Identification of Fatigue Damage Evaluation using Entropy of Acoustic Emission Waveform
Journal article
Santo, F., Sattar, T., Mba, D. and Edwards, G. (2019). Identification of Fatigue Damage Evaluation using Entropy of Acoustic Emission Waveform. SN Applied Sciences. 2 (138). https://doi.org/10.1007/s42452-019-1694-7
| Authors | Santo, F., Sattar, T., Mba, D. and Edwards, G. |
|---|---|
| Abstract | Acoustic Emission (AE) is a passive Non-Destructive Testing (NDT) technique which is employed to identify critical damage in structures before failure can occur. Currently, AE monitoring is carried out by calculating the features of the signal received by the AE sensor. User defined acquisition settings (i.e. timing and threshold) significantly affects many traditional AE features such as count, energy, centroid frequency, rise-time and duration. In AE monitoring, AE features are strongly related to the damage sources. Therefore, AE features that are calculated due to inaccurate user defined acquisition settings can result in inaccurately classified damage sources. This work presents a new feature of the signal based on the measure of randomness calculated using 2nd order Renyi’s entropy. The new feature is computed from its discrete amplitude distribution making it independent of acqui-sition settings. This can reduce the need for human judgement in measuring the feature of the signal. To investigate the effective-ness of the presented feature, fatigue testing is conducted on an un-notched steel sample with simultaneous AE monitoring. Digi-tal Image Correlation (DIC) is measured alongside AE monitoring to correlate both monitoring methods to material damage. The results suggest that the new feature is sensitive in identifying critical damages in the material. |
| Year | 2019 |
| Journal | SN Applied Sciences |
| Journal citation | 2 (138) |
| Publisher | Springer |
| ISSN | 2523-3963 |
| Digital Object Identifier (DOI) | https://doi.org/10.1007/s42452-019-1694-7 |
| Publication dates | |
| Online | 26 Dec 2019 |
| Jan 2020 | |
| Publication process dates | |
| Accepted | 30 Oct 2019 |
| Deposited | 04 Nov 2019 |
| Accepted author manuscript | License File Access Level Open |
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Al Rashed, M, Kimball, M, Vega, L, Vera, D, Soler, J, Correa, M, Garcia, A, Virk, GS and Sattar, TP (2017). Climbing Robots for NDT Applications. 20th International Conference on Climbing and Walking Robots and Support Technologies for Mobile Machines, CLAWAR 2017. Porto, Portugal 11 - 13 Sep 2017 World Scientific Publishing. https://doi.org/10.1142/9789813231047_0036Integration and management of solar energy for electric vehicle charging station
Khan, A, Memon, S and Sattar, TP (2017). Integration and management of solar energy for electric vehicle charging station. Solar World Congress 2017 - Innovation for the 100% renewable energy transformation. Abu Dhabi, UAE 29 Oct - 02 Nov 2017Non-Destructive Testing Robot Applications in Hazardous Environments
Sattar, TP (2017). Non-Destructive Testing Robot Applications in Hazardous Environments. Robots in Society: Current Robotics. London South Bank University, London 08 Nov 2017Reciprocating compressor prognostics of an instantaneous failure mode utilising temperature only measurements
Loukopoulos, P, Zolkiewski, G, Bennet, I, Sampath, S, Pilidis, P, Duan, F, Sattar, TP and Mba, D (2017). Reciprocating compressor prognostics of an instantaneous failure mode utilising temperature only measurements. Applied Acoustics. 147, pp. 77-86. https://doi.org/10.1016/j.apacoust.2017.12.003Tracked-wheel crawler robot for vertically aligned mooring chain climbing design:simulation and validation of a climbing robot for mooring chain
Dissanayake, M, Sattar, T, Howlader, O, Pinson, I and Gan, T-H (2017). Tracked-wheel crawler robot for vertically aligned mooring chain climbing design:simulation and validation of a climbing robot for mooring chain. IEEE International Conference on Industrial and Information Systems (ICIIS). Peradeniya, Sri Lanka 15 - 16 Dec 2017 Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/ICIINFS.2017.8300423A study on helicopter main gearbox planetary bearing fault diagnosis
Zhou, L, Duan, F, Corsar, M, Elasha, F and Mba, D (2017). A study on helicopter main gearbox planetary bearing fault diagnosis. Applied Acoustics. https://doi.org/10.1016/j.apacoust.2017.12.004Miniaturization of Dipole Antenna for Low Frequency Ground Penetrating Radar
Howlader, MOF and Sattar, TP (2016). Miniaturization of Dipole Antenna for Low Frequency Ground Penetrating Radar. Progress In Electromagnetics Research C (PIER C). 61, pp. 161-170. https://doi.org/10.2528/pierc15103004Feasibility study on using thioether as an emergency backup lubrication system on a large helicopter main gearbox
Duan, F, Tee, S, Corsar, M, Healey, A, Kleine-Beek, W and Mba, D (2016). Feasibility study on using thioether as an emergency backup lubrication system on a large helicopter main gearbox. Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science. 231 (14). https://doi.org/10.1177/0954406216640573Induction Motor Parameter Estimation Using Sparse Grid Optimization Algorithm
Duan, F, Zivanovic, R, Al-Sarawi, S and Mba, D (2016). Induction Motor Parameter Estimation Using Sparse Grid Optimization Algorithm. IEEE Transactions on Industrial Informatics. PP (99). https://doi.org/10.1109/TII.2016.2573743Miniaturized dipole antenna development for low frequency ground penetrating radar (GPR) system
Howlader, OF and Sattar, TP (2016). Miniaturized dipole antenna development for low frequency ground penetrating radar (GPR) system. IET Colloquium on Antennas, Wireless and Electromagnetics. Glasgow, Scotland 26 - 26 May 2016 Institute of Engineering and Technology (IET). https://doi.org/10.1049/ic.2016.0040Canonical Variate Analysis for Performance Degradation under Faulty Conditions
Ruiz-Carcel, C, Lao, L, Cao, Y and Mba, D (2016). Canonical Variate Analysis for Performance Degradation under Faulty Conditions. Control Engineering Practice. 54, pp. 70-80. https://doi.org/10.1016/j.conengprac.2016.05.018A comparative study of adaptive filters in detecting a naturally degraded bearing within a gearbox
Elasha, F, Mba, D and Ruiz-Carcel, C (2016). A comparative study of adaptive filters in detecting a naturally degraded bearing within a gearbox. Case Studies in Mechanical Systems and Signal Processing. 3, pp. 1-8. https://doi.org/10.1016/j.csmssp.2015.11.001Helicopter Main Gearbox Bearing Defect Identification using Vibration and Acoustic Emission Techniques
Duan, F, Elasha, F, Greaves, M and Mba, D (2016). Helicopter Main Gearbox Bearing Defect Identification using Vibration and Acoustic Emission Techniques. P2016 IEEE International Conference on Prognostics and Health Management (ICPHM). Carleton University Ottawa, ON, Canada 20 - 22 Jun 2016 Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/ICPHM.2016.7542856Helicopter Main Gearbox Bearing Defect Identification with Acoustic Emission Techniques
Duan, F, Elasha, F, Mba, D and Bennett, I (2016). Helicopter Main Gearbox Bearing Defect Identification with Acoustic Emission Techniques. IEEE International Conference on Prognostics and Health Management. Ottawa, Canada 20 - 22 Jun 2016 Institute of Electrical and Electronics Engineers (IEEE).Rotating machine prognostics using system-level models
Li, X, Duan, F, Mba, D and Bennett, I (2016). Rotating machine prognostics using system-level models. 2016 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2016) 2016 World Congress on Engineering Asset Management (WCEAM 2016). Jiuzhaigou, Sichuan, China 25 - 28 Jul 2016Low Speed Bearing Condition Monitoring – A Case Study
Duan, F, Nze, I and Mba, D (2016). Low Speed Bearing Condition Monitoring – A Case Study. Proceedings of 2016 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2016) and 2016 World Congress on Engineering Asset Management (WCEAM2016). Jiuzhaigou, Sichuan, China 25 - 28 Jul 2016Development of a Wall Climbing Robotic Ground Penetrating Radar System for Inspection of Vertical Concrete Structures
Sattar, TP, Howlader, MOF and Dudley, S (2016). Development of a Wall Climbing Robotic Ground Penetrating Radar System for Inspection of Vertical Concrete Structures. International Journal of Mechanical, Aerospace, Industrial, Mechatronic and Manufacturing Engineering. 10 (8), pp. 1346-1352.Deployment of laser cutting head with wall climbing robot for nuclear decommissioning
Sattar, TP, Hilton, P and Howlader, MOF (2016). Deployment of laser cutting head with wall climbing robot for nuclear decommissioning. 19th International Conference on Climbing and Walking Robots and Support Technologies for Mobile Machines (CLAWAR 2016). London 12 - 14 Sep 2016 World Scientific Publishing.A comparative study of the effectiveness of vibration and acoustic emission in diagnosing a defective bearing in a planetary gearbox
Elasha, F, Greaves, M, Mba, D and Duan, F (2016). A comparative study of the effectiveness of vibration and acoustic emission in diagnosing a defective bearing in a planetary gearbox. Applied Acoustics. 115, pp. 181-195. https://doi.org/10.1016/j.apacoust.2016.07.026Fire suppression systems in aircraft: Their past, present & future
Benson, CM, Fernandez-Cerezo, G, Holborn, PG and Mba, D (2016). Fire suppression systems in aircraft: Their past, present & future. Fire Investigation. 1 (3), pp. 34-41.Helicopter gearbox bearing fault detection using separation techniques and envelope analysis
Zhou, L, Duan, F, Mba, D, Corsar, M, Greaves, M, Sampath, S and Elasha, F (2016). Helicopter gearbox bearing fault detection using separation techniques and envelope analysis. Prognostics and System Health Management Conference (PHM-Chengdu), 2016. Chengdu, China 19 - 21 Oct 2016 Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/PHM.2016.7819888Dealing with missing data for prognostic purposes
Loukopoulos, P, Sampath, S, Pilidis, P, Zolkiewski, G, Bennett, I, Duan, F and Mba, D (2016). Dealing with missing data for prognostic purposes. Prognostics and System Health Management Conference. Chengdu, China 19 - 21 Oct 2016 Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/PHM.2016.7819934Using empirical mode decomposition scheme for helicopter main gearbox bearing defect identification
Duan, F, Corsar, M and Mba, D (2016). Using empirical mode decomposition scheme for helicopter main gearbox bearing defect identification. Prognostics and System Health Management Conference (PHM-Chengdu), 2016. Chengdu, China 19 - 21 Oct 2016 Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/PHM.2016.7819829Bearing signal separation of commercial helicopter main gearbox
Elasha, F, Greaves, M and Mba, D (2016). Bearing signal separation of commercial helicopter main gearbox. Procedia CIRP. 59, pp. 111-115. https://doi.org/10.1016/j.procir.2016.09.030Safeguarding Safety Critical Infrastructure with Mobile Robot Inspectors , Opportunities and Challenges
Sattar, TP (2016). Safeguarding Safety Critical Infrastructure with Mobile Robot Inspectors , Opportunities and Challenges. International Conference on Sustainable Vital Technologies in Engineering and Informatics, BUE ACE1 2016. Cairo, Egypt 07 - 09 Nov 2016Wireless Acoustic Emission Transmission System Designed for Fault Detection of Rotating Machine
Zhou, L, Duan, F and Mba, D (2016). Wireless Acoustic Emission Transmission System Designed for Fault Detection of Rotating Machine. Lecture Notes in Networks and Systems. 4, pp. 201-207. https://doi.org/10.1007/978-3-319-48725-0_19Numerical fitting-based likelihood calculation to speed up the particle filter
Li, T, Sun, S, Corchado, JM, Sattar, TP and Si, S (2016). Numerical fitting-based likelihood calculation to speed up the particle filter. International Journal of Adaptive Control and Signal Processing. 30 (11), pp. 1583-1602. https://doi.org/10.1002/acs.2656