Stochastic optimization for optimal and model-predictive control

Computers and Chemical Engineering

Volumn 22, Issue 4-5, 1998, Pages 603-612

  Banga, J R ^a   Irizarry Rivera, R ^b,c   Seider, W D ^b  

^a INSTITUTO DE INVESTIGACIONES MARINAS   (Spain)

^b UNIVERSITY OF PENNSYLVANIA   (United States)

^c DUPONT COMPANY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BIOREACTORS; CONSTRAINT THEORY; CRYSTAL GROWTH FROM MELT; FINITE ELEMENT METHOD; INTEGRATION; LINEARIZATION; NONLINEAR PROGRAMMING; OPTIMAL CONTROL SYSTEMS; OSCILLATORS (ELECTRONIC); PREDICTIVE CONTROL SYSTEMS; STOCHASTIC CONTROL SYSTEMS;

INTEGRATED-CONTROLLED-RANDOM-SEARCH (ICRS) METHOD;

PROCESS CONTROL;

EID: 0032043469     PISSN: 00981354     EISSN: None     Source Type: Journal    
DOI: 10.1016/s0098-1354(97)00226-3     Document Type: Article

References (26)

1. Banga, J. R. and W. D. Seider, Global optimization of chemical processes using stochastic algorithms. In Nonconvex Optimization and its Applications State of the Art of Global Optimization-Computational Methods and Applications (Edited by C. A. Floudas and P. M. Pardalos). Kluwer Academic Publ. (1996).
2. Banga, J. R. and Casares, J. J. (1987) Integrated controlled random search: application to a wastewater treatment plant model. In Process Optimization, IChemE Symp. Ser. 100, 183-192.
3. Banga, J. R., Alonso, A. A., Perez-Martin, R. I. and Singh, R. P. (1994) Optimal control of heat and mass transfer in food and bioproducts processing. Comput. Chem. Engng 18, S699-S705.
4. Banga, J. R., Perez-Martin, R. I., Gallardo, J. M. and Casares, J. J. (1991) Optimization of the thermal processing of conduction-heated canned foods: study of several objective functions. J. Food Engng 14, 25-51.
5. Biegler, L. T. (1984) Solution of dynamic optimization problems by successive quadratic programming and orthogonal collocation. Comput. Chem. Engng 8, 243-248.
6. Casares, J. J. and Banga, J. R. (1989) Analysis and evaluation of a wastewater treatment plant model by stochastic optimization. Appl. Math. Model. 13, 420-424.
7. Chang, J.-S. and Hseih, W.-Y. (1995) Optimization and control of semibatch reactors. Ind. Engng Chem. Res. 34, 545-556.
8. Cuthrell, J. E. and Biegler, L. T. (1987) On the optimization of differential-algebraic process systems. AIChE J. 33(8), 1257-1270.
9. Dadebo, S. A. and McAuley, K. B. (1995a) A simultaneous iterative solution technique for time-optimal control using dynamic programming. Ind. Engng Chem. Res. 34, 2077-2083.
10. Dadebo, S. A. and McAuley, K. B. (1995b) Dynamic optimization of constrained chemical engineering problems using dynamic programming. Comput. Chem. Engng 19(5), 513-525.
11. Feehery, W. F., J. R. Banga and P. J. Barton (1995) A novel approach to dynamic optimization of ODE and DAE systems as high-index problems. AIChE Annual Meeting, Miami.
12. Goulcher, R. and Casares, J. J. (1978) The solution of steady-state chemical engineering optimization problems using a random search technique. Comput. Chem. Engng 2, 33-36.
13. Irizarry-Rivera, R. and W. D. Seider (1997a) Model-predictive control of the Czochralski crystallization process: Part I - conduction-dominated melt. J. Crys. Growth., 178, 593-611.
14. Irizarry-Rivera, R. and W. D. Seider (1997b) Model-predictive control of the Czochralski crystallization process: Part II - reduced-order convection model. J. Crys. Growth., 178, 612-633.
15. Jackson, R. (1968) Optimal use of mixed catalysts for two successive chemical reactions. J. Optim. Theory Applic. 2, 1
16. Logsdon, J. S. and Biegler, L. T. (1989) Accurate solution of differential algebraic equations. Ind. Engng Chem. Res. 28, 1628-1639.
17. Luus, R. (1990) Optimal control by dynamic programming using systematic reduction in grid size. Int. J. Control 51, 995-1013.
18. Luus, R. (1992) On the application of iterative dynamic programming to singular optimal control problems. IEEE Transac. Autom. Control 37(11), 1802-1806.
19. Luus, R. (1994) Optimal control of batch reactors by iterative dynamic programming. J. Proc. Control 4(4), 218-226.
20. Luus, R., Sensitivity of control policy on yield of a fedbatch reactor, Presented at IASTED Int. Conf. on Modelling and Simulation, Pittsburgh, PA., April 27-29, 1995.
21. Park, S. and Ramirez, W. F. (1988) Optimal production of secreted protein in fed-batch reactors. AIChE J. 34(9), 1550-1558.
22. Tanartkit, P. and Biegler, L. T. (1995) Stable decomposition for dynamic optimization. Ind. Engng Chem. Res. 34, 1253-1266.
23. Terwiesch, P., Agarwal, M. and Rippin, D. T. (1994) Batch unit optimization with imperfect modelling: a survey. J. Proc. Control 4(4), 238-258.
24. Tieu, D., Cluett, W. R. and Penlidis, A. (1995) A comparison of collocation methods for solving dynamic optimization problems. Comput. Chem. Engng 19(4), 375-381.
25. Vassiliadis, V. (1993). Computational solution of dynamic optimization problems with general differential-algebraic constraints. Ph.D. Thesis, Imperial College, University of London, U.K..
26. Yang, R. L. and C. P. Wu, Global optimal control by accelerated simulated annealing. Presented at the First Asian Control Conference, Tokyo, Japan (1994).