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Dynamic Programming: Optimal Control Applications

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Encyclopedia of Optimization

Article Outline

Keywords

Optimal Control Problem

Iterative Dynamic Programming

Early Applications of IDP

Choice of Candidates for Control

Piecewise Linear Continuous Control

Algorithm for IDP

Time-Delay Systems

State Constraints

Singular Control Problems

Sensitivity of Control Policy

Use of Variable Stage-Lengths

Nonseparable Problems

Future Directions

See also

References

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References

  1. Bellman R (1957) Dynamic programming. Princeton Univ. Press, Princeton

    Google Scholar 

  2. Bellman R, Dreyfus S (1962) Applied dynamic programming. Princeton Univ. Press, Princeton

    MATH  Google Scholar 

  3. Bojkov B, Luus R (1992) Use of random admissible values for control in iterative dynamic programming. Ind Eng Chem Res 31:1308–1314

    Article  Google Scholar 

  4. Bojkov B, Luus R (1993) Evaluation of the parameters used in iterative dynamic programming. Canad J Chem Eng 71:451–459

    Google Scholar 

  5. Bojkov B, Luus R (1994) Time-optimal control by iterative dynamic programming. Ind Eng Chem Res 33:1486–1492

    Article  Google Scholar 

  6. Bojkov B, Luus R (1995) Time optimal control of high dimensional systems by iterative dynamic programming. Canad J Chem Eng 73:380–390

    Article  Google Scholar 

  7. Bojkov B, Luus R (1996) Optimal control of nonlinear systems with unspecified final times. Chem Eng Sci 51:905–919

    Article  Google Scholar 

  8. Dadebo S, Luus R (1992) Optimal control of time-delay systems by dynamic programming. Optimal Control Appl Meth 13:29–41

    Article  MATH  MathSciNet  Google Scholar 

  9. Dadebo SA, McAuley KB (1995) Dynamic optimization of constrained chemical engineering problems using dynamic programming. Comput Chem Eng 19:513–525

    Article  Google Scholar 

  10. DeTremblay M, Luus R (1989) Optimization of non-steady-state operation of reactors. Canad J Chem Eng 67:494–502

    Google Scholar 

  11. Hartig F, Keil FJ, Luus R (1995) Comparison of optimization methods for a fed-batch reactor. Hungarian J Ind Chem 23:141–148

    Google Scholar 

  12. Lapidus L, Luus R (1967) Optimal control of engineering processes. Blaisdell, Waltham, pp 84–86

    Google Scholar 

  13. Li D, Haimes YY (1990) New approach for nonseparable dynamic programming problems. JOTA 66:311–330

    Article  MathSciNet  Google Scholar 

  14. Luus R (1989) Optimal control by dynamic programming using accessible grid points and region reduction. Hungarian J Ind Chem 17:523–543

    Google Scholar 

  15. Luus R (1990) Application of dynamic programming to high-dimensional nonlinear optimal control problems. Internat J Control 52:239–250

    Article  MATH  MathSciNet  Google Scholar 

  16. Luus R (1990) Optimal control by dynamic programming using systematic reduction in grid size. Internat J Control 19:995–1013

    Article  MathSciNet  Google Scholar 

  17. Luus R (1991) Application of iterative dynamic programming to state constrained optimal control problems. Hungarian J Ind Chem 19:245–254

    Google Scholar 

  18. Luus R (1991) Effect of the choice of final time in optimal control of nonlinear systems. Canad J Chem Eng 69:144–151

    Article  Google Scholar 

  19. Luus R (1992) On the application of iterative dynamic programming to singular optimal control problems. IEEE Trans Autom Control 37:1802–1806

    Article  MATH  MathSciNet  Google Scholar 

  20. Luus R (1993) Application of dynamic programming to differential-algebraic process systems. Comput Chem Eng 17:373–377

    Article  Google Scholar 

  21. Luus R (1993) Application of iterative dynamic programming to very high-dimensional systems. Hungarian J Ind Chem 21:243–250

    Google Scholar 

  22. Luus R (1993) Optimization of fed-batch fermentors by iterative dynamic programming. Biotechnol and Bioengin 41:599–602

    Article  Google Scholar 

  23. Luus R (1993) Piecewise linear continuous control by iterative dynamic programming. Ind Eng Chem Res 32:859–865

    Article  Google Scholar 

  24. Luus R (1994) Optimal control of batch reactors by iterative dynamic programming. J Process Control 4:218–226

    Article  Google Scholar 

  25. Luus R (1995) Sensitivity of control policy on yield of a fed-batch reactor. Proc. IASTED Internat. Conf. on Modelling and Simulation, Pittsburgh, PA, April 27-29, 1995, pp 224–226

    Google Scholar 

  26. Luus R (1996) Numerical convergence properties of iterative dynamic programming when applied to high dimensional systems. Chem Eng Res Des 74:55–62

    Google Scholar 

  27. Luus R (1996) Use of iterative dynamic programming with variable stage lengths and fixed final time. Hungarian J Ind Chem 24:279–284

    Google Scholar 

  28. Luus R (1997) Application of iterative dynamic programming to optimal control of nonseparable problems. Hungarian J Ind Chem 25:293–297

    Google Scholar 

  29. Luus R (1997) Use of iterative dynamic programming for optimal singular control problems. Proc. IASTED Internat. Conf. on Control, Cancun, Mexico, May 28-31, 1997, pp 286–289

    Google Scholar 

  30. Luus R (1997) Use of variable stage-lengths for constrained optimal control problems. Hungarian J Ind Chem 25:299–304

    Google Scholar 

  31. Luus R (1998) Direct approach to time optimal control by iterative dynamic programming. Proc. IASTED Internat. Conf. on Intelligent Systems and Control, Halifax, Nova Scotia, Canada, June 1-4, 1998, pp 121–125

    Google Scholar 

  32. Luus R (1998) Iterative dynamic programming: from curiosity to a practical optimization procedure. Control and Intelligent Systems 26:1–8

    Google Scholar 

  33. Luus R (2000) Iterative dynamic programming. Chapman and Hall/CRC, London

    MATH  Google Scholar 

  34. Luus R, Bojkov B (1994) Global optimization of the bifunctional catalyst problem. Canad J Chem Eng 72:160–163

    Google Scholar 

  35. Luus R, Dittrich J, Keil FJ (1992) Multiplicity of solutions in the optimization of a bifunctional catalyst blend in a tubular reactor. Canad J Chem Eng 70:780–785

    Google Scholar 

  36. Luus R, Galli M (1991) Multiplicity of solutions in using dynamic programming for optimal control. Hungarian J Ind Chem 19:55–62

    Google Scholar 

  37. Luus R, Jaakola THI (1973) Optimization by direct search and systematic reduction of the size of search region. AIChE J 19:760–766

    Article  Google Scholar 

  38. Luus R, Okongwu ON (1999) Towards practical optimal control of batch reactors. Chem Eng 75:1–9

    Article  Google Scholar 

  39. Luus R, Rosen O (1991) Application of iterative dynamic programming to final state constrained optimal control problems. Ind Eng Chem Res 30:1525–1530

    Article  Google Scholar 

  40. Luus R, Smith SG (1991) Application of dynamic programming to high-dimensional systems described by difference equations. Chem Eng Techn 14:122–126

    Article  Google Scholar 

  41. Luus R, Storey C (1997) Optimal control of final state constrained systems. Proc. IASTED Internat. Conf. on Modelling, Simulation and Control, Singapore, Aug. 11-13, 1997, pp 245–249

    Google Scholar 

  42. Luus R, Tassone V (1992) Optimal control of nonseparable problems by iterative dynamic programming. Proc. 42nd Canad. Chemical Engin. Conf., Toronto, Canada, October, 18-21, 1992, pp 81–82

    Google Scholar 

  43. Luus R, Zhang X, Hartig F, Keil FJ (1995) Use of piecewise linear continuous control for time-delay systems. Ind Eng Chem Res 34:4136–4139

    Article  Google Scholar 

  44. Marroquin G, Luyben WL (1973) Practical control studies of batch reactors using realistic mathematical models. Chem Eng Sci 28:993–1003

    Article  Google Scholar 

  45. Mekarapiruk W, Luus R (1997) Optimal control of final state constrained systems. Canad J Chem Eng 25:806–811

    Google Scholar 

  46. Mekarapiruk W, Luus R (1997) Optimal control of inequality state constrained systems. Ind Eng Chem Res 36:1686–1694

    Article  Google Scholar 

  47. Tassone V, Luus R (1993) Reduction of allowable values for control in iterative dynamic programming. Chem Eng Sci 48:3864–3867

    Article  Google Scholar 

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Luus, R. (2008). Dynamic Programming: Optimal Control Applications . In: Floudas, C., Pardalos, P. (eds) Encyclopedia of Optimization. Springer, Boston, MA. https://doi.org/10.1007/978-0-387-74759-0_151

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