Skip to main content

2020 | OriginalPaper | Buchkapitel

On Solving the Quadratic Sum-of-Ratios Problems

verfasst von : Tatiana V. Gruzdeva, Alexander S. Strekalovsky

Erschienen in: Mathematical Optimization Theory and Operations Research

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This paper addresses the numerical solution of fractional programs with quadratic functions in the ratios. Instead of considering a sum-of-ratios problem directly, we developed an efficient global search algorithm, which is based on two approaches to the problem. The first one adopts a reduction of the fractional minimization problem to the solution of an equation with an optimal value of a parametric d.c. minimization problem. The second approach reduces the original problem to the optimization problem with nonconvex (d.c.) constraints. Hence, the fractional programs can be solved by applying the Global Search Theory of d.c. optimization.
The global search algorithm developed for sum-of-ratios problems was tested on the examples with quadratic functions in the numerators and denominators of the ratios. The numerical experiments demonstrated that the algorithm performs well when solving rather complicated quadratic sum-of-ratios problems with up to 100 variables or 1000 terms in the sum.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Ashtiani, A.M., Ferreira, P.A.V.: A branch-and-cut algorithm for a class of sum-of-ratios problems. Appl. Math. Comput. 268, 596–608 (2015)MathSciNetMATH Ashtiani, A.M., Ferreira, P.A.V.: A branch-and-cut algorithm for a class of sum-of-ratios problems. Appl. Math. Comput. 268, 596–608 (2015)MathSciNetMATH
5.
Zurück zum Zitat Dur, M., Horst, R., Thoai, N.V.: Solving sum-of-ratios fractional programs using efficient points. Optimization 49(5–6), 447–466 (2001)MathSciNetCrossRef Dur, M., Horst, R., Thoai, N.V.: Solving sum-of-ratios fractional programs using efficient points. Optimization 49(5–6), 447–466 (2001)MathSciNetCrossRef
7.
Zurück zum Zitat Frenk, J.B.G., Schaible, S.: Fractional programming. In: Hadjisavvas, S.S.N., Komlosi, S. (eds.) Handbook of Generalized Convexity and Generalized Monotonicity. Series Nonconvex Optimization and Its Applications, vol. 76, pp. 335–386. Springer, Heidelberg (2002). https://doi.org/10.1007/b101428CrossRef Frenk, J.B.G., Schaible, S.: Fractional programming. In: Hadjisavvas, S.S.N., Komlosi, S. (eds.) Handbook of Generalized Convexity and Generalized Monotonicity. Series Nonconvex Optimization and Its Applications, vol. 76, pp. 335–386. Springer, Heidelberg (2002). https://​doi.​org/​10.​1007/​b101428CrossRef
8.
Zurück zum Zitat Gruzdeva, T.V., Enkhbat, R., Tungalag, N.: Fractional programming approach to a cost minimization problem in electricity market. Yugoslav J. Oper. Res. 29(1), 43–50 (2019)MathSciNetCrossRef Gruzdeva, T.V., Enkhbat, R., Tungalag, N.: Fractional programming approach to a cost minimization problem in electricity market. Yugoslav J. Oper. Res. 29(1), 43–50 (2019)MathSciNetCrossRef
9.
Zurück zum Zitat Gruzdeva, T.V., Strekalovskiy, A.S.: On solving the sum-of-ratios problem. Appl. Math. Comput. 318, 260–269 (2018)MathSciNetMATH Gruzdeva, T.V., Strekalovskiy, A.S.: On solving the sum-of-ratios problem. Appl. Math. Comput. 318, 260–269 (2018)MathSciNetMATH
12.
Zurück zum Zitat Gruzdeva, T.V., Strekalovsky, A.S.: On a Solution of Fractional Programs via D.C. Optimization Theory. In: CEUR Workshop Proceedings, OPTIMA-2017, vol. 1987, pp. 246–252 (2017) Gruzdeva, T.V., Strekalovsky, A.S.: On a Solution of Fractional Programs via D.C. Optimization Theory. In: CEUR Workshop Proceedings, OPTIMA-2017, vol. 1987, pp. 246–252 (2017)
13.
Zurück zum Zitat Hiriart-Urruty, J.B.: Generalized differentiability, duality and optimization for problems dealing with difference of convex finctions. In: Ponstein, J. (ed.) Convexity and Duality in Optimization. Lecture Notes in Economics and Mathematical Systems, vol. 256, pp. 37–69. Springer, Berlin (1985). https://doi.org/10.1007/978-3-642-45610-7_3CrossRef Hiriart-Urruty, J.B.: Generalized differentiability, duality and optimization for problems dealing with difference of convex finctions. In: Ponstein, J. (ed.) Convexity and Duality in Optimization. Lecture Notes in Economics and Mathematical Systems, vol. 256, pp. 37–69. Springer, Berlin (1985). https://​doi.​org/​10.​1007/​978-3-642-45610-7_​3CrossRef
15.
Zurück zum Zitat Horst, R., Pardalos, P.M. (eds.): Handbook of Global Optimization. Nonconvex Optimization and its Applications. Kluwer Academic Publishers, Dordrecht (1995) Horst, R., Pardalos, P.M. (eds.): Handbook of Global Optimization. Nonconvex Optimization and its Applications. Kluwer Academic Publishers, Dordrecht (1995)
17.
Zurück zum Zitat Ma, B., Geng, L., Yin, J., Fan, L.: An effective algorithm for globally solving a class of linear fractional programming problem. J. Softw. 8(1), 118–125 (2013)CrossRef Ma, B., Geng, L., Yin, J., Fan, L.: An effective algorithm for globally solving a class of linear fractional programming problem. J. Softw. 8(1), 118–125 (2013)CrossRef
18.
Zurück zum Zitat Schaible, S., Shi, J.: Fractional programming: the sum-of-ratios case. Optim. Meth. Softw. 18, 219–229 (2003)MathSciNetCrossRef Schaible, S., Shi, J.: Fractional programming: the sum-of-ratios case. Optim. Meth. Softw. 18, 219–229 (2003)MathSciNetCrossRef
19.
Zurück zum Zitat Strekalovsky, A.S.: Elements of Nonconvex Optimization. Nauka, Novosibirsk (2003). (in Russian) Strekalovsky, A.S.: Elements of Nonconvex Optimization. Nauka, Novosibirsk (2003). (in Russian)
21.
Zurück zum Zitat Strekalovsky, A.S.: On local search in d.c. optimization problems. Appl. Math. Comput. 255, 73–83 (2015)MathSciNetMATH Strekalovsky, A.S.: On local search in d.c. optimization problems. Appl. Math. Comput. 255, 73–83 (2015)MathSciNetMATH
25.
Zurück zum Zitat Strekalovsky, A.S.: Minimizing sequences in problems with D.C. constraints. Comput. Math. Math. Phys. 45(3), 418–429 (2005)MathSciNet Strekalovsky, A.S.: Minimizing sequences in problems with D.C. constraints. Comput. Math. Math. Phys. 45(3), 418–429 (2005)MathSciNet
26.
Zurück zum Zitat Strekalovsky, A.S., Gruzdeva, T.V.: Local Search in Problems with Nonconvex Constraints. Comput. Math. Math. Phys. 47, 381–396 (2007)MathSciNetCrossRef Strekalovsky, A.S., Gruzdeva, T.V.: Local Search in Problems with Nonconvex Constraints. Comput. Math. Math. Phys. 47, 381–396 (2007)MathSciNetCrossRef
27.
Zurück zum Zitat Strongin, R.G., Sergeyev, Y.D.: Global Optimization with Non-Convex Constraints. Sequential and Parallel Algorithms. Springer, New York (2000)CrossRef Strongin, R.G., Sergeyev, Y.D.: Global Optimization with Non-Convex Constraints. Sequential and Parallel Algorithms. Springer, New York (2000)CrossRef
Metadaten
Titel
On Solving the Quadratic Sum-of-Ratios Problems
verfasst von
Tatiana V. Gruzdeva
Alexander S. Strekalovsky
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-49988-4_8