Dynamic modelling and nonlinear model predictive control of a Fluid Catalytic Cracking Unit

Raluca Roman, Zoltan K. Nagy, Mircea V. Cristea, Serban P. Agachi

Research output: Contribution to journalArticle

31 Citations (Scopus)

Abstract

The paper presents the application of two nonlinear model predictive control (NMPC) approaches: quasi-infinite-horizon nonlinear MPC (QIHNMPC) and moving horizon estimator nonlinear MPC (MHE-NMPC) to the Fluid Catalytic Cracking Unit (FCCU). A complex dynamic model of the reactor-regenerator-fractionator system is developed and subsequently used in the controller. The novelty of the model consists in that besides the complex dynamics of the reactor-regenerator system, it also includes the dynamic model of the fractionator, as well as a five lumps kinetic model for the riser. Tight control is achieved using the QIHNMPC approach. The MHE-NMPC considers important features of a real-time control algorithm, resulting in a framework for practical NMPC implementation, such as: state and parameter estimation and efficient solution of the optimisation problem. In the NMPC approach, only measurements available in practice are considered, whereas the rest of the states are estimated together with uncertain model parameters, via MHE technique. Using an efficient numerical implementation based on the multiple shooting algorithm real-time feasibility of the approach is achieved. The incentives of the proposed approaches are assessed on the simulated industrial FCCU.

Original languageEnglish
Pages (from-to)605-617
Number of pages13
JournalComputers and Chemical Engineering
Volume33
Issue number3
DOIs
Publication statusPublished - Mar 20 2009

Fingerprint

Fluid catalytic cracking
Model predictive control
Regenerators
Dynamic models
Real time control
State estimation
Parameter estimation
Controllers
Kinetics

All Science Journal Classification (ASJC) codes

  • Chemical Engineering(all)
  • Computer Science Applications

Cite this

Roman, Raluca ; Nagy, Zoltan K. ; Cristea, Mircea V. ; Agachi, Serban P. / Dynamic modelling and nonlinear model predictive control of a Fluid Catalytic Cracking Unit. In: Computers and Chemical Engineering. 2009 ; Vol. 33, No. 3. pp. 605-617.
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Dynamic modelling and nonlinear model predictive control of a Fluid Catalytic Cracking Unit. / Roman, Raluca; Nagy, Zoltan K.; Cristea, Mircea V.; Agachi, Serban P.

In: Computers and Chemical Engineering, Vol. 33, No. 3, 20.03.2009, p. 605-617.

Research output: Contribution to journalArticle

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