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2013 | OriginalPaper | Buchkapitel

Tunneling Algorithm for Solving Nonconvex Optimal Control Problems

verfasst von : Alexander Yurievich Gornov, Tatiana Sergeevna Zarodnyuk

Erschienen in: Optimization, Simulation, and Control

Verlag: Springer New York

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Abstract

This chapter considers a new method of search for the global extremum in a nonlinear nonconvex optimal control problem. The method employs a curvilinear search technique to implement the tunneling phase of the algorithm. Local search in the minimization phase is carried out with the standard algorithm that combines the methods of conjugate and reduced gradients.
The software implementation of the suggested tunneling algorithm was tested on a collection of nonconvex optimal control problems and demonstrated efficiency of the this approach.

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Literatur
1.
Zurück zum Zitat Banga, J.R., Seider, W.D.: Global optimization of chemical processes using stochastic algorithms. In: Floudas, C.A., Pardalos, P.M. (eds.) State of the Art in Glob. Optim., 563–583 (1996) Banga, J.R., Seider, W.D.: Global optimization of chemical processes using stochastic algorithms. In: Floudas, C.A., Pardalos, P.M. (eds.) State of the Art in Glob. Optim., 563–583 (1996)
2.
Zurück zum Zitat Banga, J.R., Versyck, K.J., Van Impe, J.F.: Computation of optimal identification experiments for nonlinear dynamic process models: a stochastic global optimization approach. Ind. Eng. Chem. Res. 41, 2425–2430 (2002)CrossRef Banga, J.R., Versyck, K.J., Van Impe, J.F.: Computation of optimal identification experiments for nonlinear dynamic process models: a stochastic global optimization approach. Ind. Eng. Chem. Res. 41, 2425–2430 (2002)CrossRef
3.
Zurück zum Zitat Bobbin, J., Yao, X.: Solving optimal control problems with a cost on changing control by evolutionary algorithms. Proc. IEEE Int. Conf. Evol. Comput., Indianapolis, USA, 331–336 (1997) Bobbin, J., Yao, X.: Solving optimal control problems with a cost on changing control by evolutionary algorithms. Proc. IEEE Int. Conf. Evol. Comput., Indianapolis, USA, 331–336 (1997)
4.
Zurück zum Zitat Chachuat, B., Latifi, M.A.: A new approach in deterministic global optimization of problems with ordinary differential equations. In: Floudas, C.A., Pardalos, P.M. (eds.) Front. in Glob. Optim., 83–108 (2003) Chachuat, B., Latifi, M.A.: A new approach in deterministic global optimization of problems with ordinary differential equations. In: Floudas, C.A., Pardalos, P.M. (eds.) Front. in Glob. Optim., 83–108 (2003)
5.
Zurück zum Zitat Chentsov, A.G.: Asymptotic attainability. Kluwer, Dordrecht (1997)MATH Chentsov, A.G.: Asymptotic attainability. Kluwer, Dordrecht (1997)MATH
6.
Zurück zum Zitat Esposito, W.R., Floudas, C.A.: Determistic global optimization in nonlinear optimal control problems. J. Glob. Optim. 17, 97–126 (2000b)MathSciNetMATHCrossRef Esposito, W.R., Floudas, C.A.: Determistic global optimization in nonlinear optimal control problems. J. Glob. Optim. 17, 97–126 (2000b)MathSciNetMATHCrossRef
7.
Zurück zum Zitat Gornov, A.Yu.: The computational technologies for solving optimal control problems. Nauka, Novosibirsk (2009) (in Russian) Gornov, A.Yu.: The computational technologies for solving optimal control problems. Nauka, Novosibirsk (2009) (in Russian)
8.
Zurück zum Zitat Gornov, A.Yu., Zarodnyuk, T.S.: Method of curvilinear search for global extremum in optimal control problems. Contemp. Technol. Syst. Anal. Simul. 3, 19–27 (2009) (in Russian) Gornov, A.Yu., Zarodnyuk, T.S.: Method of curvilinear search for global extremum in optimal control problems. Contemp. Technol. Syst. Anal. Simul. 3, 19–27 (2009) (in Russian)
9.
Zurück zum Zitat Hashem, M.M.A., Watanabe, K., Izumi, K., A new evolution strategy and its application to solving optimal control problems. JSME Int. J., 41(3), 406–412 (1998)CrossRef Hashem, M.M.A., Watanabe, K., Izumi, K., A new evolution strategy and its application to solving optimal control problems. JSME Int. J., 41(3), 406–412 (1998)CrossRef
10.
Zurück zum Zitat Levy, A.V., Montalvo, A.: The tunneling algorithm for the global minimization of functions. SIAM J. Sci. Stat. Comput. 6, 15–29 (1985)MathSciNetMATHCrossRef Levy, A.V., Montalvo, A.: The tunneling algorithm for the global minimization of functions. SIAM J. Sci. Stat. Comput. 6, 15–29 (1985)MathSciNetMATHCrossRef
11.
Zurück zum Zitat Lin, Y.D., Stadtherr, M.A.: Deterministic global optimization of nonlinear dynamic systems. AIChE J. 53(4), 866–875 (2007)CrossRef Lin, Y.D., Stadtherr, M.A.: Deterministic global optimization of nonlinear dynamic systems. AIChE J. 53(4), 866–875 (2007)CrossRef
12.
Zurück zum Zitat Liu, Y., Teo, K.L.: An adaptive dual parametrization algorithm for quadratic semi-infinite programming problems. J. Glob. Optim. 24(2), 205–217 (2002)MathSciNetMATHCrossRef Liu, Y., Teo, K.L.: An adaptive dual parametrization algorithm for quadratic semi-infinite programming problems. J. Glob. Optim. 24(2), 205–217 (2002)MathSciNetMATHCrossRef
13.
Zurück zum Zitat Long, C.E., Polisetty, P.K., Gatzke, E.P.: Deterministic global optimization for nonlinear model predictive control of hybrid dynamic systems. Int. J. Robust Nonlinear Control 17(13), 1232–1250 (2007)MathSciNetCrossRef Long, C.E., Polisetty, P.K., Gatzke, E.P.: Deterministic global optimization for nonlinear model predictive control of hybrid dynamic systems. Int. J. Robust Nonlinear Control 17(13), 1232–1250 (2007)MathSciNetCrossRef
14.
Zurück zum Zitat Lopez-Cruz, I.L.: Efficient Evolutionary Algorithms for Optimal Control. PhD Thesis, Wageningen University, The Netherlands (2002) Lopez-Cruz, I.L.: Efficient Evolutionary Algorithms for Optimal Control. PhD Thesis, Wageningen University, The Netherlands (2002)
15.
Zurück zum Zitat Luus, R.: Piecewise linear continuous optimal control by using iterative dynamic programming. Ind. Eng. Chem. Res. 32, 859–865 (1993)CrossRef Luus, R.: Piecewise linear continuous optimal control by using iterative dynamic programming. Ind. Eng. Chem. Res. 32, 859–865 (1993)CrossRef
16.
Zurück zum Zitat Papamichail, I., Adjiman, C.S.: A rigorous global optimization algorithm for problems with ordinary differential equations. J. Glob. Optim. 24, 1–33 (2002)MathSciNetMATHCrossRef Papamichail, I., Adjiman, C.S.: A rigorous global optimization algorithm for problems with ordinary differential equations. J. Glob. Optim. 24, 1–33 (2002)MathSciNetMATHCrossRef
17.
Zurück zum Zitat Pardalos, P., Yatsenko, V.: Optimization approach to the estimation and control of lyapunov exponents journal of optimization theory and its applications 128(1), 29–48 (2006) Pardalos, P., Yatsenko, V.: Optimization approach to the estimation and control of lyapunov exponents journal of optimization theory and its applications 128(1), 29–48 (2006)
18.
Zurück zum Zitat Roubos, J.A., Van Straten, G., Van Boxtel, A.J.B.: An evolutionary strategy for fed-batch bioreactor optimization: concepts and performance. J. Biotechnol. 67, 173–187 (1999)CrossRef Roubos, J.A., Van Straten, G., Van Boxtel, A.J.B.: An evolutionary strategy for fed-batch bioreactor optimization: concepts and performance. J. Biotechnol. 67, 173–187 (1999)CrossRef
19.
Zurück zum Zitat Sim, Y.C., Leng, S.B., Subramaniam, V.: A combined genetic algorithms-shooting method approach to solving optimal control problems. Int. J. Syst. Sci. 31(1), 83–89 (2000)MATHCrossRef Sim, Y.C., Leng, S.B., Subramaniam, V.: A combined genetic algorithms-shooting method approach to solving optimal control problems. Int. J. Syst. Sci. 31(1), 83–89 (2000)MATHCrossRef
20.
Zurück zum Zitat Singer, A.B., Barton, P.I.: Global solution of optimization problems with dynamic systems embedded. In: Floudas, C.A., Pardalos, P.M. (eds.) Front. in Glob. Optim., 477–498 (2003) Singer, A.B., Barton, P.I.: Global solution of optimization problems with dynamic systems embedded. In: Floudas, C.A., Pardalos, P.M. (eds.) Front. in Glob. Optim., 477–498 (2003)
21.
Zurück zum Zitat Singer, A.B., Barton, P.I.: Global optimization with nonlinear ordinary differential equations. J. Glob. Optim. 34(2), 159–190 (2006)MathSciNetMATHCrossRef Singer, A.B., Barton, P.I.: Global optimization with nonlinear ordinary differential equations. J. Glob. Optim. 34(2), 159–190 (2006)MathSciNetMATHCrossRef
22.
Zurück zum Zitat Smith, S., Stonier, R.: Applying evolution program techniques to constrained continuous optimal control problems. Proc. IEEE Conf. Evol. Comput., Piscataway, USA, 285–290 (1996) Smith, S., Stonier, R.: Applying evolution program techniques to constrained continuous optimal control problems. Proc. IEEE Conf. Evol. Comput., Piscataway, USA, 285–290 (1996)
23.
Zurück zum Zitat Storn, R., Price, K., Differential evolution-A simple and efficient heuristic for global optimization over continuous spaces. J. Glob. Optim. 11, 341–359 (1997)MathSciNetMATHCrossRef Storn, R., Price, K., Differential evolution-A simple and efficient heuristic for global optimization over continuous spaces. J. Glob. Optim. 11, 341–359 (1997)MathSciNetMATHCrossRef
24.
Zurück zum Zitat Vilkov, A.V., Zhidkov, N.P., Shchedrin, B.M.: A method of search for the global minimum of the single-variable function. J. Comput. Math. and Math. Phys. 4, 1040–1042 (1975) (in Russian) Vilkov, A.V., Zhidkov, N.P., Shchedrin, B.M.: A method of search for the global minimum of the single-variable function. J. Comput. Math. and Math. Phys. 4, 1040–1042 (1975) (in Russian)
25.
Zurück zum Zitat Wang, F.S., Chiou, J.P.: Optimal control and optimal time location problems of differential-algebraic systems by differential evolution. Ind. Eng. Chem. Res. 36, 5348–5357 (1997)CrossRef Wang, F.S., Chiou, J.P.: Optimal control and optimal time location problems of differential-algebraic systems by differential evolution. Ind. Eng. Chem. Res. 36, 5348–5357 (1997)CrossRef
26.
Zurück zum Zitat Yamashita, Y., Shima, M.: Numerical computational method using genetic algorithm for the optimal control problem with terminal constraints and free parameters. Nonlin. Anal., Theory, Meth. and Appl. 30(4), 2285–2290 (1997) Yamashita, Y., Shima, M.: Numerical computational method using genetic algorithm for the optimal control problem with terminal constraints and free parameters. Nonlin. Anal., Theory, Meth. and Appl. 30(4), 2285–2290 (1997)
27.
Zurück zum Zitat Zarodnyuk, T.S., Gornov, A.Yu.: Test collection of nonconvex optimal control problems. Proc. Conf. “Lyapunov Read. and Present. of Inf. Technol.”, Irkutsk, Russia (2008) (in Russian) Zarodnyuk, T.S., Gornov, A.Yu.: Test collection of nonconvex optimal control problems. Proc. Conf. “Lyapunov Read. and Present. of Inf. Technol.”, Irkutsk, Russia (2008) (in Russian)
28.
Zurück zum Zitat Zarodnyuk, T.S., Gornov, A.Yu.: The basic components of program software OPTCON-III for solving nonconvex optimal control problem. Proc. of XVI Baikal All-Russian Conf. “Inf. and Math. Technol. in Sci. and Control”, Irkutsk, Russia (2010) (in Russian) Zarodnyuk, T.S., Gornov, A.Yu.: The basic components of program software OPTCON-III for solving nonconvex optimal control problem. Proc. of XVI Baikal All-Russian Conf. “Inf. and Math. Technol. in Sci. and Control”, Irkutsk, Russia (2010) (in Russian)
29.
Zurück zum Zitat Zhigljavsky, A.A., Zhilinskas, A.G.: The methods for global extremum search. Nauka, Moscow (1991) (in Russian) Zhigljavsky, A.A., Zhilinskas, A.G.: The methods for global extremum search. Nauka, Moscow (1991) (in Russian)
Metadaten
Titel
Tunneling Algorithm for Solving Nonconvex Optimal Control Problems
verfasst von
Alexander Yurievich Gornov
Tatiana Sergeevna Zarodnyuk
Copyright-Jahr
2013
Verlag
Springer New York
DOI
https://doi.org/10.1007/978-1-4614-5131-0_18