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Simulated annealing via Sobolev inequalities

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Abstract

We use Sobolev inequalities to study the simulated annealing algorithm. This approach takes advantage of the local time reversibility of the process and yields the optimal “freezing schedule” as well as quantitative information about the rate at which the process is tending to its ground state.

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References

  1. Chiang, T.-S., Chow, Y.: On eigenvalues and annealing rates, (to appear in Math. Oper. Res.): On the convergence rate of a special class of annealing processes. (to appear in Soochow J. Math.): On the convergence rate of annealing process. Preprint

  2. Geman, S., Geman, D.: Stochastic relaxation, Gibbs distributions, and the Bayesian restoration of images. IEEE Trans. Pattern Anal. Mach. Intell.6, 721–741 (1984)

    Google Scholar 

  3. Geman, S., Hwang C.-R.: Diffusions for global optimization: Preprint (1984)

  4. Gidas, B.: Non-stationary Markov chains and convergence of the annealing algorithm. J. Stat. Phys.39, 73–131 (1985)

    Google Scholar 

  5. Goldstein, L.: Mean square rates of convergence in the continuous time simulated annealing algorithm onR d. Preprint (1986)

  6. Gross, L.: Logarithmic Sobolev inequalities, Am. J. Math.97, 1061–1083 (1976)

    Google Scholar 

  7. Hajek, B.: Cooling schedules for optimal annealing. Preprint submitted to Math. Oper. Res. (1985)

  8. Kirkpatrick, S., Gelett, C. D., Vecchi, M. P.: Optimization by simulated annealing. Science220, 621–680 (1983)

    Google Scholar 

  9. Stroock, D.: An introduction to the theory of large deviations. Berlin, Heidelberg, New York: Springer 1984

    Google Scholar 

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Communicated by A. Jaffe

Research supported in part by NSF Grant DMS-8609944

Research supported in part by NSF Grant DMS-8611487 and ARO DAAL03-86-K-0171

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Holley, R., Stroock, D. Simulated annealing via Sobolev inequalities. Commun.Math. Phys. 115, 553–569 (1988). https://doi.org/10.1007/BF01224127

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  • DOI: https://doi.org/10.1007/BF01224127

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