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Hybrid Newton-Type Method for a Class of Semismooth Equations

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Abstract

In this paper, we present a hybrid method for the solution of a class of composite semismooth equations encountered frequently in applications. The method is obtained by combining a generalized finite-difference Newton method to an inexpensive direct search method. We prove that, under standard assumptions, the method is globally convergent with a local rate of convergence which is superlinear or quadratic. We report also several numerical results obtained applying the method to suitable reformulations of well-known nonlinear complementarity problems.

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References

  1. CHEN, X., MATSUNAGA, N., and YAMAMOTO, T., Smoothing Newton Methods for Nonsmooth Dirichlet Problems, Reformulation: Nonsmooth, Piecewise Smooth, Semismooth, and Smoothing Methods, Edited by M. Fukushima and L. Qi, Kluwer Academic Publishers, Dordrecht, Netherlands, pp. 65-79, 1999.

    Google Scholar 

  2. JIANG, H., QI, L., CHEN, X., and SUN, D., Semismoothness and Superlinear Convergence in Nonsmooth Optimization and Nonsmooth Equations, Nonlinear Optimization and Applications, Edited by G. Di Pillo and F. Giannessi, Plenum Press, New York, NY, pp. 197-212, 1996.

    Google Scholar 

  3. PANG, J. S., and QI, L., Nonsmooth Equations: Motivation and Algorithms, SIAM Journal on Optimization, Vol. 3, pp. 443-465, 1993.

    Google Scholar 

  4. POTRA, F. A., QI, L., and SUN, D., Secant Methods for Semismooth Equations, Numerische Mathematik, Vol. 80, pp. 305-324, 1998.

    Google Scholar 

  5. QI, L., and SUN, J., A Nonsmooth Version of Newton's Method, Mathematical Programming, Vol. 58, pp. 353-367, 1993.

    Google Scholar 

  6. QI, L., Convergence Analysis of Some Algorithms for Solving Nonsmooth Equations, Mathematics of Operations Research, Vol. 18, pp. 227-244, 1993.

    Google Scholar 

  7. JIANG, H., and RALPH, D., Global and Local Superlinear Convergence Analysis of Newton-Type Methods for Semismooth Equations with Smooth Least Squares, Reformulation: Nonsmooth, Piecewise Smooth, Semismooth, and Smoothing Methods, Edited by M. Fukushima and L. Qi, Kluwer Academic Publishers, Dordrecht, Netherlands, pp. 181-209, 1999.

    Google Scholar 

  8. DE LUCA, T., FACCHINEI, F., and KANZOW, C., A Semismooth Equation Approach to the Solution of Nonlinear Complementarity Problems, Mathematical Programming, Vol. 75, pp. 407-439, 1996.

    Article  Google Scholar 

  9. JIANG, H., and QI, L., A New Nonsmooth Equation Approach to Nonlinear Complementarity Problems, SIAM Journal on Control and Optimization, Vol. 35, pp. 178-193, 1997.

    Article  Google Scholar 

  10. BELLAVIA, S., GASPARO, M. G., and MACCONI, M., A Switching Method for Nonlinear Systems, Journal of Computational and Applied Mathematics, Vol. 71, pp. 83-93, 1996.

    Google Scholar 

  11. GASPARO, M. G., A Nonmonotone Hybrid Method for Nonlinear Systems, Optimization Methods and Software, Vol. 13, pp. 79-92, 2000.

    Google Scholar 

  12. CLARKE, F. H., Optimization and Nonsmooth Analysis, John Wiley and Sons, New York, NY, 1983.

    Google Scholar 

  13. LEWIS, R. M., TORCZON, V., and TROSSET, M. W., Direct Search Methods: Then and Now, Journal of Computational and Applied Mathematics, Vol. 124, pp. 191-207, 2000.

    Article  Google Scholar 

  14. POLAK, E., Optimization: Algorithms and Consistent Approximations, Springer Verlag, New York, NY, 1997.

    Google Scholar 

  15. FACCHINEI, F., and SOARES, J., A New Merit Function for Nonlinear Complementarity Problems and a Related Algorithm, SIAM Journal on Optimization, Vol. 7, pp. 225-247, 1997.

    Article  Google Scholar 

  16. MORé, J. J., and SORENSEN, D. C., Computing a Trust Region Step, SIAM Journal on Scientific and Statistical Computing, Vol. 4, pp. 553-572, 1983.

    Google Scholar 

  17. PIERACCINI, S., Metodi Ibridi per Equazioni Nonlineari Nondifferenziabili di Tipo Semismooth, PhD Thesis, Department of Mathematics, University of Milan, Milan, Italy, 2000.

    Google Scholar 

  18. FISCHER, A., A Special Newton-Type Optimization Method, Optimization, Vol. 24, pp. 269-284, 1992.

    Google Scholar 

  19. KANZOW, C., and KLEINMICHEL, H., A New Class of Semismooth Newton-Type Methods for Nonlinear Complementarity Problems, Computational Optimization and Applications, Vol. 11, pp. 227-251, 1998.

    Google Scholar 

  20. KELLEY, C. T., Iterative Methods for Linear and Nonlinear Equations, Frontiers in Applied Mathematics, SIAM, Philadelphia, Pennsylvania, 1999.

    Google Scholar 

  21. FACCHINEI, F., and SOARES, J., Testing a New Class of Algorithms for Nonlinear Complementarity Problems, Variational Inequalities and Network Equilibrium Problems, Edited by F. Giannessi and A. Maugeri, Plenum Press, New York, NY, pp. 69-83, 1995.

    Google Scholar 

  22. WATSON, L. T., Soluing the Nonlinear Complementarity Problem by a Homotopy Method, SIAM Journal on Control and Optimization, Vol. 17, pp. 36-46, 1979.

    Google Scholar 

  23. GEIGER, C., and KANZOW, C., On the Resolution of Monotone Complementarity Problems, Computational Optimization and Applications, Vol. 5, pp. 155-173, 1996.

    Article  Google Scholar 

  24. HOCK, W., and SCHITTKOWSKI, K., Text Examples for Nonlinear Programming Codes, Lecture Notes in Economics and Mathematical Systems, Springer Verlag, Berlin, Germany, Vol. 187, 1981.

    Google Scholar 

  25. CHEN, B., CHEN, X., and KANZOW, C., A Penalized Fischer-Burmeister NCP Function: Theoretical Inuestigation and Numerical Results, Preprint 126, Institute of Applied Mathematics, University of Hamburg, Hamburg, Germany, 1997.

    Google Scholar 

  26. DIRSKE, S. P., and FERRIS, M. C., MCPLIB: A Collection of Nonlinear Mixed Complementarity Problems, Optimization Methods and Software, Vol. 5, pp. 319-345, 1995.

    Google Scholar 

  27. FERRIS, M. C., and LUCIDI, S., Nonmonotone Stabilization Methods for Nonlinear Equations, Journal of Optimization Theory and Applications, Vol. 81, pp. 53-71, 1994.

    Google Scholar 

  28. LOPES, V. L. R., MARTíNEZ, J. M., and PéREZ, R., On the Local Convergence of Quasi-Newton Methods for Nonlinear Complementarity Problems, Applied Numerical Mathematics, Vol. 30, pp. 3-22, 1999.

    Google Scholar 

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Pieraccini, S. Hybrid Newton-Type Method for a Class of Semismooth Equations. Journal of Optimization Theory and Applications 112, 381–402 (2002). https://doi.org/10.1023/A:1013610108041

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