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Outer Cut Methods in Global Optimization

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Optimization, Parallel Processing and Applications

Part of the book series: Lecture Notes in Economics and Mathematical Systems ((LNE,volume 304))

Summary

A brief report is presented on recent developments in outer cut methods for solving certain classes of constrained global optimization problems. First, two theorems are stated each of which is helpful to assert convergence of a basic concept. Nonlinear cuts and unbounded feasible sets are admitted. A broad class of new cutting plane methods can be deduced. Moreover, a practically useful constraint dropping strategy is given and, finally, some questions of numerical implementations are discussed including the computation of new vertices generated by a cut and the identification of redundant constraints.

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References

  1. Cheney, E.W., Goldstein, A.A.: Newton’s Method for Convex Programming and Tchebycheff Approximation. Numer. Math. 1, 253–268, 1959.

    Article  Google Scholar 

  2. Dantzig, G.B., Wolfe, P.: Decomposition Principle for Linear Programs, Oper. Res. 8, 101–111, 1960.

    Google Scholar 

  3. Dyer, M.E.: The Complexity of Vertex Enumeration Methods. Math. Oper. Res. 8, 381–402, 1983.

    Article  Google Scholar 

  4. Dyer, M.E., Proll, L.G.: An Algorithm for Determining All Extreme Points of a Convex Polytope. Math. Programming 12, 81–96, 1977.

    Article  Google Scholar 

  5. Dyer, M.E., Proll, L.G.: An Improved Vertex Enumeration Algorithm. Europ. J. Oper. Res. 9, 359–368, 1982.

    Article  Google Scholar 

  6. Eaves, B.C., Zangwill, W.I.: Generalized Cutting Plane Algorithms. SIAM J. Control 9, 529–542, 1971.

    Google Scholar 

  7. Falk, J., Hoffmann, R.R.: A Successive Underestimation Method for Concave Minimization Problems. Math. Oper. Res. 1, 251–259, 1976.

    Article  Google Scholar 

  8. Fukushima, M.: An Outer Approximation Algorithm for Solving General Convex Programs. Oper. Res. 31, 101–113, 1983.

    Article  Google Scholar 

  9. Fukushima, M.: On the Convergence of a Class of Outer Approximation mation Algorithms for Convex Programs. J. Comput. Appl. Math. 10, 147–156, 1984.

    Article  Google Scholar 

  10. Giannessi, F., Niccolucci, F.: Connections between nonlinear and integer programming problems. Symposia Mathematica XIX, Istituto Nazionale di Alta Math., Acad. Press N.Y., 161–178, 1976.

    Google Scholar 

  11. Hoffman, R.R.: A Method for Globally Minimizing Concave Functions over Convex Sets. Math. Programming 20, 22–32, 1981.

    Article  Google Scholar 

  12. Hogan, W.W.: Applications of a General Convergence Theory for Outer Approximation Algorithms. Math. Programming 5, 151–168, 1973.

    Article  Google Scholar 

  13. Horst, R.: On the Global Minimization of Concave Functions: Introduction and Survey. Oper. Res. Spektrum 6, 195–205, 1984.

    Article  Google Scholar 

  14. Horst, R., Thoai, Ng.V., Tuy, H.: Outer Approximation by Polyhedral Convex Sets, forthcoming in Oper. Res. Spektrum.

    Google Scholar 

  15. Horst, R., Thoai, Ng.V., Tuy, H.: On an Outer Approximation Concept. Arbeitsbericht Universität Trier, Fachbereich IV - Mathematik 8, 1987, submitted.

    Google Scholar 

  16. Horst, R., Thoai, Ng. V., de Vries, J.: On Finding New Vertices and Redundant Constraints in Cutting Plane Algorithms for Global Optimization. Arbeitsbericht Universität Trier, Fachbereich IV - Mathematik 10, 1987, submitted.

    Google Scholar 

  17. Kelley, J.E.: The Cutting-Plane Method for Solving Convex Programs. J. SIAM 8, 703–712, 1960.

    Google Scholar 

  18. Kiwiel, R.C.: Methods of Descent for Nondifferentiable Optimization. Lecture Notes in Mathematics 1133, Springer, 1985

    Google Scholar 

  19. Matheis, T.H., Rubin, D-.S.: A Survey and Comparison of Methods for Finding All Vertices of Convex Polyhedral Sets. Math. Oper. Res. 5, 167–184, 1980.

    Article  Google Scholar 

  20. Mayne, D.Q., Polak, E.: Outer Approximation Algorithm for Non-differentiable Optimization Problems, J.Optim. Th. and Appl. 42, 19–30, 1984

    Article  Google Scholar 

  21. Pardalos, P.M., Rosen, J.B.: Methods for Global Concave Minimization: A Bibliographic Survey. SIAM Review 28, 367–379, 1986.

    Article  Google Scholar 

  22. Pardalos, P.M., Rosen, J.B.: Constrained Global Optimization: Algo rithms and Applications, to appear in Lecture Notes in Computer Science, Springer, 1987.

    Google Scholar 

  23. Parikh, S.C.: Approximate Cutting Planes in Nonlinear Programming. Math. Programming 11, 184–198, 1976.

    Article  Google Scholar 

  24. Raghavachari, M.: On Connections between Zero-One-Integer Programming and Concave Programming under Linear Constraints. Oper. Res. 17, 680–684, 1969.

    Article  Google Scholar 

  25. Thach, P.T., Tuy, H.: Global Optimization under Lipschitzian Constraints, forthcoming in Japanes J. Appl. Math. 1987.

    Google Scholar 

  26. Thach, P.T., Tuy, Thoai, Ng.V.: Design Centering Problem with Lipschitzian Structure. Preprint, Institut of Mathematics, Hanoi, submitted.

    Google Scholar 

  27. Thieu, T.V., Tam, B.T., Ban, V.T.: An Outer Approximation Method for Globally Minimizing a Concave Function over a Compact Convex Set. Acta Math. Vietnamica 8,1, 21–40, 1983.

    Google Scholar 

  28. Topkis, D.M.: Cutting Plane Methods without Nested Constraint Sets. Oper. Res. 18, 404–413, 1970.

    Article  Google Scholar 

  29. Tuy, H.: On Outer Approximation Methods for Solving Concave Minimization Problems. Acta Math. Vietnamica 8,2, 3–34, 1983.

    Google Scholar 

  30. Tuy, H.: Convex Programs with an Additional Reverse Convex Constraint. J. Optim. Th. and Appl. 52, 463–486, 1987.

    Article  Google Scholar 

  31. Tuy, H.: A General Deterministic Approach to Global Optimization via D.C.-Programming, in: Fermat Day 1985: Mathematics for Optimization, ed. J.B. Hiriart-Urruty, Mathematical Studies Series, North-Holland, 1986

    Google Scholar 

  32. Veinott, A.F.: The Supporting Hyperplane Method for Unimodal Programming. Oper. Res. 15, 147–152, 1967.

    Article  Google Scholar 

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© 1988 Springer-Verlag Berlin Heidelberg

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Horst, R. (1988). Outer Cut Methods in Global Optimization. In: Kurzhanski, A., Neumann, K., Pallaschke, D. (eds) Optimization, Parallel Processing and Applications. Lecture Notes in Economics and Mathematical Systems, vol 304. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-46631-1_4

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  • DOI: https://doi.org/10.1007/978-3-642-46631-1_4

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-19053-0

  • Online ISBN: 978-3-642-46631-1

  • eBook Packages: Springer Book Archive

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