DocumentCode :
116352
Title :
Economic optimization of spray dryer operation using Nonlinear Model Predictive Control
Author :
Petersen, Lars Norbert ; Poulsen, Niels Kjolstad ; Niemann, Hans Henrik ; Utzen, Christer ; Jorgensen, John Bagterp
Author_Institution :
Dept. of Appl. Math. & Comput. Sci., Tech. Univ. of Denmark, Lyngby, Denmark
fYear :
2014
fDate :
15-17 Dec. 2014
Firstpage :
6794
Lastpage :
6800
Abstract :
In this paper we investigate an economically optimizing Nonlinear Model Predictive Control (E-NMPC) for a spray drying process. By simulation we evaluate the economic potential of this E-NMPC compared to a conventional PID based control strategy. Spray drying is the preferred process to reduce the water content for many liquid foodstuffs and produces a free flowing powder. The main challenge in controlling the spray drying process is to meet the residual moisture specifications and avoid that the powder sticks to the chamber walls of the spray dryer. We present a model for a spray dryer that has been validated on experimental data from a pilot plant. We use this model for simulation as well as for prediction in the E-NMPC. The E-NMPC is designed with hard input constraints and soft output constraints. The open-loop optimal control problem in the E-NMPC is solved using the single-shooting method combined with a quasi-Newton Sequential Quadratic Programming (SQP) algorithm and the adjoint method for computation of gradients. The E-NMPC improves the cost of spray drying by 26.7% compared to conventional PI control in our simulations.
Keywords :
Newton method; control system synthesis; dairy products; drying; moisture; nonlinear control systems; open loop systems; optimal control; predictive control; process control; quadratic programming; sprays; E-NMPC design; SQP algorithm; economically optimizing nonlinear model predictive control; free flowing powder; hard input constraints; liquid foodstuffs; open-loop optimal control problem; quasiNewton sequential quadratic programming; raw milk production; residual moisture specifications; single-shooting method; soft output constraints; spray dryer operation; spray drying cost improvement; spray drying process control; water content reduction; Feeds; Humidity; Mathematical model; Moisture; Optimal control; Powders;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control (CDC), 2014 IEEE 53rd Annual Conference on
Conference_Location :
Los Angeles, CA
Print_ISBN :
978-1-4799-7746-8
Type :
conf
DOI :
10.1109/CDC.2014.7040456
Filename :
7040456
Link To Document :
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