Intelligent diagnosis of bearing knock faults in internal combustion engines using vibration simulation

Mechanism and Machine Theory

Volumn 104, Issue , 2016, Pages 161-176

  Chen, Jian ^a,b   Randall, Robert Bond ^b  

^a UNIVERSITY OF SOUTHAMPTON   (United Kingdom)

^b UNIVERSITY OF NEW SOUTH WALES   (Australia)

Author keywords

Artificial Neural Network; Intelligent diagnosis; Internal combustion engine; Journal bearing with oversize clearance; Vibration simulation

Indexed keywords

COMBUSTION; COMBUSTION KNOCK; CONDITION MONITORING; ENGINES; FAILURE ANALYSIS; FEATURE EXTRACTION; INTEGRATED CIRCUITS; INTERNAL COMBUSTION ENGINES; NEURAL NETWORKS; SIGNAL DETECTION;

FAULT LOCALIZATION; FEATURE EXTRACTION AND SELECTION; INTELLIGENT DIAGNOSIS; INTERNAL COMBUSTION; MACHINE CONDITION MONITORING; MODEL-BASED METHOD; SLIDER-CRANK MECHANISM; VIBRATION SIMULATION;

FAULT DETECTION;

EID: 84975476102     PISSN: 0094114X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.mechmachtheory.2016.05.022     Document Type: Article

References (26)

1. C.M. Taylor Automobile engine tribology - design considerations for efficiency and durability Wear 221 1998 1 8
2. P. Flores, J. Ambrósio, J.C.P. Claro, H.M. Lankarani, and C.S. Koshy Lubricated revolute joints in rigid multibody systems Nonlinear Dyn. 56 3 2009 277 295
3. P. Flores, J. Ambrósio, J.C.P. Claro, H.M. Lankarani, and C.S. Koshy A study on dynamics of mechanical systems including joints with Clearance and lubrication Mech. Mach. Theory 41 3 2006 247 261
4. P. Flores, H.M. Lankarani, J. Ambrósio, and J.C.P. Claro Modeling lubricated revolute joints in multibody mechanical systems Proc. Inst. Mech. Eng. K J. Multi-body Dyn. 218 2004 183 190
5. M. Machado, J. Costa, P. Seabra, and P. Flores The effect of the lubricated revolute joint parameters and hydrodynamic force models on the dynamic response of planar multibody systems Nonlinear Dyn. 69 1-2 2012 635 654
6. G.B. Daniel, and K.L. Cavalca Analysis of the dynamics of a slider-crank mechanism with hydrodynamic lubrication in the connecting rod-slider joint clearance Mech. Mach. Theory 46 10 2011 1434 1452
7. J. Chen, R. Randall, N. Feng, B. Peeters, and H. Van Der Auweraer Modelling and diagnosis of big-end bearing knock fault in internal combustion engines Proc. Inst. Mech. Eng. C J. Mech. Eng. Sci. 228 16 2014 2973 2984
8. A. Sommerfeld Zur hydrodynamischen Theorie der Schmiermittelreibung Z. Angew. Math. Phys. 50 1904 97 155
9. G.B. Dubois, and F.W. Ocvirk Analytical Derivation and Experimental Evaluation of Short Bearing Approximation for Full Journal Bearings NACA Report 1157 1953 (Washington, USA)
10. H. Hirani, K. Athre, and S. Biswas Rapid and globally convergent method for dynamically loaded journal bearing design Proc. Inst. Mech. Eng. J J. Eng. Tribol. 212 3 1998 207 214
11. J. Frêne, D. Nicolas, B. Degneurce, D. Berthe, and M. Godet Hydrodynamic Lubrication - Bearings and Thrust Bearings 1997 Elsevier Amsterdam, Netherlands
12. J. Chen, R.B. Randall, B. Peeters, W. Desmet, and H. Van der Auweraer Artificial neural network based fault diagnosis of IC engines Key Eng. Mater. 518 2012 47 56
13. J. Antoni Fast computation of the kurtogram for the detection of transient faults Mech. Syst. Signal Process. 21 1 2007 108 124
14. Y. Ren Detection of Knocking Combustion in Diesel Engines by Inverse Filtering of Structural Vibration Signals (PhD Thesis) 1999 UNSW Australia
15. J. Chen, and R.B. Randall Automated Diagnosis System for Mechanical Faults in IC Engines CM/MFPT 2013 17-20th June 2013 (Kraków, Poland)
16. J. Bretl, and P. Conti Rigid Body Mass Properties from Test Data Proceeding of the 5th Intentional Modal Analysis Conference, London, England 1987 655 659
17. E. Mucchi, G. Bottoni, and R. Di Gregorio Indirect measurement of the inertia properties of a knee prosthesis through a simple frequency-domain technique Trans. ASME J. Med. Devices 3 4 2009 044501.1 045001.7
18. J. Chen, R.B. Randall, B. Peeters, H. Van der Auweraer, and W. Desmet Automated Misfire Diagnosis in Engines Using Torsional Vibration and Block Rotation COMADEM2012, Huddersfield, UK, 18-20th June 2012
19. J.I. Ghojel Review of the development and applications of the Wiebe function: a tribute to the contribution of Ivan Wiebe to engine research Int. J. Engine Res. 11 4 2010 297 312
20. J. Chen, and R.B. Randall Simulating Bearing Knock in an IC Engine The 20th International Congress on Sound and Vibration 7-11th July 2013 (Bangkok, Thailand)
21. J. Chen, R.B. Randall, B. Peeters, W. Desmet, and H. Van der Auweraer Neural Network Based Diagnosis of Mechanical Faults in IC Engines IMechE Tenth International Conference on Vibrations in Rotating Machinery 11-13rd September 2012 (London, UK)
22. I. Guyon, and A. Elisseeff An introduction to variable and feature selection J. Mach. Learn. Res. 3 2003 1157 1182
23. O. Ludwig, and U. Nunes Novel maximum-margin training algorithms for supervised neural networks IEEE Trans. Neural Netw. 21 6 2010 972 983
24. D.E. Goldberg Genetic Algorithms in Search, Optimization and Machine Learning" 1989 Addison Wesley New York, USA
25. C. Ding, and H. Peng Minimum Redundancy Feature Selection from Microarray Gene Expression Data Proceedings of the Computational Systems Bioinformatics 2003 523 528 (Stanford, USA)
26. O. Ludwig, P.C. Gonzalez, and A. Lima Optimization of ANN Applied to Non-Linear System Identification Proceedings of the 25th International Conference on Modelling, Identification, and Control 2006 (Lanzarote, Spain)