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Synthesis of Cutting and Separating Planes in a Nonsmooth Optimization Method1

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Cybernetics and Systems Analysis Aims and scope

Abstract

A solution algorithm is proposed for problems of nondifferentiable optimization of a family of separating plane methods with additional clippings generated by the solution of an auxiliary problem of the cutting plane method. The convergence of this algorithm is proved, and the results of computational experiments are given that demonstrate its overall computational efficiency compared to that of well-known leaders in this field. Transportation-type problems with constraints on flows are reduced to problems of projection of a sufficiently remote point onto an admissible set.

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References

  1. R. V. Namm and G. Woo, Introduction to the Theory and Solution Method for Variational Inequalities, Changwon National University Press, Changwon (2002).

    Google Scholar 

  2. F. N. Clarke, Y. S. Ledyaev, R. J. Stern, and P. R. Wolenski, Nonsmooth Analysis and Control Theory, Springer, New York (1998).

    MATH  Google Scholar 

  3. I. V. Sergienko, M. V. Mikhalevich, P. I. Stetsyuk, and L. B. Koshlai, “Models and information technologies for decision support during structural and technological changes,” Cybernetics and Systems Analysis, 45, No. 2, 204–213 (2009).

  4. I. V. Sergienko, Methods of Optimization and Systems Analysis for Problems of Transcomputational Complexity [in Ukrainian], Akademperiodika, Kyiv (2010).

    Google Scholar 

  5. N. Z. Shor and S. I. Stetsenko, Quadratic Extremal Problems and Nondifferentiable Optimization [in Russian], Naukova Dumka, Kyiv (1989).

    Google Scholar 

  6. J. Nocedal and S. Wright, Numerical Optimization, Springer Series in Operations Research and Financial Engineering, XXII, 2nd Ed., Springer, New York (2006).

    Google Scholar 

  7. B. T. Polyak, Introduction to Optimization [in Russian], 2nd Ed., LENAND, Moscow (2014).

    Google Scholar 

  8. A. S. Nemirovskii and D. B. Yudin, Complexity of Problems and Efficiency of Optimization Methods [in Russian], Nauka, Moscow (1979).

    Google Scholar 

  9. Yu. E. Nesterov, Introduction to Convex Optimization [in Russian], MTsNMO, Moscow (2010).

    Google Scholar 

  10. A. Yu. Levin, “On an algorithm for the minimization of convex functions,” DAN SSSR, 160, No. 6, 1244–1247 (1965).

  11. D. J. Newman, “Location of maximum on unimodal surfaces,” Journal of ACM, 12, 395–398 (1965).

    Article  MATH  Google Scholar 

  12. B. T. Polyak, “Minimization of nonsmooth functionals,” Computational Mathematics and Mathematical Physics, 9, No. 3, 509–521 (1969).

  13. E. A. Nurminski, “Envelope stepsize control for iterative algorithms based on Fejer processes with attractants,” Optimization Methods and Software, 25, No. 1, 97–108 (2010).

  14. K. C. Kiwiel, “An aggregate subgradient method for nonsmooth convex minimization,” Mathematical Programming, No. 27, 320–341 (1983).

  15. C. Lemarechal, “An extension of Davidon methods to nondifferentiable problems,” Mathematical Programming Study, No. 3, 95–109 (1975).

  16. P. Wolfe, “A method of conjugate subgradients for minimizing nondifferentiable functions,” Mathematical Programming Study, No. 3, 145–173 (1975).

  17. C. Lemarechal, A. Nemirovskii, and Yu. Nesterov, “New variants of bundle methods,” Mathematical Programming, No. 69, 111–148 (1995).

  18. R. Mifflin and C. Sagastizabal, “A VU-algorithm for convex minimization,” Mathematical Programming, No. 104, 583–608 (2005).

  19. Yu. Nesterov, Introductory Lectures on Convex Optimization: A Basic Course, Kluwer Academic Publishers, Boston (2004).

    Book  Google Scholar 

  20. Yu. Nesterov, “Smooth minimization of non-smooth functions,” Mathematical Programming, No. 103, 127–152 (2005).

  21. E. A. Nurminski, “Separating plane algorithms for convex optimization,” Mathematical Programming, No. 76, 373–391 (1997).

  22. E. A. Nurminski, “Separating plane method with bounded memory for the solution of convex nonsmooth optimization problems,” Computational Methods and Programming, 7, 133–137 (2006).

    Google Scholar 

  23. E. A. Vorontsova, “A projective separating plane method with additional clipping for non-smooth optimization,” WSEAS Transactions on Mathematics, 13, 115–121 (2014).

    Google Scholar 

  24. V. F. Demyanov and L. V. Vasilyev, Nondifferentiable Optimization [in Russian], Nauka, Moscow (1981).

    Google Scholar 

  25. E. A. Nurminski, Numerical Methods of Convex Optimization [in Russian], Nauka, Moscow (1991).

    Google Scholar 

  26. E. A. Nurminski, “Convergence of the suitable affine subspace method for finding the least distance to a simplex,” Computational Mathematics and Mathematical Physics, 45, No. 11, 1996-2004 (2005).

  27. E. Nurminski, “A quadratically convergent line-search algorithm for piecewise smooth convex optimization,” Optimization Methods and Software, No. 6, 59–80 (1995).

  28. E. A. Vorontsova, “A quickly convergent linear search algorithm in nondifferentiable optimization,” Informatics and Control Systems, No. 2, 39–48 (2012).

  29. P. I. Stetsyuk and E. A. Nurminski, “Nonsmooth penalty and subgradient algorithms to solve the problem of projection onto a polytope,” Cybernetics and Systems Analysis, 46, No. 1, 51–55 (2010).

  30. P. I. Stetsyuk, E. A. Nurminski, and D. I. Solomon, “Transportation problem and orthogonal projection onto linear manifolds,” in: Proc. Vth Intern. Sci. Conf. “Transportation systems and logistics,” Eureka, Chisinau (2013), pp. 251–263.

  31. B. N. Pshenichnyi, Convex Analysis and Extremal Problems [in Russian], Nauka, Moscow (1980).

    Google Scholar 

  32. N. Z. Shor, Methods of Nondifferentiable Optimization and Complicated Extremal Problems [in Russian], Eureka, Chisinau (2008).

    Google Scholar 

  33. D. B. Yudin and E. G. Holstein, Problems and Methods of Linear Programming: Transportation Type Problems [in Russian], 3rd Ed., Librokom, Moscow (2010).

    Google Scholar 

  34. E. Dolan and J. More, “Benchmarking optimization software with performance profiles,” Mathematical Programming, No. 91, 201–213 (2002).

  35. Octave Page [Electronic Resources], http://www.gnu.org/software/octave/.

  36. J. E. Kelley, “The cutting plane method for solving convex programs,” Journal of the SIAM, 8 (4), 703–712 (1960).

    MathSciNet  Google Scholar 

  37. N. Z. Shor, “Application of the method of gradient descent to the solution of the network transportation problem,” in: Proc. Sci. Seminar on Theoretical and Applied Problems of Cybernetics and Operations Research, Scientific Board of AS of UkrSSR on Cybernetics, Issue 1, Kiev (1962), pp. 9–17.

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Correspondence to E. A. Vorontsova.

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Translated from Kibernetika i Sistemnyi Analiz, No. 4, pp. 137–150, July–August, 2015.

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Vorontsova, E.A., Nurminski, E.A. Synthesis of Cutting and Separating Planes in a Nonsmooth Optimization Method1 . Cybern Syst Anal 51, 619–631 (2015). https://doi.org/10.1007/s10559-015-9753-6

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  • DOI: https://doi.org/10.1007/s10559-015-9753-6

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