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Algebraic solutions of tropical optimization problems

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Abstract

We consider multidimensional optimization problems, which are formulated and solved in terms of tropical mathematics. The problems are to minimize (maximize) a linear or nonlinear function defined on vectors over an idempotent semifield, and may have constraints in the form of linear equations and inequalities. The aim of the paper is twofold: first to give a broad overview of known tropical optimization problems and solution methods, including recent results; and second, to derive a direct, complete solution to a new constrained optimization problem as an illustration of the algebraic approach recently proposed to solve tropical optimization problems with nonlinear objective functions.

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References

  1. M. Akian, R. Bapat, and S. Gaubert, in Handbook of Linear Algebra, Ed. by L. Hogben (Taylor and Francis, Boca Raton, 2007), p. 25–1.

  2. M. Akian, S. Gaubert, and A. Guterman, Internat. J. Algebra Comput. 22 (1), 1250001–1 (2012).

    Article  MathSciNet  Google Scholar 

  3. A. Aminu and P. Butkovic, IMA J.Manag. Math. 23 (1), 4 (2012).

    Article  MathSciNet  Google Scholar 

  4. F. L. Baccelli, G. Cohen, G. J. Olsder, and J.-P. Quadrat, Synchronization and Linearity: An Algebra for Discrete Event Systems (Wiley, Chichester, 1993).

    Google Scholar 

  5. P. Butkovic, in Algebraic and Combinatorial Methods in Operations Research, Ed. by R. E. Burkard, R. A. Cuninghame-Green, and U. Zimmermann (Elsevier, Amsterdam, 1984). p. 41.

  6. P. Butkovic, Max-linear Systems: Theory and Algorithms (Springer, London, 2010).

    Book  Google Scholar 

  7. P. Butkovic and A. Aminu, IMA J.Manag. Math. 20 (3), 233 (2009).

    Article  MathSciNet  MATH  Google Scholar 

  8. P. Butkovic and K. P. Tam, in Tropical and Idempotent Mathematics, Ed. by G. L. Litvinov and S. N. Sergeev (Contemp.Math., AMS, 2009), vol. 495, p. 115.

  9. B. Carré, Graphs and Networks (Clarendon Press, Oxford, 1979).

    MATH  Google Scholar 

  10. R. A. Cuninghame-Green, Oper. Res. Quart. 13 (1), 95 (1962).

    Article  Google Scholar 

  11. R. A. Cuninghame-Green, Math. Program. 10, 111 (1976).

    Article  MathSciNet  MATH  Google Scholar 

  12. R. Cuninghame-Green, Minimax Algebra (Springer, Berlin, 1979).

    Book  MATH  Google Scholar 

  13. R. A. Cuninghame-Green, Fuzzy Sets and Systems 41 (3), 251 (1991).

    Article  MathSciNet  MATH  Google Scholar 

  14. R. A. Cuninghame-Green, in Advances in Imaging and Electron Physics, Ed. by P. W. Hawkes (Academic Press, San Diego, 1994), p. 1.

  15. R. A. Cuninghame-Green and P. Butkovic, Theoret. Comput. Sci. 293 (1), 3 (2003).

    Article  MathSciNet  MATH  Google Scholar 

  16. B. De Schutter, PhD thesis (Katholieke Universiteit Leuven, Leuven, 1996).

    Google Scholar 

  17. B. De Schutter and T. van den Boom, Automatica 37 (7), 1049 (2001).

    Article  MATH  Google Scholar 

  18. L. Elsner and P. van den Driessche, Linear Algebra Appl. 385 (1), 47 (2004).

    Article  MathSciNet  MATH  Google Scholar 

  19. L. Elsner and P. van den Driessche, Linear Algebra Appl. 432 (4), 927 (2010).

    Article  MathSciNet  MATH  Google Scholar 

  20. G. M. Engel and H. Schneider, Czechoslovak Math. J. 25 (3), 389 (1975).

    MathSciNet  Google Scholar 

  21. S. Gaubert, IEEE Trans. Automat. Control 40 (11), 1931 (1995).

    Article  MathSciNet  MATH  Google Scholar 

  22. S. Gaubert, R. D. Katz, and S. Sergeev, J. Symbolic Comput. 47 (12), 1447 (2012).

    Article  MathSciNet  MATH  Google Scholar 

  23. M. Gavalec and K. Zimmermann, Cent. Eur. J. Oper. Res. 20, 409 (2012).

    Article  MathSciNet  Google Scholar 

  24. B. Giffler, Naval Res. Logist. Quart. 10 (1), 237 (1963).

    Article  Google Scholar 

  25. J. S. Golan, Semirings and Affine Equations Over Them: Theory and Applications (Kluwer, Dordrecht, 2003).

    Book  Google Scholar 

  26. M. Gondran and M. Minoux, Graphs, Dioids and Semirings: New Models and Algorithms (Springer, New York, 2008).

    Google Scholar 

  27. B. B. Gursoy, O. Mason, and S. Sergeev, Linear Algebra Appl. 438 (7), 2911 (2013).

    Article  MathSciNet  MATH  Google Scholar 

  28. B. Heidergott, G. J. Olsder, and J. van der Woude, Max-plus at Work: Modeling and Analysis of Synchronized Systems (Princeton Univ. Press, Princeton, 2006).

    Google Scholar 

  29. A. J. Hoffman, Naval Res. Logist. Quart. 10 (1), 369 (1963).

    Article  MathSciNet  MATH  Google Scholar 

  30. V. N. Kolokoltsov and V. P. Maslov, Idempotent Analysis and Its Applications (Kluwer, Dordrecht, 1997).

    Book  MATH  Google Scholar 

  31. N. K. Krivulin, Vestnik St. Petersburg Univ. Math. 38 (2), 42 (2005).

    MathSciNet  MATH  Google Scholar 

  32. N. K. Krivulin, Vestnik St. Petersburg Univ. Math. 39 (1), 16 (2006).

    MathSciNet  Google Scholar 

  33. N. K. Krivulin, Vestnik St. Petersburg Univ. Math. 39 (2), 72 (2006).

    MathSciNet  Google Scholar 

  34. N. K. Krivulin, Vestnik of Saint Petersburg University. Series 10. Appl. Math. 64 (3) (2009) [in Russian].

    Google Scholar 

  35. N. K. Krivulin, Methods of Idempotent Algebra for Problems in Modeling and Analysis of Complex Systems (Saint Petersburg Univ. Press, St. Petersburg, 2009) [in Russian].

    Google Scholar 

  36. N. K. Krivulin, Vestnik St. Petersburg Univ. Math. 44 (4), 272 (2011).

    Article  MathSciNet  MATH  Google Scholar 

  37. N. Krivulin, in Advances in Computer Science, Ed. by S. Yenuri (WSEAS Press, 2012), p. 146.

  38. N. Krivulin, WSEAS Trans. Math. 11 (7), 605 (2012).

    Google Scholar 

  39. N. Krivulin, Optimization 64 (5), 1107 (2015).

    Article  MathSciNet  Google Scholar 

  40. N. Krivulin, in Mathematical Methods and Optimization Techniques in Engineering, Ed. by D. Biolek, H. Walter, I. Utu, and C. von Lucken (WSEAS Press, 2013), p. 39.

  41. N. Krivulin and K. Zimmermann, in Mathematical Methods and Optimization Techniques in Engineering, Ed. by D. Biolek, H. Walter, I. Utu, and C. von Lucken (WSEAS Press, 2013), p. 86.

  42. N. Krivulin, in Relational and Algebraic Methods in Computer Science, Ed. by P. Höfner, P. Jipsen, W. Kahl, and M. E. Müller (Lecture Notes in Computer Science 8428, Springer, 2014), p. 362.

  43. N. Krivulin, in Tropical and Idempotent Mathematics and Applications, Ed. by G. L. Litvinov and S. N. Sergeev (Contemp. Math. 616, AMS, 2014), p. 163.

  44. N. Krivulin, Linear Algebra Appl. 468, 211 (2015).

    Article  MathSciNet  MATH  Google Scholar 

  45. N. Krivulin, Informatica (2015).

    Google Scholar 

  46. G. Litvinov, J.Math. Sci. (NY) 140 (3), 426 (2007).

    Article  MathSciNet  Google Scholar 

  47. S. N. N. Pandit, J. SIAM 9 (4), 632 (1961).

    MathSciNet  MATH  Google Scholar 

  48. I. V. Romanovskii, SovietMath. Dokl. 5 (6), 1684 (1964).

    Google Scholar 

  49. L. Superville, PhD thesis (The City University of New York, New York, 1978).

    Google Scholar 

  50. K. P. Tam, PhD thesis (The University of Birmingham, Birmingham, 2010).

    Google Scholar 

  51. N. N. Vorob’ev, SovietMath. Dokl. 4 (5), 1220 (1963).

    MATH  Google Scholar 

  52. K. Zimmermann, in Algebraic and Combinatorial Methods in Operations Research, Ed. by R. E. Burkard, R. A. Cuninghame-Green, and U. Zimmermann (Elsevier, Amsterdam, 1984), p. 357.

  53. K. Zimmermann, in Mathematical Programming at Oberwolfach II, Ed. by B. Korte and K. Ritter (Springer, Berlin, 1984), p. 237.

  54. K. Zimmermann, Optimization 24 (1–2), 31 (1992).

    Article  MathSciNet  MATH  Google Scholar 

  55. K. Zimmermann, Theoret. Comput. Sci. 293 (1), 45 (2003).

    Article  MathSciNet  MATH  Google Scholar 

  56. K. Zimmermann, in Linear Optimization Problems with Inexact Data (Springer, New York, 2006), p. 165.

    Book  MATH  Google Scholar 

  57. U. Zimmermann, Linear and Combinatorial Optimization in Ordered Algebraic Structures (Elsevier, Amsterdam, 1981).

    MATH  Google Scholar 

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Krivulin, N. Algebraic solutions of tropical optimization problems. Lobachevskii J Math 36, 363–374 (2015). https://doi.org/10.1134/S199508021504006X

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  • DOI: https://doi.org/10.1134/S199508021504006X

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