Blind deconvolution denoising for helicopter vibration signals

IEEE/ASME Transactions on Mechatronics

Volumn 13, Issue 5, 2008, Pages 558-565

  Zhang, Bin ^a   Khawaja, Taimoor ^a   Patrick, Romano ^b   Vachtsevanos, George ^a,c  

^a GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

^b IMPACT TECHNOLOGIES LLC   (United States)

^c GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

Blind deconvolution; Planetary gear train; Vibration signal denoising

Indexed keywords

AIRCRAFT; HELICOPTERS; INTERPLANETARY SPACECRAFT; LATTICE VIBRATIONS; MAINTAINABILITY; MAINTENANCE; SIGNAL PROCESSING;

BLIND DECONVOLUTION; CONDITION-BASED MAINTENANCES; DENOISING; FLIGHT REGIMES; FREQUENCY DOMAINS; HELICOPTER VIBRATIONS; HIGH CONFIDENCES; INNOVATIVE TECHNOLOGIES; ITERATIVE OPTIMIZATIONS; KEY INDICATORS; PLANETARY GEAR TRAIN; REMAINING USEFUL LIVES; SCHEDULED MAINTENANCES; VIBRATION MODELS; VIBRATION SIGNAL DENOISING; VIBRATION SIGNALS;

CONVOLUTION;

EID: 54349099772     PISSN: 10834435     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMECH.2008.2002324     Document Type: Article

References (17)

1. I. Y. Önel and M. Benbouzid, "Induction motor bearing failure detection and diagnosis: Park and concordia transform study," IEEE/ASME Trans. Mechatronics, vol. 13, no. 2, pp. 257-262, Apr. 2008.
2. M. Djeziri, R. Merzouki, B. Bouamama, and G. Dauphin-Tanguy, "Robust fault diagnosis by using bond graph approach," IEEE/ASME Trans. Mechatronics, vol. 12, no. 6, pp. 599-611, Dec. 2007.
3. I. Cade, P. Keogh, and M. Sahinkaya, "Fault identification in rotor/ magnetic bearing systems using discrete time wavelet coefficients," IEEE/ASME Trans. Mechatronics, vol. 10, no. 6, pp. 648-657, Dec. 2005.
4. Y. Izumikawa, K. Yubai, and J. Hirai, "Fault-tolerant control system of flexible arm for sensor fault by using reaction force observer," IEEE/ASME Trans. Mechatronics, vol. 10, no. 4, pp. 391-396, Aug. 2005.
5. H.-S. Yan and Y.-C. Wu, "A novel design of a brushless dc motor integrated with an embedded planetary gear train," IEEE/ASME Trans. Mechatronics, vol. 11, no. 5, pp. 551-557, Oct. 2006.
6. P. D. McFadden and J. D. Smith, "An explanation for the asymmetry of the modulation sidebands about the tooth meshing frequency in epicyclic gear vibration," Proc. Inst. Mech. Eng. - Mech. Eng. Sci., vol. 199, no. 1, pp. 65-70, 1985.
7. J. Keller and P. Grabill, "Vibration monitoring of a UH-60A main transmission planetary carrier fault," in Proc. Amer. Helicopter Soc. 59th Annu. Forum, Phoenix, AZ, May 2003, pp. 1-11.
8. B. Wu, A. Saxena, T. Khawaja, R. Patrick, G. Vachtsevanos, and R. Sparis, "An approach to fault diagnosis of helicopter planetary gears," in Proc. AUTOTESTCON, San Antonio, TX, Sep. 2004, pp. 475-481.
9. G. R. Ayers and J. C. Dainty, "Iterative blind deconvolution method and its applications," Opt. Lett., vol. 13, no. 7, pp. 547-549, Jul. 1988.
10. D. Kundur and D. Hatzinakos, "Blind image deconvolution," IEEE Signal Process. Mag., vol. 13, no. 3, pp. 43-64, May 1996.
11. R. Prost and R. Goutte, "Discrete constrained iterative deconvolution with optimized rate of convergence," Signal Process., vol. 7, pp. 209-230, Dec. 1984.
12. J. Antoni, "Blind separation of vibration components: Principles and demonstrations," Mech. Syst. Signal Process., vol. 19, pp. 1166-1180, 2005.
13. A. K. Nandi, D. Mampel, and B. Roscher, "Blind deconvolution of ultrasonic signals in nondestructive testing applications," IEEE Trans. Signal Process., vol. 45, no. 5, pp. 1382-1390, May 1997.
14. R. Peled, S. Braun, and M. Zacksenhouse, "A blind deconvolution separation of multiple sources, with application to bearing diagnostics," Mech. Syst. Signal Process., vol. 19, pp. 1181-1195, 2005.
15. G. Gelle, M. Colas, and G. Delaunay, "Blind sources separation applied to rotating machines monitoring by acoustical and vibrations analysis," Mech. Syst. Signal Process., vol. 14, no. 3, pp. 427-442, 2000.
16. A. Saxena, B. Wu, and G. Vachtsevanos, "A methodology for analyzing vibration data from planetary gear system using complex Morelt wavelets," in Proc. Amer. Control Conf., vol. 7, Portland, OR, Jun. 2005, pp. 4730-4735.
17. B. Wu, A. Saxena, R. Romano, and G. Vachtesevanos, "Vibration monitoring for fault diagnosis of helicopter planetary gears," in Proc. 16th IFAC World Cong., Prague, Czech Republic, Jul. 2005, pp. 1-6.