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2016 | OriginalPaper | Chapter

Intelligent Technical Fault Condition Diagnostics of Mill Fan

Authors : Mincho Hadjiski, Lyubka Doukovska

Published in: Novel Applications of Intelligent Systems

Publisher: Springer International Publishing

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Abstract

The mill fans (MF) are centrifugal fans of the simplest type with flat radial blades adapted for simultaneous operation both like fans and also like mills. The key variable that could be used for diagnostic purposes is vibration amplitude of MF corpse. However its mode values include a great deal of randomness. Therefore the application of deterministic dependencies with correcting coefficients is non-effective for MF predictive modeling. Standard statistical and probabilistic (Bayesian) approaches are also inapplicable to estimate MF vibration state due to non-stationarity, non-ergodicity and the significant noise level of the monitored vibrations. Adequate for the case methods of computational intelligence [fuzzy logic, neural networks and more general AI techniques—the precedents’ method or machine learning (ML)] must be used. The present paper describes promising initial results on applying the Case-Based Reasoning (CBR) approach for intelligent diagnostic of the mill fan working capacity using its vibration state.

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Literature
1.
go back to reference G. Fan, N. Rees, Modeling of Vertical Spindle Mills in Coal Fired Power Plants (1994) G. Fan, N. Rees, Modeling of Vertical Spindle Mills in Coal Fired Power Plants (1994)
2.
go back to reference N. Rees, G. Fan, Modeling and control of pulverized fuel coal mills. IEE Power Energy Series 43 (2003) N. Rees, G. Fan, Modeling and control of pulverized fuel coal mills. IEE Power Energy Series 43 (2003)
3.
go back to reference J. Wei, J. Wang, S. Guo, Mathematical modeling and condition monitoring of power plant tube-ball mill systems, in Proceedings of ACC (St. Louis, USA, 2009) J. Wei, J. Wang, S. Guo, Mathematical modeling and condition monitoring of power plant tube-ball mill systems, in Proceedings of ACC (St. Louis, USA, 2009)
4.
go back to reference P. Zachariades, J. Wei, J. Wang, Development of a tube-ball coal mill mathematical model using particle swarm optimization, in Proceedings of the World Congress of Engineering (London, 2008) P. Zachariades, J. Wei, J. Wang, Development of a tube-ball coal mill mathematical model using particle swarm optimization, in Proceedings of the World Congress of Engineering (London, 2008)
5.
go back to reference H. Cao, L. Jia, G. Si, Y. Zhang, In improved simulated annealing for ball-mill pulverizing system optimization of thermal power plant, in Advances in Information Technology and Industry Application, LNEE 136 (Springer, 2012) H. Cao, L. Jia, G. Si, Y. Zhang, In improved simulated annealing for ball-mill pulverizing system optimization of thermal power plant, in Advances in Information Technology and Industry Application, LNEE 136 (Springer, 2012)
6.
go back to reference B. Bonev, T. Totev, J. Artakov, M. Nikolov, Diagnostic of coal dust preparation systems with milling fans, in Proceedings of the 3rd International Conference “New Trends in Automation of Energetic Processes’98” (Zlin, Czech Republic, 1998) B. Bonev, T. Totev, J. Artakov, M. Nikolov, Diagnostic of coal dust preparation systems with milling fans, in Proceedings of the 3rd International Conference “New Trends in Automation of Energetic Processes’98” (Zlin, Czech Republic, 1998)
7.
go back to reference T. Totev, B. Bonev, J. Artakov, Systems for Determination of the Quality of Coal, Burning in the Steam Generator P-62 in TPP “Maritza East Energetics”, No. 1–2, 1995 (in Bulgarian) T. Totev, B. Bonev, J. Artakov, Systems for Determination of the Quality of Coal, Burning in the Steam Generator P-62 in TPP “Maritza East Energetics”, No. 1–2, 1995 (in Bulgarian)
8.
go back to reference S. Batov, B. Bonev, T. Totev, Problems and Decisions of the Use of Bulgarian Low-Rank Lignite Coal for Electric Power Generation, Proc. (STC, Ochrid, 1995) S. Batov, B. Bonev, T. Totev, Problems and Decisions of the Use of Bulgarian Low-Rank Lignite Coal for Electric Power Generation, Proc. (STC, Ochrid, 1995)
9.
go back to reference L. Hadjiski, S. Dukovski, M. Hadjiski, R. Kassing, Genetic algorithm application to boiler-mill-fan system robust optimal control, in Symposium Algarve (Portugal, 1996) L. Hadjiski, S. Dukovski, M. Hadjiski, R. Kassing, Genetic algorithm application to boiler-mill-fan system robust optimal control, in Symposium Algarve (Portugal, 1996)
10.
go back to reference M. Hadjiski, M. Nikolov, S. Dukovski, G. Drianovski, E. Tamnishki, Low-Rank Coal Fired Boilers Monitoring by Applying Hybrid Models, in Proceedings of the 8th IEEE Mediterranean Conference on Control and Automation MED’2000 (Patras, Greece, 2000a) M. Hadjiski, M. Nikolov, S. Dukovski, G. Drianovski, E. Tamnishki, Low-Rank Coal Fired Boilers Monitoring by Applying Hybrid Models, in Proceedings of the 8th IEEE Mediterranean Conference on Control and Automation MED’2000 (Patras, Greece, 2000a)
11.
go back to reference M. Hadjiski, V. Totev, Hybrid modeling of milling fan of steam generators in TPP. Autom. Inf. 4 (2000) (in Bulgarian) M. Hadjiski, V. Totev, Hybrid modeling of milling fan of steam generators in TPP. Autom. Inf. 4 (2000) (in Bulgarian)
12.
go back to reference M. Hadjiski, V. Totev, R. Yusupov, Softsensing-based flame position estimation in steam boiler combustion chamber, in Proceedings of International Workshop on “Distributed Computer and Communication Networks” (Sofia, Bulgaria, 2005) M. Hadjiski, V. Totev, R. Yusupov, Softsensing-based flame position estimation in steam boiler combustion chamber, in Proceedings of International Workshop on “Distributed Computer and Communication Networks” (Sofia, Bulgaria, 2005)
13.
go back to reference N. Klepiko, V. Abidennikov, A. Volkov et al., Dust preparation systems with mill-fans for the boilers of power units, Teploenergetika, No. 9, 2008 (in Russian) N. Klepiko, V. Abidennikov, A. Volkov et al., Dust preparation systems with mill-fans for the boilers of power units, Teploenergetika, No. 9, 2008 (in Russian)
14.
go back to reference M. Hadjiski, S. Dukovski, Adaptive Control of 210 MW Boiler Milling System—Comparative Analysis of Several Approaches, in International Symposium on Adaptive Control/Signal Processing (Budapest, Hungary, 1995) M. Hadjiski, S. Dukovski, Adaptive Control of 210 MW Boiler Milling System—Comparative Analysis of Several Approaches, in International Symposium on Adaptive Control/Signal Processing (Budapest, Hungary, 1995)
15.
go back to reference M. Hadjiski, V. Petkov, E. Mihailov, A Software environment for approximate model design of a low-calorithic coal combustion in power plant boilers, in DAAP Symposium on “Modelling and Optimization of Pollutant Reduced Industrial Furnaces” (Sofia, Bulgaria, 2000b) M. Hadjiski, V. Petkov, E. Mihailov, A Software environment for approximate model design of a low-calorithic coal combustion in power plant boilers, in DAAP Symposium on “Modelling and Optimization of Pollutant Reduced Industrial Furnaces” (Sofia, Bulgaria, 2000b)
16.
go back to reference M. Tabaszewski, Forecasting of residual time of milling fans by means of neural networks. Diagnostyka’3 39 (2006) M. Tabaszewski, Forecasting of residual time of milling fans by means of neural networks. Diagnostyka’3 39 (2006)
17.
go back to reference C. Cempel, M. Tabaszewski, Singular spectrum analysis as a smoothing method of load variability. Diagnostyka’4 56 (2010) C. Cempel, M. Tabaszewski, Singular spectrum analysis as a smoothing method of load variability. Diagnostyka’4 56 (2010)
18.
go back to reference N. Zhang, Dynamic Characteristic of Flow Induced Vibration in a Rotor-Seal System (IOS Press, Amsterdam, 2010) N. Zhang, Dynamic Characteristic of Flow Induced Vibration in a Rotor-Seal System (IOS Press, Amsterdam, 2010)
19.
go back to reference J. Norbicz, J. Koscielny, Z. Kowalczuk, W. Cholewa (eds.), Fault Diagnosis Models, Artificial Intelligence, Applications (Springer, Berlin, 2004) J. Norbicz, J. Koscielny, Z. Kowalczuk, W. Cholewa (eds.), Fault Diagnosis Models, Artificial Intelligence, Applications (Springer, Berlin, 2004)
20.
go back to reference F. Moon, Chaotic and Fractal Dynamics (Wiley, New York, 2008) F. Moon, Chaotic and Fractal Dynamics (Wiley, New York, 2008)
21.
go back to reference D. Donoho, Denoising by soft-thresholding. IEEE Trans. Inf. Theor. 41 (1995) D. Donoho, Denoising by soft-thresholding. IEEE Trans. Inf. Theor. 41 (1995)
22.
go back to reference S. Krishnan, R. Rangayyan, Denoising knee joint vibration signals using adaptive time-frequency representation, in Canadian Conference on Electrical and Computer Engineering, vol. 3 (1999) S. Krishnan, R. Rangayyan, Denoising knee joint vibration signals using adaptive time-frequency representation, in Canadian Conference on Electrical and Computer Engineering, vol. 3 (1999)
23.
go back to reference G. Vachtsevanos, F. Lewis, M. Roemer, A. Hess, B. Wu, Intelligent Fault Diagnosis and Prognosis for Engineering Systems (Wiley, New York, 2006) G. Vachtsevanos, F. Lewis, M. Roemer, A. Hess, B. Wu, Intelligent Fault Diagnosis and Prognosis for Engineering Systems (Wiley, New York, 2006)
24.
go back to reference J. Recèo-Garcia, B. Diaz-Agudo, A. Sanches-Ruiz, P. Gonzales-Calero, Lessons Learned in the Development of a CBR Framework, Expert Update, vol. 10, No. 1 (2010) J. Recèo-Garcia, B. Diaz-Agudo, A. Sanches-Ruiz, P. Gonzales-Calero, Lessons Learned in the Development of a CBR Framework, Expert Update, vol. 10, No. 1 (2010)
25.
go back to reference A. Eremeev, P. Varshavskiy, Case-based reasoning method for real-time expert diagnostics systems. Int. J. Inf. Theor. Appl., vol. 15, 2008 A. Eremeev, P. Varshavskiy, Case-based reasoning method for real-time expert diagnostics systems. Int. J. Inf. Theor. Appl., vol. 15, 2008
26.
go back to reference I. Rasovska, B. Chebel-Mollero, N. Zerhouni, A, Case elaboration methodology for a diagnostic and repair help system based on case-based reasoning, in Proceedings of AAAI (2007). www.aaai.org I. Rasovska, B. Chebel-Mollero, N. Zerhouni, A, Case elaboration methodology for a diagnostic and repair help system based on case-based reasoning, in Proceedings of AAAI (2007). www.​aaai.​org
27.
go back to reference S. Pal, S. Shin, Foundation of Soft Case-Based Reasoning (Wiley, New York, 2004) S. Pal, S. Shin, Foundation of Soft Case-Based Reasoning (Wiley, New York, 2004)
28.
go back to reference M. Hadjiski, L. Doukovska, CBR approach for technical diagnostics of mill fan system. Comptes rendus de l’Academie bulgare des Sciences, ISSN 1310–1331 66(1), 93–100 (2013) M. Hadjiski, L. Doukovska, CBR approach for technical diagnostics of mill fan system. Comptes rendus de l’Academie bulgare des Sciences, ISSN 1310–1331 66(1), 93–100 (2013)
29.
go back to reference J. Kolonder, Case-Based Reasoning (Morgan Kaufmann, Burlington, 1993) J. Kolonder, Case-Based Reasoning (Morgan Kaufmann, Burlington, 1993)
30.
go back to reference M. Richter, On the notion of similarity in CBR, in Mathematical and Statistical Methods in Artificial Intelligence, ed. by G. del la Riccia, R. Kusse, R. Viertl (Springer, Berlin, 1995) M. Richter, On the notion of similarity in CBR, in Mathematical and Statistical Methods in Artificial Intelligence, ed. by G. del la Riccia, R. Kusse, R. Viertl (Springer, Berlin, 1995)
31.
go back to reference A. Aamodt, E. Plaza, Case-based reasoning: foundational issues, methodological variations, and system approaches. Al Commun. 7(1) (1994) A. Aamodt, E. Plaza, Case-based reasoning: foundational issues, methodological variations, and system approaches. Al Commun. 7(1) (1994)
32.
go back to reference L. Fan, K. Boshnakov, Fuzzy logic based dissolved oxygen control for SBR wastewater treatment process, in Proceedings of the 8th World Congress on Intelligent Control and Automation July 6–9 2010 (Jinan, China, 2010), pp. 4142–4144 L. Fan, K. Boshnakov, Fuzzy logic based dissolved oxygen control for SBR wastewater treatment process, in Proceedings of the 8th World Congress on Intelligent Control and Automation July 6–9 2010 (Jinan, China, 2010), pp. 4142–4144
33.
go back to reference L. Fan, Z. Yu, K. Boshnakov, Adaptive backstepping, based terminal sliding mode control for DC-DC converter, in International Conference on Computer Application and System Modeling (ICCASM) (Tayuan, 2010), pp. V-323–V9-327 L. Fan, Z. Yu, K. Boshnakov, Adaptive backstepping, based terminal sliding mode control for DC-DC converter, in International Conference on Computer Application and System Modeling (ICCASM) (Tayuan, 2010), pp. V-323–V9-327
Metadata
Title
Intelligent Technical Fault Condition Diagnostics of Mill Fan
Authors
Mincho Hadjiski
Lyubka Doukovska
Copyright Year
2016
DOI
https://doi.org/10.1007/978-3-319-14194-7_2

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