 6, 326–334 (1996)
Kanzow C.: Some noninterior continuation methods for linear complementarity problems. SIAM J. Matrix Anal. Appl. 17, 851–868 (1996)
Xu S.: The global linear convergence of an infeasible noninterior path-following algorithm for complementarity problems with uniform P-funcitons. Math. Program. 87, 501–517 (2000)
Burke J., Xu S.: The global linear convergence of a non-interior path-following algorithm for linear complementarity problems. Math. Oper. Res. 23, 719–734 (1998)
Fathi Y.: Computational complexity of LCPs associated with positive definite matrices. Math. Program. 17, 335–344 (1979)
Ahn B.H.: Iterative methods for linear complementarity problem with upperbounds and lowerbounds. Math. Prog. 26, 265–315 (1983)
Pieraccini S., Gasparo M.G., Pasquali A.: Global Newton-type methods and semismooth reformulations for NCP. Appl. Numer. Math. 44, 367–384 (2003)
Jiang H., Qi L.: A new nonsmooth equations approach to nonlinear complementarity problems. SIAM J. Control Optim. 35, 178–193 (1997)
Pang J.S., Gabriel S.A.: NE/SQP: a robust algorithm for the nonlinear complementarity problem. Math. Program. 60, 295–337 (1993)
Huang Z.H., Han J., Chen Z.: Predictor-corrector smoothing Newton method, based on a new smoothing function, for solving the nonlinear complementarity problem with a P 0 function. J. Optim. Theory Appl. 117, 39–68 (2003)
Kanzow C.: Some noninterior continuation methods for linear complementarity problems. SIAM J. Matrix Anal. Appl. 17(4), 851–868 (1996)
Chen B., Harker P.: A non-interior-point continuation method for linear complementarity problems. SIAM J. Matrix Anal. Appl. 14(4), 1168–1190 (1993)
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The project supported by Fujian Natural Science Foundation (Grant No. 2009J01002) and National Natural Science Foundation of China (Grant No. 10661005).
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Ma, C. A new smoothing and regularization Newton method for P 0-NCP. J Glob Optim 48, 241–261 (2010). https://doi.org/10.1007/s10898-009-9489-9
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DOI: https://doi.org/10.1007/s10898-009-9489-9