Algorithm 829

ACM Transactions on Mathematical Software - Tập 29 Số 4 - Trang 469-480 - 2003
Marco Gaviano1, Dmitri E. Kvasov2, Daniela Lera1, Yaroslav D. Sergeyev3
1Università di Cagliari, Cagliari, Italy
2Università di Roma "La Sapienza" and University of Nizhni Novgorod, Italy
3Università della Calabria and University of Nizhni Novgorod, Italy

Tóm tắt

A procedure for generating non-differentiable, continuously differentiable, and twice continuously differentiable classes of test functions for multiextremal multidimensional box-constrained global optimization is presented. Each test class consists of 100 functions. Test functions are generated by defining a convex quadratic function systematically distorted by polynomials in order to introduce local minima. To determine a class, the user defines the following parameters: (i) problem dimension, (ii) number of local minima, (iii) value of the global minimum, (iv) radius of the attraction region of the global minimizer, (v) distance from the global minimizer to the vertex of the quadratic function. Then, all other necessary parameters are generated randomly for all 100 functions of the class. Full information about each test function including locations and values of all local minima is supplied to the user. Partial derivatives are also generated where possible.

Từ khóa


Tài liệu tham khảo

Ali M. M. Khompatraporn C. and Zabinsky Z. B. To appear. A numerical evaluation of several global optimization algorithms on selected benchmark test problems. J. Global Optimizat. 10.1007/s10898-004-9972-2 Ali M. M. Khompatraporn C. and Zabinsky Z. B. To appear. A numerical evaluation of several global optimization algorithms on selected benchmark test problems. J. Global Optimizat. 10.1007/s10898-004-9972-2

Dixon L. C. W. and Szegö G. P. Eds. 1978. Towards Global Optimization. Vol. 2. North-Holland Amsterdam. Dixon L. C. W. and Szegö G. P. Eds. 1978. Towards Global Optimization. Vol. 2. North-Holland Amsterdam.

10.1145/275323.275331

Floudas C. A. and Pardalos P. M. 1990. A collection of test problems for constrained global optimization algorithms. In Lecture Notes in Computer Science G. Goos and J. Hartmanis Eds. Vol. 455. Springer Verlag Berlin--New York. Floudas C. A. and Pardalos P. M. 1990. A collection of test problems for constrained global optimization algorithms. In Lecture Notes in Computer Science G. Goos and J. Hartmanis Eds. Vol. 455. Springer Verlag Berlin--New York.

Floudas C. A. Pardalos P. M. Adjiman C. Esposito W. Gümüs Z. Harding S. Klepeis J. Meyer C. and Schweiger C. 1999. Handbook of Test Problems in Local and Global Optimization. Kluwer Academic Publishers Dordrecht. Floudas C. A. Pardalos P. M. Adjiman C. Esposito W. Gümüs Z. Harding S. Klepeis J. Meyer C. and Schweiger C. 1999. Handbook of Test Problems in Local and Global Optimization. Kluwer Academic Publishers Dordrecht.

10.1023/A:1008225728209

Horst R. and Pardalos P. M. Eds. 1995. Handbook of Global Optimization. Kluwer Academic Publishers Dordrecht. Horst R. and Pardalos P. M. Eds. 1995. Handbook of Global Optimization. Kluwer Academic Publishers Dordrecht.

10.1007/BF00940675

10.1145/168173.168420

Knuth D., Seminumerical Algorithms

Li Y., 1992, Generating quadratic assignement test problems with known optimal permutations, Comp. Optim. Appl., 1, 163, 10.1007/BF00253805

10.1023/A:1021956306041

10.1145/355934.355936

10.1007/BF02191668

Moshirvaziri K., 1996, Test problem construction for linear bilevel programming problem. Special Issue: Hierarchical and Bilevel Programming, J. Global Optimizat., 8, 3, 10.1007/BF00121267

10.1145/328512.328516

10.1145/103147.103156

Pintér J., Handbook of Global Optimization

Schittkowski K. 1980. Nonlinear Programming Codes. Springer Verlag Berlin--New York. Schittkowski K. 1980. Nonlinear Programming Codes. Springer Verlag Berlin--New York.

Schittkowski K. 1987. More Test Examples for Nonlinear Programming Codes. Springer Verlag Berlin--New York. Schittkowski K. 1987. More Test Examples for Nonlinear Programming Codes. Springer Verlag Berlin--New York.

Schoen F., 1993, A wide class of test functions for global optimization, J. Global Optimizat., 3, 133, 10.1007/BF01096734

Sung Y. Y., 1982, Global minimum test problem construction, Math. Progr., 24, 353, 10.1007/BF01585116