Abstract
The filled function method is an effective approach to find the global minimizer. Two of the recently proposed filled functions are H(X) and L2(X). Although their numerical behavior is acceptable, they are not defined everywhere. This paper proposes a class of augmented filled functions with improved analyticity. Issues covered in the presented work include: theoretical properties, convergence analysis, geometric interpretation, algorithms, and numerical experiments. The overall performance of the new approach is comparable to the recently proposed ones.
Similar content being viewed by others
References
C. Carroll, “The created response surface technique for optimization nonlinear restrained systems,” Operations Research, vol. 9, pp. 169–184, 1961.
R. Courant, “Variational methods for the solution of problems of equilibrium and vibration,” Bulletin of the American Mathematical Society, vol. 49, pp. 1–23, 1943.
A. Fiacco and G. McCormick, Nonlinear Programming: Sequential Unconstrained Minimization Techniques, John Wiley: New York, 1968.
R. Ge, “A filled function method for finding a global minimizer of a function of several variables,” Mathematical Programming, vol. 46, pp. 91–204, 1990.
R. Ge and Y. Qin, “A class of filled functions for finding global minimizers of a function of several variables,” Journal of Optimization Theory and Applications, vol. 54, pp. 241–252, 1987.
R. Horst and H. Tuy, Global Optimization (Deterministic Approaches), 3rd edition, Springer-Verlag: Berlin, 1996.
A. Levy and A. Montalvo, “The tunneling algorithm for the global minimization of functions,” SIAM Journal on Scientific and Statistical Computing, vol. 6, pp. 15–29, 1985.
X. Liu, Several New Optimization Methods and Their Application to Electrical Engineering, M.Sc. thesis, Department of Electrical Engineering, Jiaotong University, 1987.
X. Liu, “Finding global minima with a computable filled function,” Journal of Global Optimization, vol. 19, pp. 151–161, 2001.
X. Liu, “Several filled functions with mitigators,” Applied Mathematics and Computation, vol. 133, pp. 375–387, 2002.
J. Pintér, Global Optimization in Action, Kluwer: Dordrecht, 1996.
M. Powell, “An efficient method for finding the minimum of a function of several variables without calculating derivatives,” Computer Journal, vol. 7, pp. 155–162, 1964.
K. Toh, “Global optimization by monotonic transformation,” Computational Optimization and Application, vol. 23, pp. 77–99, 2002.
A. Törn and A. Žilinskas, Global Optimization, Springer-Verlag: Berlin, 1989.
L. Vicente and P. Calamai, “Bilevel and multilevel programming: A bibliography review,” Journal of Global Optimization, vol. 5, pp. 291–306, 1994.
Z. Xu, H. Huang, P. Pardalos, and C. Xu, “Filled functions for unconstrained global optimization,” Journal of Global Optimization, vol. 20, pp. 49–65, 2001.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Liu, X. A Class of Augmented Filled Functions. Comput Optim Applic 33, 333–347 (2006). https://doi.org/10.1007/s10589-005-3061-4
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10589-005-3061-4