Abstract
Recently, there has been much interest in studying optimization problems over symmetric cones. This paper uses Euclidean Jordan algebras as a basic tool to construct a new smoothing function for symmetric cone complementarity problems. It is showed that this new function has similar structure and some good properties as the widely used symmetric perturbed Chen–Harker–Kanzow–Smale smooth function. In particularly, based on the function, we obtain global convergence and locally superlinear convergence of the smoothing Newton algorithm under two weaker assumptions respectively. Some numerical results for second-order cone complementarity problems are also reported.
Similar content being viewed by others
References
Facchinei, F., Pang, J.S.: Finite-Dimensional Variational Inequalities and Complementarity Problems.II, vol. I. Springer, New York (2003)
Fukushima, M.: Merit functions for variational inequality and complementarity problems. In: Di Pillo, G., Giannessi, F. (eds.) Nonlinear Optimization and Applications, pp. 155–170. Plenum Publishing Corporation, New York (1996)
Sun, D., Qi, L.: On NCP-functions. Comput. Optim. Appl. 13, 201–220 (1999)
Kong, L.C., Xiu, N.H.: New smooth C-function for symmetric cone complementarity problems. Optim. Lett. 1, 391–400 (2007)
Liu, Y.J., Zhang, L.W., Liu, M.J.: Extension of smoothing functions to symmetric cones complementarity problems. Appl. Math. J. Chin. Univ. Ser. B. 22, 245–252 (2007)
Mifflin, R.: Semismooth and semiconvex functions in constrained optimization. SIAM J. Control. Optim. 15, 957–972 (1977)
Faraut, U., Korányi, A.: Analysis on Symmetric Cones. Oxford University Press, New York (1994)
Huang, Z.H., Ni, T.: Smoothing algorithms for complementarity problems over symmetric cones. Comput. Optim. Appl. 45, 557–579 (2010)
Schmieta, S.H., Alizadeh, F.: Extension of primal-dual interior point algorithms to symmetric cones. Math. Program. 96, 409–438 (2003)
Yoshise, A.: Interior point trajectories and a homogeneous model for non-linear complementarity problems over symmetric cones. SIAM J. Optim. 17, 1129–1153 (2006)
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. App. 117, 39–68 (2003)
Huang, Z., Han, J., Xu, D., Zhang, L.: The noninterior continuation methods for solving the P0-function nonlinear complementarity problem. Sci. China. 44, 1107–1114 (2001)
Zhang, L.P., Gao, Z.Y.: Superlinear/quadratic one-step smoothing Newton method for P0-NCP without strict complementarity. Math. Meth. Oper. Res. 56, 231–241 (2002)
Acknowledgments
The project is supported by National Natural Science Foundation of China (Grant Nos. 11201074, 11071041) and The Scientific Research Special Fund Project of Fujian University (Grant No.JK2013060).
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Tang, J., Ma, C. A smoothing Newton method for symmetric cone complementarity problems. Optim Lett 9, 225–244 (2015). https://doi.org/10.1007/s11590-013-0704-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11590-013-0704-8