Title :
Modeling and identification of centrifugal compressor dynamics with approximate realizations
Author :
Van Helvoirt, Jan ; De Jager, Bram ; Steinbuch, Maarten ; Smeulers, Jan
Author_Institution :
Dept. of Mech. Eng., Technische Universiteit, Eindhoven
Abstract :
This paper deals with the parameter identification of a model for the dynamic behavior of a large industrial centrifugal compression system. Experimental results are presented to evaluate a new approach for determining the parameters of a modified version of the well-known Greitzer model. This approach is based on an approximate realization algorithm that constructs an LTI model from step response data. It is shown that the method is capable of providing estimates for a limited set of model parameters. In a subsequent sensitivity analysis it is proven that the identifiable parameters are all related to the dominant dynamics of the system. The main conclusion is that the suggested approach is capable of providing estimates for the various model parameters. However, identification is limited to those parameters that are associated with dynamics that can be excited sufficiently during forced response experiments
Keywords :
compressors; linear systems; parameter estimation; realisation theory; sensitivity analysis; step response; Greitzer model; LTI model; approximate realizations; centrifugal compressor dynamics identification; centrifugal compressor dynamics modeling; large industrial centrifugal compression system; linear time-invariant model; parameter identification; sensitivity analysis; Gas industry; Geometry; Limit-cycles; Parameter estimation; Predictive models; Sensitivity analysis; Solid modeling; Surges; Thermal loading; Tuning;
Conference_Titel :
Control Applications, 2005. CCA 2005. Proceedings of 2005 IEEE Conference on
Conference_Location :
Toronto, Ont.
Print_ISBN :
0-7803-9354-6
DOI :
10.1109/CCA.2005.1507335