Robust fuzzy fault detection and isolation approach applied to surge in centrifugal compressor modeling and control

This work presents the results of applying an advanced fault detection and isolation technique to centrifugal compressor; this advanced technique uses physics models of the centrifugal compressor with a fuzzy modeling and control solution method. The fuzzy fault detection and isolation has become an issue of primary importance in modern process engineering automation as it provides the prerequisites for the task of fault detection. In this work, we present an application of this approach in fault detection and isolation of surge in compression system. The ability to detect the surge is essential to improve reliability and security of the gas compressor plants. We describe and illustrate an alternative implementation to the compression systems supervision task using the basic principles of fuzzy fault detection and isolation associated with fuzzy modeling approach. In this supervision task, the residual generation is obtained from the real input-output data process and the residual evaluation is based on fuzzy logic method. The results of this application are very encouraging with relatively low levels of false alarms and obtaining a good limitation of surge in natural gas pipeline compressors.

[1]  Edward M. Greitzer,et al.  Compressor-Diffuser Interaction with Circumferential Flow Distortion , 1976 .

[2]  Edward M. Greitzer,et al.  Surge and Rotating Stall in Axial Flow Compressors—Part II: Experimental Results and Comparison With Theory , 1976 .

[3]  Edward M. Greitzer,et al.  Surge and Rotating Stall in Axial Flow Compressors—Part I: Theoretical Compression System Model , 1976 .

[4]  E. Greitzer Review—Axial Compressor Stall Phenomena , 1980 .

[5]  F. Moore,et al.  A Theory of Post-Stall Transients in Axial Compression Systems: Part II—Application , 1986 .

[6]  F. Moore,et al.  A Theory of Post-Stall Transients in Axial Compression Systems: Part I—Development of Equations , 1986 .

[7]  Ronald R. Yager,et al.  Essentials of fuzzy modeling and control , 1994 .

[8]  Edward M. Greitzer,et al.  Dynamic Control of Rotating Stall in Axial Flow Compressors Using Aeromechanical Feedback , 1994 .

[9]  Edward M. Greitzer,et al.  Turbomachinery Committee Best 1994 Paper Award: Dynamic Control of Rotating Stall in Axial Flow Compressors Using Aeromechanical Feedback , 1995 .

[10]  Hao Ying,et al.  Essentials of fuzzy modeling and control , 1995 .

[11]  Paul M. Frank,et al.  Identification of fuzzy relational models for fault detection , 1999 .

[12]  Fpt Frank Willems Modeling and bounded feedback stabilization of centrifugal compressor surge , 2000 .

[13]  Jan Tommy Gravdahl,et al.  Drive torque actuation in active surge control of centrifugal compressors , 2002, Autom..

[14]  Chj Corina Meuleman Measurement and unsteady flow modelling of centrifugal compressor surge , 2002 .

[15]  W. P. M. H. Heemels,et al.  Positive feedback stabilization of centrifugal compressor surge , 2002, Autom..

[16]  Edward M. Greitzer,et al.  COMPRESSION SYSTEM STABILITY AND ACTIVE CONTROL , 2003 .

[17]  Jan Tommy Gravdahl,et al.  Modeling of Surge in Free-Spool Centrifugal Compressors: Experimental Validation , 2004 .

[18]  Rolf Isermann,et al.  Model-based fault-detection and diagnosis - status and applications , 2004, Annu. Rev. Control..

[19]  Sylviane Gentil,et al.  Recurrent neuro-fuzzy system for fault detection and isolation in nuclear reactors , 2005, Adv. Eng. Informatics.

[20]  S. Nanda Fuzzy Logic and Optimization , 2006 .

[21]  Magnus Genrup,et al.  Detection and interactive isolation of faults in steam turbines to support maintenance decisions , 2008, Simul. Model. Pract. Theory.

[22]  Ahmed Hafaifa,et al.  A New Engineering Method for Fuzzy Reliability Analysis of Surge Control in Centrifugal Compressor , 2009 .

[23]  Ahmed Hafaifa,et al.  Fuzzy logic approach applied to the surge detection and isolation in centrifugal compressor , 2010, Automatic Control and Computer Sciences.