PL EN


Preferencje help
Widoczny [Schowaj] Abstrakt
Liczba wyników
Tytuł artykułu

Cooperation of model predictive control with steady-state economic optimisation

Treść / Zawartość
Identyfikatory
Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
The problem of cooperation of Model Predictive Control (MPC) algorithms with steady-state economic optimisation is investigated in this paper. It is particularly important when the dynamics of disturbances is comparable with the dynamics of the process, since in such a case the classical hierarchical multilayer structure is likely to be not efficient and give the economic yield smaller than expected. This is because the economic nonlinear optimisation problem cannot be then solved on-line to update the optimal operating point as frequently as needed. On the other hand, simple target set-point optimisation based on linear models can be also insufficiently accurate. This paper introduces approximate formulations of the target set-point optimisation problem which tightly cooperates with the MPC and is solved as frequently as the MPC controller executes. Linear, linear-quadratic and piecewise-linear formulations are discussed, tuning guidelines are also given.
Rocznik
Strony
133--158
Opis fizyczny
Bibliogr. 27 poz., rys., wykr
Twórcy
autor
  • Institute of Control and Computation Engineering, Faculty of Electronics and Information Technology, Warsaw University of Technology, ul. Nowowiejska 15/19, 00-665 Warszawa, Poland, P.Tatjewski@ia.pw.edu.pl
Bibliografia
  • BECERRA, V.M., ROBERTS, P.D. and GRIFFITHS, G.W. (1997) Novel developments in process optimization using predictive control. Journal of Process Control 8 (2), 117-138.
  • BLEVINS, T.L., MCMILLAN, G.K., WOJSZNIS, W.K. and BROWN, M.W. (2003) Advanced Control Unleashed. ISA.
  • BRDYS, M.A. and TATJEWSKI, P. (2005) Iterative Algorithms for Multilayer Optimizing Control. Imperial College Press/World Scientific, London.
  • CLARKE, D.W., MOHTADI, C. and TUFFS, P.S. (1987) Generalized predictive control - I. The basic algorithm, II. Extensions and interpretations. Automatica 23 (2), 137-160.
  • CUTLER, R. and RAMAKER, B.(1979) Dynamic matrix control - a computer control algorithm. AIChE National Meeting, Houston.
  • DOYLE, F., OGUNNAIKE, B.A. and PEARSON, R.K. (1995) Nonlinear model-based control using second-order Volterra models. Automatica 31 (5), 697-714.
  • FINDEISEN, W., BAILEY, F.N., BRDYS, M., MALINOWSKI, K., TATJEWSKI, P. and WONIAK, A. (1980) Control and Coordination in Hierarchical Systems. J.Wiley & Sons, Chichester, New York, Brisbane, Toronto.
  • GOODWIN, G.C., GRAEBE, S.F. and SALGADO, M.E. (2001) Control System Design. Prentice Hall, Upper Saddle River.
  • HENSON, M.A. (1998) Nonlinear model predictive control: current status and future directions. Computers and Chemical Engineering 23 (2), 187-202.
  • KASSMANN, D.E., BADGWELL, T.A. and HAWKINS, R.B. (2000) Robust Steady-State Target Calculation for Model Predictive Control. AIChE Journal 46 (5), 1007-1024.
  • LAUTENSCHLAGER, M.L.F. and ODLOAK, D. (1995) Constrained multivariable control of fluid catalytic converters. Journal of Process Control 5 (1), 29-39.
  • LUYBEN, W.L. (1973) Process Modeling, Simulation, and Control for Chemical Engineers. McGraw-Hill.
  • ŁAWRYŃCZUK, M., MARUSAK, P. and TATJEWSKI, P. (2007a) An efficient MPC algorithm integrated with economic optimisation for MIMO systems. Proceedings of the 13th IEEE/IFAC International Conference on Methods and Models in Automation and Robotics, MMAR 2007, Szczecin, Poland, 295-302.
  • ŁAWRYŃCZUK, M., MARUSAK, P. and TATJEWSKI, P. (2007b) Efficient model predictive control integrated with efficient economic optimisation. Proceedings of the 15th IEEE Mediterranean Conference on Control and Automation, MED’07, Athens, Greece, CD-ROM, paper T27-001.
  • ŁAWRYŃCZUK, M., MARUSAK, P. and TATJEWSKI, P. (2006) Integrating predictive control with steady-state optimisation. Proceedings of the 12th International Conference on Methods and Models in Automation and Robotics, MMAR 2006, Miedzyzdroje, Poland, 445-452.
  • ŁAWRYŃCZUK, M., MARUSAK, P. and TATJEWSKI, P. (2005) Optimising predictive range control for a distillation process. Proceedings of the 11th International Conference on Methods and Models in Automation and Robotics, MMAR 2005, Międzyzdroje, Poland, 379-384.
  • MACIEJOWSKI, J.M. (2002) Predictive Control with Constraints. Prentice Hall, Harlow.
  • MANER, B.R., DOYLE, F.J.. OGUNNAIKE, B.A. and PEARSON, R.K. (1996) Nonlinear model predictive control of a simulated multivariable polymerization reactor using second-order Volterra models. Automatica 32 (9), 1285-1301.
  • MORARI, M. and LEE, J. (1999) Model predictive control: past, present and future. Computers and Chemical Engineering 23 (4/5), 667-682.
  • QIN, S.J. and BADGWELL, T. (2003) A survey of industrial model predictive control technology. Control Engineering Practice 11 (7), 733-764.
  • ROSSITER, J.A. (2003) Model-Based Predictive Control CRC Press, Boca Raton.
  • TATJEWSKI, P. (2007) Advanced Control of Industrial Processes, Structures and Algorithms. Springer.
  • TATJEWSKI, P., ŁAWRYŃCZUK, M. and MARUSAK, P. (2006) Linking nonlinear steady-state and target set-point optimisation for model predictive control. IEE International Conference Control 2006, Glasgow.
  • TVRZSKA DE GOUVEA, M. and ODLOAK, D. (1998) One-layer real time optimization of LPG production in the FCC unit: procedure, advantages and disadvantages. Computers and Chemical Engineering 22, Supplement 1, S191-S198.
  • WILLIAMS, H.P. (1995) Model Building in Mathematical Programming. J.Wiley, Chichester, New York.
  • ZANIN, A., TVRZSKA DE GOUVEA, M. and ODLOAK, D. (2002) Integrating real-time optimization into model predictive controller of the FCC system. Control Engineering Practice 10 (8), 819-831.
  • ZANIN. A., TVRZSKA DE GOUVEA, M. and ODLOAK, D. (2000) Industrial implementation of a real-time optimization strategy for maximizing production of LPG in a FCC unit. Computers and Chemical Engineering 24 (2-7), 525-531.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BAT5-0027-0010
JavaScript jest wyłączony w Twojej przeglądarce internetowej. Włącz go, a następnie odśwież stronę, aby móc w pełni z niej korzystać.