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Stability of multistage stochastic programming

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Abstract

In this paper, we study the stability of multistage stochastic programming with recourse in a way that is different from that used in studying stability of two-stage stochastic programs. Here, we transform the multistage programs into mathematical programs in the space ℝn×L p with a simple objective function and multistage stochastic constraints. By investigating the continuity of the multistage multifunction defined by the multistage stochastic constraints and applying epi-convergence theory we obtain stability results for linear and linear-quadratic multistage stochastic programs.

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References

  1. H. Attouch,Variational Convergence for Functions and Operators (Pitman, 1984).

  2. H. Attouch and R. Wets, Approximation and convergence in nonlinear optimization, in:Nonlinear Programming, vol. 4 (Academic Press, New York, 1981) pp. 367–394.

    Google Scholar 

  3. J. Birge and R. Wets, Designing approximation schemes for stochastic optimization problems, in particular for stochastic programs with recourse, Math. Progr. Study 27 (1986) 54–102.

    Google Scholar 

  4. J. Dupačová, Stability in stochastic programming with recourse, contaminated distributions, Math. Progr. Study 27 (1986) 133–144.

    Google Scholar 

  5. P. Kall, On approximation and stability in stochastic programming, in:Parametric Optimization and Related Topics (Akademie Verlag, Berlin, 1987) pp. 387–407.

    Google Scholar 

  6. P. Olsen, Multi-stage stochastic programming with recourse as mathematical programming in anL p -space, SIAM J. Contr. Optim. 14 (1976) 528–537.

    Article  Google Scholar 

  7. S. Robinson and R. Wets, Stability in two-stage stochastic programming, SIAM J. Contr. Optim. 25 (1987) 1409–1416.

    Article  Google Scholar 

  8. R. Rockafellar and R. Wets, Variational systems, an introduction, in.Lecture Notes in Math., vol. 1091 (1984) pp. 1–54.

    Article  Google Scholar 

  9. W. Römisch and R. Schultz, Stability analysis for stochastic programming, Ann. Oper. Res. 30 (1991) 241–266.

    Google Scholar 

  10. P. Varaiya and R. Wets, Stochastic dynamic optimization and computation, in:Mathematical Programming, eds. M. Iri et al. (KTK Scientific, Tokyo, 1989) pp. 309–331.

    Google Scholar 

  11. J. Wang, Lipschitz continuity of objective functions of stochastic programs with fixed recourse and its applications, Math. Progr. Study 27 (1986) 145–152.

    Google Scholar 

  12. R. Wets, Stochastic programs with recourse: A basic theorem for multi-stage programs, Z. Wahrscheinlichkeitstheorie und Verw. Gebiete 21 (1972) 201–206.

    Article  Google Scholar 

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Project supported by the National Natural Science Foundation of China.

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Wang, J. Stability of multistage stochastic programming. Ann Oper Res 56, 313–322 (1995). https://doi.org/10.1007/BF02031713

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  • DOI: https://doi.org/10.1007/BF02031713

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