Skip to main content
Log in

What can interval analysis do for global optimization?

  • Published:
Journal of Global Optimization Aims and scope Submit manuscript

Abstract

An overview of interval arithmetical tools and basic techniques is presented that can be used to construct deterministic global optimization algorithms. These tools are applicable to unconstrained and constrained optimization as well as to nonsmooth optimization and to problems over unbounded domains. Since almost all interval based global optimization algorithms use branch-and-bound methods with iterated bisection of the problem domain we also embed our overview in such a setting.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Alefeld, G. and Herzberger, J. (1983), Introduction to Interval Computations, Academic Press, New York.

    Google Scholar 

  2. Asaithambi, N. S., Shen, Z., and Moore, R. E. (1982), On Computing the Range of Values, Computing 28, 225–237.

    Google Scholar 

  3. Bauch, H., Jahn, K. U., Oelschlägel, D., Süsse, H., and Wiebigke, V. (1987), Intervall-mathematik, Teubner, Leipzig.

    Google Scholar 

  4. Caprani, O. and Madsen, K. (1979), Interval Methods for Global Optimization, Report NI 79-09, Technical University of Denmark.

  5. Clarke, F. H. (1983), Optimization and Nonsmooth Analysis, Wiley, New York.

    Google Scholar 

  6. Dixon, L. C. W. and Fitzharris, A. M. (1985), Conjugate Gradients: An Interval Analysis, Technical Report Nr. 165. Numerical Optimization Center, Hatfield, Polytechnic, Hatfield.

    Google Scholar 

  7. Dussel, R. (1972), Einschließung des Minimalpunktes einer streng konvexen Funktion auf einem N-Dimensionalen Quader, Dissertation, Universität Karlsruhe.

  8. Fang, Yuo-Kang (1982), Interval Test on Unconstrained Global Optimization (in Chinese). Comm. Interval Anal., Math. Fac. of Liaoning Univ. 2, 43–59.

    Google Scholar 

  9. Hansen, E. (1979), Global Optimization Using Interval Analysis—The One-Dimensional Case, J. Optim. Theory Appl. 29, 331–344.

    Google Scholar 

  10. Hansen, E. (1980), Global Optimization Using Interval Analysis—The Multi-Dimensional Case, Numer. Math. 34, 247–270.

    Google Scholar 

  11. Hansen, E.: Interval Tools for Global Optimization, forthcoming.

  12. Hansen, E. and Sengupta, S. (1983), Summary and Steps of a Global Nonlinear Constrained Optimization Algorithm. Lockheed Missiles & Space Co. Report No. D 889778, Sunnyvale, California.

  13. Hansen, E. and Walster, G. W. (1987), Nonlinear Equations and Optimization, Preprint.

  14. Hansen, P., Jaumard, B., and Lu, S.-H. (1991) An Analytical Approach to Global Optimization. Math. Programming, Series B, forthcoming.

  15. Horst, R. and Tuy, H. (1990), Global Optimization, Springer-Verlag, Berlin.

    Google Scholar 

  16. Ichida, K. and Fujii, Y. (1979), An Interval Arithmetic Method for Global Optimization Computing 23, 85–97.

    Google Scholar 

  17. Kahan, W. M. (1968), A More Complete Interval Arithmetic. Lectures Notes at the University of Michigan, Michigan.

  18. Kearfott, R. B. (1987), Abstract Generalized Bisection and a Cost Bound, Mathem. of Computation 49, 187–202.

    Google Scholar 

  19. Krawczyk, R. (1969), Newton-Algorithmen zur Bestimmung von Nullstellen mit Fehlerschranken, Computing 4, 187–201.

    Google Scholar 

  20. Krawczyk, R. and Nickel, K. (1982), Die zentrische Form in der Intervallarithmetik, ihre quadratische Konvergenz und ihre Inklusions Isotonie, Computing 28, 117–137.

    Google Scholar 

  21. Kulisch, U. and Miranker, W. L. (1986), The Arithmetic of the Digital Computer: A New Approach, SIAM Review, March 1986, 1–40.

  22. Mancini, L. J. (1975), Applications of Interval Arithmetic in Signomial Programming, Ph.D. Thesis. Stanford University.

  23. Mancini, L. J. and McCormick, G. P. (1979), Bounding Global Minima with Interval Arithmetic, Oper. Res. 27, 743–754.

    Google Scholar 

  24. Mancini, L. J. and Wilde, D. J. (1978), Interval Arithmetic in Unidimensional Signomial Programming, J. Optim. Theory Appl. 26, 227–289.

    Google Scholar 

  25. Mancini, L. J. and Wilde, D. J. (1979), Signomial Dual Kuhn-Tucker Intervals, J. Optim. Theory Appl. 28, 11–27.

    Google Scholar 

  26. McCormick, G. P. (1981), Finding the Global Minimum of a Function of one Variable Using the Method of Constant Signed Higher Order Derivatives, in: Nonlinear Program. 4, ed. by O. L.Mangasarian, R. R.Meyer, and S. M.Robinson, Academic Press, New York, 223–243 (1981).

    Google Scholar 

  27. Mohd, I. B. (1986), Global Optimization Using Interval Arithmetic Ph. D. Thesis, Univ. of St. Andrews, St. Andrews, Scotland.

  28. Moore, R. E. (1966), Interval Analysis, Prentice-Hall, Englewood Cliffs.

    Google Scholar 

  29. Moore, R. E. (1976), On Computing the Range of a Rational Function of n Variables over a Bounded Region, Computing 16, 1–15.

    Google Scholar 

  30. Moore, R. E. (1977), A Test for Existence of Solutions to Nonlinear Systems, SIAM J. Numer. Analy. 14, 611–615.

    Google Scholar 

  31. Moore, R. E. (1979) Methods and Applications of Interval Analysis, SIAM, Philadelphia.

    Google Scholar 

  32. Moore, R. E. and Ratschek, H. (1988), Inclusion Functions and Global Optimization II, Math. Programming 41, 341–356.

    Google Scholar 

  33. Neumaier, A. (1991), Interval Methods for Systems of Equations, Cambridge University Press, Cambridge, forthcoming.

    Google Scholar 

  34. Oelschlaegel, D. and Süsse, H. (1978), Fehlerabschätzung beim Verfahren von Wolfe zur Lösung quadratischer Optimierungsprobleme mit Hilfe der Intervallarithmetik, Math. Operationsforsch. Statist., Ser. Optimization 9, 389–396.

    Google Scholar 

  35. Ratschek, H. (1985), Inclusion Functions and Global Optimization, Mathematical Programming 33, 300–317.

    Google Scholar 

  36. Ratschek, H. and Rokne, J. (1984), Computer Methods for the Range of Functions, Horwood, Chichester.

    Google Scholar 

  37. Ratschek, H. and Rokne, J. (1987), Efficiency of a Global Optimization Algorithm, SIAM J. Numer. Analysis 24, 1191–1201.

    Google Scholar 

  38. Ratschek, H. and Rokne, J. (1988), New Computer Methods for Global Optimization, Horwood, Chichester.

    Google Scholar 

  39. Ratschek, H. and Voller, R. L. (1990), Global Optimization over Unbounded Domains, SIAM J. Control Optimization 28, 528–539.

    Google Scholar 

  40. Robinson, S. M. (1973), Computable Error Bounds for Nonlinear Programming, Math. Programming 5, 235–242.

    Google Scholar 

  41. Sengupta, S. (1981), Global Nonlinear Constrained Optimization, Dissertation, Department of Pure and Applied Mathematics, Washington State University.

  42. Skelboe, S. (1974), Computation of Rational Interval Functions, BIT 4, 87–95.

    Google Scholar 

  43. Stroem, T. (1971), Strict Estimation of the Maximum of a Function of one Variable, BIT 11, 199–211.

    Google Scholar 

  44. Süsse, H. (1977), Intervallarithmetische Behandlung von Optimierungsproblemen und damit verbundener numerischer Aufgabenstellungen, Dissertation, Technische Hochschule Leuna-Merseburg.

  45. Süsse, H. (1980), Intervallanalytische Behandlung nichtlinearer Optimierungsaufgaben, Dissertation zur Promotion B. Technische Hochschule “Carl Schorlemer”, Leuna-Merseburg.

  46. Walster, G. W., Hansen, E. R., and Sengupta, S. (1985), Test Results for a Global Optimization Algorithm, in: Numerical Optimization 1984, ed. by Boggs, P. T., Byrd, R. H., and Schnabel, R. B., Siam, pp. 272–282.

  47. Dussel, R. and Schmitt, B. (1970) Die Berechnung von Schranken für den Wertebereich eines Polynoms in einem Intervall, Computing 6, 35–60.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Ratschek, H., Voller, R.L. What can interval analysis do for global optimization?. J Glob Optim 1, 111–130 (1991). https://doi.org/10.1007/BF00119986

Download citation

  • Received:

  • Accepted:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF00119986

AMS 1980 Subject Classification

Key words

Navigation