DocumentCode :
23235
Title :
Identification of a Noninsulated Distillation Column From Transient Response Data
Author :
Ugryumova, Diana ; Vandersteen, Gerd ; Huyck, Bart ; Logist, Filip ; Van Impe, Jan ; De Moor, Bart
Author_Institution :
Dept. ELEC, Vrije Univ. Brussel, Brussels, Belgium
Volume :
62
Issue :
5
fYear :
2013
fDate :
May-13
Firstpage :
1382
Lastpage :
1391
Abstract :
Distillation is the most used separation technique worldwide. However, it is also an energy-intensive method. A way to reduce the energy consumption is to optimize the working conditions of distillation processes. This paper uses system identification to find an accurate model of a distillation column that can be used in, for example, model predictive control. Identification of a pilot-scale distillation column is done in the frequency domain in two steps. First, a nonparametric local polynomial method (LPM) is used to eliminate the leakage effects and to estimate the frequency response and noise contributions. A fast and a robust LPMs are compared. Second, results from the first step are used to find a low-order rational Laplace model with a time-delay term. Due to lack of insulation, the system´s operating point is varying with ambient temperature. By using a reparametrization of the initial model, it is possible to account for these changes. The final result is a metamodel, which depends on the frequency and the effective separation heat of the column. In the future, this model can be applied in model predictive control to optimize the working conditions of a distillation column. Simulation data and real measurements on a pilot-scale distillation column are used to illustrate the results.
Keywords :
Laplace transforms; delays; distillation equipment; energy consumption; frequency response; frequency-domain analysis; polynomials; predictive control; transient response; LPM; ambient temperature; energy consumption; energy-intensive method; frequency domain; frequency response; leakage effects; low-order rational Laplace model; model predictive control; noise contributions; noninsulated distillation column identification; nonparametric local polynomial method; pilot-scale distillation column; reparametrization; time-delay term; transient response data; Distillation equipment; Frequency domain analysis; Heating; Noise; Polynomials; Robustness; Transient analysis; Frequency response; identification; time-varying systems; transient response;
fLanguage :
English
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9456
Type :
jour
DOI :
10.1109/TIM.2012.2234577
Filename :
6417027
Link To Document :
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