Abstract
We consider a global optimization problem of minimizing a linear function subject to p linear multiplicative constraints as well as ordinary linear constraints. We show that this problem can reduce to a 2p-dimensional reverse convex program, and present an algorithm for solving the resulting problem. Our algorithm converges to a globally optimal solution and yields an ∈-approximate solution in finite time for any ∈ > 0. We also report some results of computational experiment.
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M. Avriel, W.E. Diewert, S. Schaible, and I. Zang, Generalized Concavity, Plenum Press: NY, 1988.
H.P. Benson and G.M. Boger, “Multiplicative programming problems: Analysis and efficient point search heuristic,” Journal of Optimization Theory and Applications, vol. 94, pp. 487-510, 1997.
T. Gal, Postoptimal Analyses, Parametric Programming and Related Topics, McGraw-Hill: NY, 1979.
R. Horst and P. Pardalos (Eds.), Handbook of Global Optimization, Kluwer Academic Publishers: Dordrecht, 1995.
R. Horst and H. Tuy, Global Optimization: Deterministic Approaches, 2nd edition, Springer: Berlin, 1993.
H. Konno and T. Kuno, “Linear multiplicative programming,” Mathematical Programming, vol. 56, pp. 51-64, 1992.
H. Konno and T. Kuno, “Multiplicative programming problems,” in Handbook of Global Optimization, R. Horst and P.M. Pardalos (Eds.), Kluwer Academic Publishers: Dordrecht, 1995, pp. 369-405.
H. Konno, C. Gao, and I. Saitoh, “Cutting plane/tabu search algorithms for solving low rank concave quadratic programming problems,” Journal of Global Optimization, vol. 13, pp. 225-240, 1998.
H. Konno, P.T. Thach, and H. Tuy, Optimization on Low Rank Nonconvex Structures, Kluwer Academic Publishers: Dordrecht, 1997.
H. Konno and Y. Yajima, “Minimizing and maximizing the product of linear fractional functions,” in Recent Advances in Global Optimization, C.A. Floudas and P.M. Pardalos (Eds.), Princeton University Press: NJ, 1992, pp. 259-273.
H. Konno, Y. Yajima, and T. Matsui, “Parametric simplex algorithms for solving a special class of nonconvex minimization problems,” Journal of Global Optimization, vol. 1, pp. 65-81, 1991.
T. Kuno, H. Konno, and Y. Yamamoto, “A parametric successive underestimation method for convex programming problems with an additional convex multiplicative constraint,” Journal of the Operations Research Society of Japan, vol. 35, pp. 290-299, 1992.
T. Kuno and T. Utsunomiya, “A pseudo-polynomial primal-dual algorithm for globally solving a production-transportation problem,” Journal of Global Optimization, vol. 11, pp. 163-180, 1997.
T. Kuno, Y. Yajima, Y. Yamamoto, and H. Konno, “Convex programs with an additional constraint on the product of several convex functions,” European Journal of Operational Research, vol. 77, pp. 314-324, 1994.
T. Kuno and Y. Yamamoto, “A finite algorithm for globally optimizing a class of rank-two reverse convex programs,” Journal of Global Optimization, vol. 12, pp. 247-265, 1998.
K. Maling, S.H. Mueller, and W.R. Heller, “On finding most optimal rectangular package plans,” Proc. 19th ACM/IEEE Design Automation Conference, pp. 663-670, 1982.
P.M. Pardalos, “Polynomial time algorithms for some classes of constrained nonconvex quadratic problems,” Optimization, vol. 21, pp. 843-853, 1990.
U. Pferschy and H. Tuy, “Linear Programs with an additional rank two reverse convex constraint,” Journal of Global Optimization, vol. 4, pp. 441-454, 1994.
P.T. Thach, “A nonconvex duality with zero gaps and applications,” SIAM Journal of Optimization, vol. 4, pp. 44-64, 1994.
P.T. Thach, R.E. Burkard, and W. Oettli, “Mathematical programs with a two-dimensional reverse convex constraint,” Journal of Global Optimization, vol. 1, pp. 145-154, 1991.
H. Tuy, “D.c. optimization: Theory, methods and algorithms,” in Handbook of Global Optimization, R. Horst and P.M. Pardalos (Eds.), Kluwer Academic Publishers: Dordrecht, 1995.
H. Tuy, S. Ghannadan, A. Migdalas, and P. Värbrand, “Strongly polynomial algorithm for a production-transportation problem with concave production cost,” Optimization, vol. 27, pp. 205-227, 1993.
T.C. Wang and D.F. Wong, “An optimal algorithm for floorplan area optimization,” Proc. 27th ACM/IEEE Design Automation Conference, pp. 180-186, 1990.
Y. Yajima and H. Konno, “A finitely convergent outer approximation method for lower rank bilinear programming problems,” Journal of the Operations Research Society of Japan, vol. 38, pp. 230-239, 1995.
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Kuno, T., Konno, H. & Irie, A. A Deterministic Approach to Linear Programs with Several Additional Multiplicative Constraints. Computational Optimization and Applications 14, 347–366 (1999). https://doi.org/10.1023/A:1026404623838
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DOI: https://doi.org/10.1023/A:1026404623838