Skip to main content
Log in

Necessary Optimality Conditions for Implicit Control Systems with Applications to Control of Differential Algebraic Equations

  • Published:
Set-Valued and Variational Analysis Aims and scope Submit manuscript

Abstract

In this paper we derive necessary optimality conditions for optimal control problems with nonlinear and nonsmooth implicit control systems. Implicit control systems have wide applications including differential algebraic equations (DAEs). The challenge in the study of implicit control system lies in that the system may be truly implicit, i.e., the Jacobian matrix of the constraint mapping may be singular. Our necessary optimality conditions hold under the so-called weak basic constraint qualification plus the calmness of a perturbed constraint mapping. Such constraint qualifications allow for singularity of the Jacobian and hence are suitable for implicit systems. Specifying these results to control of semi-explicit DAEs we obtain necessary optimality conditions for control of semi-explicit DAEs with index higher than one.

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. Andreani, R., Haeser, G., Schuverdt, M. L., Silva, J.S.: A relaxed constant positive linear dependence constraint qualification and applications. Math. Program. 135, 255–273 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  2. Andreani, R., Haeser, G., Schuverdt, M. L., Silva, J.S.: Two new weak constraint qualification and applications. SIAM J. Optim. 22, 1109–1135 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  3. Ascher, U.M., Petzold, L.R.: Computer methods for ordinary differential equations and differential-algebraic equations. SIAM Publications, Philadelphia (1998)

    Book  MATH  Google Scholar 

  4. Bettiol, P., Boccia, A., Vinter, R.B.: Stratified necessary conditions for differential inclusions with state constraints. SIAM J. Control Optim. 51, 3903–3917 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  5. Biegler, L.T., Campbell, S.L., Mehrmann, V.: Control and optimization with differential-algebraic constraints. SIAM Publications, Philadelphia (2012)

    Book  MATH  Google Scholar 

  6. Clarke, F.H.: Optimization and nonsmooth analysis. Wiley-Interscience, New York (1983)

    MATH  Google Scholar 

  7. Clarke, F.H.: Necessary conditions in dynamic optimization, Mem. Amer. Math Soc, vol. 173. AMS, Providence (2005)

    Google Scholar 

  8. Clarke, F.H., de Pinho, M.R.: Optimal control problems with mixed constraints. SIAM J. Control Optim. 48, 4500–4524 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  9. Clarke, F.H., Ledyaev, Y.u. S., Stern, R.J., Wolenski, P. R.: Nonsmooth analysis and control theory. Springer, New York (1998)

    MATH  Google Scholar 

  10. De Pinho, M.R.: On necessary conditions for implicit control systems. Pure Appl. Funct. Anal. 1, 185–206 (2016)

    MathSciNet  MATH  Google Scholar 

  11. De Pinho, M.R., Vinter, R.B.: Necessary conditions for optimal control problems involving nonlinear differential algebraic equations. J. Math. Anal. Appl. 212, 493–516 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  12. Devdariani, E.N., Ledyaev, Y.S.: Maximum principle for implicit control systems. Appl. Math. Optim. 40, 79–103 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  13. Gerdts, M.: A survey on optimal control problems with differential-algebraic equations, Surveys in Differential-Algebraic Equations II, Ilchmann, Achim, Reis, Timo (Eds.), pp. 103–161 (2015)

  14. Gfrerer, H.: First order and second order characterizations of metric subregularity and calmness of constraint set mappings. SIAM J. Optim. 21, 1439–1474 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  15. Gfrerer, H.: On directional metric regularity, subregularity and optimality conditions for non-smooth mathematical programs. Set-Valued Var. Anal. 21, 151–176 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  16. Gfrerer, H., Klatte, D.: Lipschitz and Holder stability of optimization problems and generalized equations. Math. Program. 158, 35–75 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  17. Gfrerer, H., Outrata, J.V.: On Lipschitzian properties of implicit multifunctions. SIAM J. Optim. 26, 2160–2189 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  18. Gfrerer, H., Ye, J.J.: New constraint qualifications for mathematical programs with equilibrium constraints via variational analysis. SIAM J. Optim. 27, 842–865 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  19. Griepentrog, E., März, R.: Differential-algebraic equations and their numerical treatment. Teubner, Leipzig (1986)

    MATH  Google Scholar 

  20. Guo, L., Ye, J.J., Zhang, J.: Mathematical programs with geometric constraints in Banach spaces: enhanced optimality, exact penalty, and sensitivity. SIAM J. Optim. 23, 2295–2319 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  21. Guo, L., Zhang, J., Lin, G.H.: New results on constraint qualifications for nonlinear extremum problems and extensions. J. Optim. Theory Appl. 163, 737–754 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  22. Henrion, R., Outrata, J.V.: Calmness of constraint systems with applications. Math. Program. 104, 437–464 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  23. Ioffe, A.D.: Necessary and sufficient conditions for a local minimum, Part I: A reduction theorem and first order conditions. SIAM J. Contr. Optim. 17, 245–250 (1979)

    Article  MATH  Google Scholar 

  24. Kornienko, I., Gerdts, M., De Pinho, M.R.: New version of necessary conditions for optimal control problems with differential algebraic equations, p 2012. Proceedings of MTNS Melbourne, Australia (2012)

    Google Scholar 

  25. Kunkel, P., Mehrmann, V.: Optimal control for unstructured nonlinear differential-algebraic equations of arbitrary index. Math. Control Signals Syst. 20, 227–269 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  26. Li, A., Ye, J.J.: Necessary optimality conditions for optimal control problems with nonsmooth mixed state and control constraints. Set-Valued Var. Anal. 24, 449–470 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  27. Mordukhovich, B.S.: Variational analysis and generalized differentiation, Vol. I: Basic Theory. Springer, Berlin (2004)

    Google Scholar 

  28. Robinson, S.M.: Stability theory for systems of inequalities. part I: linear systems. SIAM J. Numer. Anal. 12, 754–769 (1975)

    Article  MathSciNet  MATH  Google Scholar 

  29. Robinson, S.M.: Some continuity properties of polyhedral multifunctions. Math. Program. Stud. 14, 206–214 (1981)

    Article  MathSciNet  MATH  Google Scholar 

  30. Rockafellar, R.T., Wets, R.J.-B.: Variational analysis. Springer, Berlin (1998)

    Book  MATH  Google Scholar 

  31. Roubíc̆ek, T., Valás̆ek, M.: Optimal control of causal differential-algebraic systems. Math. Anal. Appl. 269, 616–641 (2002)

    Article  MathSciNet  Google Scholar 

  32. Wu, Z., Ye, J. J.: Sufficient conditions for error bounds. SIAM J. Optim. 12, 421–435 (2001)

    Article  MathSciNet  MATH  Google Scholar 

  33. Wu, Z., Ye, J.J.: On error bounds for lower semicontinuous functions. Math. Program. 92, 301–314 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  34. Wu, Z., Ye, J.J.: First-order and second-order conditions for error bounds. SIAM J. Optim. 14, 621–645 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  35. Ye, J.J., Ye, X.Y.: Necessary optimality conditions for optimization problems with variational inequality constraints. Math. Oper. Res. 22, 977–997 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  36. Ye, J.J., Zhou, J. C.: Verifiable sufficient conditions for the error bound prop- erty of second-order cone complementarity problems, Math. Program., in press

Download references

Acknowledgments

We thank the anonymous reviewers of this paper for valuable comments that helped us to improve the presentation of the manuscript.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Jane J. Ye.

Additional information

Dedicated to the memory of Jonathan Michael Borwein

The research of the first author was partially supported by the National Natural Science Foundation of China (Grant No. 11671335), the Natural Science Foundation of Fujian Province, China (Grant No. 2016J01033) and the Fundamental Research Funds for the Central Universities (Grant No. 20720160036).

The research of the second author was supported by NSERC.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Li, A., Ye, J.J. Necessary Optimality Conditions for Implicit Control Systems with Applications to Control of Differential Algebraic Equations. Set-Valued Var. Anal 26, 179–203 (2018). https://doi.org/10.1007/s11228-017-0444-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11228-017-0444-5

Keywords

Mathematics Subject Classification (2010)

Navigation