Advanced search
Publication Cover
Tribology Transactions Volume 42, 1999 - Issue 2
Submit an article Journal homepage
454
Views
46
CrossRef citations to date
0
Altmetric
Original Articles

Dynamic Prognostic Prediction of Defect Propagation on Rolling Element Bearings

Y. Li George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia, 30332-0405
,
S. Billington George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia, 30332-0405
,
C. Zhang George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia, 30332-0405
,
T. Kurfess George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia, 30332-0405
,
S. Danyluk George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia, 30332-0405
&
S. Liang George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia, 30332-0405
Pages 385-392 | Published online: 25 Mar 2008

Citations (46)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (3)

Constantine Tarawneh, Jennifer D. Lima, Nancy De Los Santos & Robert E. Jones. (2019) Prognostics Models for Railroad Tapered Roller Bearings with Spall Defects on Inner or Outer Rings. Tribology Transactions 62:5, pages 897-906.
Read now
Ali Mahvash & Aouni A. Lakis. (2015) Application of Cyclic Spectral Analysis in Diagnosis of Bearing Faults in Complex Machinery. Tribology Transactions 58:6, pages 1151-1158.
Read now
Lewis Rosado, NelsonH. Forster, KevinL. Thompson & JasonW. Cooke. (2009) Rolling Contact Fatigue Life and Spall Propagation of AISI M50, M50NiL, and AISI 52100, Part I: Experimental Results. Tribology Transactions 53:1, pages 29-41.
Read now

Articles from other publishers (43)

Sameera Mufazzal, S. M. Muzakkir & Sidra Khanam. (2023) On the Importance of Modeling Ball Raceway Impact Force for Evaluating the Plastic Deformation at Spall Edge of Rolling Element Bearing: Theoretical Modeling. Journal of Vibration Engineering & Technologies.
Crossref
Souleymane Sow, Xavier Chiementin, Lanto Rasolofondraibe & Olivier Cousinard. 2023. Advances in Acoustics and Vibration IV. Advances in Acoustics and Vibration IV 162 170 .
Abdenour Soualhi, Bilal El Yousfi, Mourad Lamraoui & Kamal Medjaher. 2023. Advanced Computational Techniques for Renewable Energy Systems. Advanced Computational Techniques for Renewable Energy Systems 652 664 .
Yi Liu, Changyun Miao, Xianguo Li, Jianhua Ji & Dejun Meng. (2021) Research on the fault analysis method of belt conveyor idlers based on sound and thermal infrared image features. Measurement 186, pages 110177.
Crossref
Bingxin Yan, Xiaobing Ma, Guifa Huang & Yu Zhao. (2021) Two-stage physics-based Wiener process models for online RUL prediction in field vibration data. Mechanical Systems and Signal Processing 152, pages 107378.
Crossref
Artur Skoczylas, Paweł Stefaniak, Sergii Anufriiev & Bartosz Jachnik. (2021) Belt Conveyors Rollers Diagnostics Based on Acoustic Signal Collected Using Autonomous Legged Inspection Robot. Applied Sciences 11:5, pages 2299.
Crossref
Xin Xu, Qianhui Wu, Xiu Li & Biqing Huang. (2020) Dilated Convolution Neural Network for Remaining Useful Life Prediction. Journal of Computing and Information Science in Engineering 20:2.
Crossref
Jinjiang Wang, Yuanyuan Liang, Yinghao Zheng, Robert X. Gao & Fengli Zhang. (2020) An integrated fault diagnosis and prognosis approach for predictive maintenance of wind turbine bearing with limited samples. Renewable Energy 145, pages 642-650.
Crossref
Jinjiang Wang, Laibin Zhang, Yinghao Zheng & Kebo Wang. (2019) Adaptive prognosis of centrifugal pump under variable operating conditions. Mechanical Systems and Signal Processing 131, pages 576-591.
Crossref
Xiaodong Wang, Feng Liu & Yaohua Chen. (2019) Application of Spatio-Temporal Attention Mechanism in Temperature Prediction of High-Speed Train Bogie. Application of Spatio-Temporal Attention Mechanism in Temperature Prediction of High-Speed Train Bogie.
Jinjiang Wang, Robert X. Gao, Zhuang Yuan, Zhaoyan Fan & Laibin Zhang. (2016) A joint particle filter and expectation maximization approach to machine condition prognosis. Journal of Intelligent Manufacturing 30:2, pages 605-621.
Crossref
Xiangwei Liu, Yusong Pang, Gabriel Lodewijks & Daijie He. (2018) Experimental research on condition monitoring of belt conveyor idlers. Measurement 127, pages 277-282.
Crossref
Jing Liu & Yimin Shao. (2017) An improved analytical model for a lubricated roller bearing including a localized defect with different edge shapes. Journal of Vibration and Control 24:17, pages 3894-3907.
Crossref
Insun Shin, Junmin Lee, Jun Young Lee, Kyusung Jung, Daeil Kwon, Byeng D. Youn, Hyun Soo Jang & Joo-Ho Choi. (2018) A Framework for Prognostics and Health Management Applications toward Smart Manufacturing Systems. International Journal of Precision Engineering and Manufacturing-Green Technology 5:4, pages 535-554.
Crossref
Zhihe Duan, Tonghai Wu, Shuaiwei Guo, Tao Shao, Reza Malekian & Zhixiong Li. (2018) Development and trend of condition monitoring and fault diagnosis of multi-sensors information fusion for rolling bearings: a review. The International Journal of Advanced Manufacturing Technology 96:1-4, pages 803-819.
Crossref
Jing Liu, Zhifeng Shi & Yimin Shao. (2017) A numerical investigation of the plastic deformation at the spall edge for a roller bearing. Engineering Failure Analysis 80, pages 263-271.
Crossref
Abdallah Chehade, Scott Bonk & Kaibo Liu. (2017) Sensory-Based Failure Threshold Estimation for Remaining Useful Life Prediction. IEEE Transactions on Reliability 66:3, pages 939-949.
Crossref
Jodi Walsh, Imran Bashir, Joanne K. Garrett, Philipp R. Thies, Philippe Blondel & Lars Johanning. (2017) Monitoring the condition of Marine Renewable Energy Devices through underwater Acoustic Emissions: Case study of a Wave Energy Converter in Falmouth Bay, UK. Renewable Energy 102, pages 205-213.
Crossref
Mario A. Saucedo-Espinosa, Hugo Jair Escalante & Arturo Berrones. (2014) Detection of defective embedded bearings by sound analysis: a machine learning approach. Journal of Intelligent Manufacturing 28:2, pages 489-500.
Crossref
Adrian Cubillo, Suresh Perinpanayagam & Manuel Esperon-Miguez. (2016) A review of physics-based models in prognostics: Application to gears and bearings of rotating machinery. Advances in Mechanical Engineering 8:8, pages 168781401666466.
Crossref
Urko Leturiondo, Oscar Salgado & Diego Galar. 2016. Current Trends in Reliability, Availability, Maintainability and Safety. Current Trends in Reliability, Availability, Maintainability and Safety 99 112 .
J. Walsh, I. Bashir, P. R. Thies, L. Johanning & Ph. Blondel. (2015) Acoustic emission health monitoring of marine renewables: Illustration with a wave energy converter in Falmouth Bay (UK). Acoustic emission health monitoring of marine renewables: Illustration with a wave energy converter in Falmouth Bay (UK).
Seyed A. Niknam, John E. Kobza & J. Wesley Hines. (2015) Operation and maintenance decision-making using prognostic information. Operation and maintenance decision-making using prognostic information.
Zhong Wang, Qian Xing, Luhua Fu & Hong Sun. (2015) Realtime vision-based surface defect inspection of steel balls. Transactions of Tianjin University 21:1, pages 76-82.
Crossref
Jing Liu & Yimin Shao. (2014) A new dynamic model for vibration analysis of a ball bearing due to a localized surface defect considering edge topographies. Nonlinear Dynamics 79:2, pages 1329-1351.
Crossref
Jong Won Park, Byung Oh Choi & Kyeong Keun Kim. (2013) Study on Accelerated Life Testing of Swing Reduction Gear Box for Hybrid Excavator. Transactions of the Korean Society of Mechanical Engineers A 37:11, pages 1407-1413.
Crossref
Wahyu Caesarendra, Buyung Kosasih, Kiet Tieu & Craig A. S. Moodie. (2013) An application of nonlinear feature extraction - A case study for low speed slewing bearing condition monitoring and prognosis. An application of nonlinear feature extraction - A case study for low speed slewing bearing condition monitoring and prognosis.
Jinjiang Wang & Robert X. Gao. (2013) Multiple model particle filtering for bearing life prognosis. Multiple model particle filtering for bearing life prognosis.
Prasanna Tamilselvan, Pingfeng Wang & Ramkumar Jayaraman. (2012) Health diagnostics with unexampled faulty states using a two-fold classification method. Health diagnostics with unexampled faulty states using a two-fold classification method.
Shichang Du, Jun Lv & Lifeng Xi. (2012) Degradation process prediction for rotational machinery based on hybrid intelligent model. Robotics and Computer-Integrated Manufacturing 28:2, pages 190-207.
Crossref
P. Tamilselvan, Yibin Wang & Pingfeng Wang. (2012) Deep Belief Network based state classification for structural health diagnosis. Deep Belief Network based state classification for structural health diagnosis.
H. Mehdigholi, H. Rafsanjani & Behzad Mehdi. (2011) Estimation of rolling bearing life with damage curve approach. Polish Maritime Research 18:3, pages 66-70.
Crossref
Jong-Won Park, Hyoung-Eui Kim, Jong-Ock Kim, Yang-Jin Sim & Won-Wook Jung. (2010) Experimental Study of the Effect of Shortening of Life of Tapered Roller Bearings when Subjected to Excessive Axial Pre-Load. Transactions of the Korean Society of Mechanical Engineers A 34:9, pages 1161-1166.
Crossref
J Halme & P Andersson. (2016) Rolling contact fatigue and wear fundamentals for rolling bearing diagnostics - state of the art. Proceedings of the Institution of Mechanical Engineers, Part J: Journal of Engineering Tribology 224:4, pages 377-393.
Crossref
N. Gebraeel & Jing Pan. (2008) Prognostic Degradation Models for Computing and Updating Residual Life Distributions in a Time-Varying Environment. IEEE Transactions on Reliability 57:4, pages 539-550.
Crossref
Nagi Z. Gebraeel & Mark A. Lawley. (2008) A Neural Network Degradation Model for Computing and Updating Residual Life Distributions. IEEE Transactions on Automation Science and Engineering 5:1, pages 154-163.
Crossref
Runqing Huang, Lifeng Xi, Xinglin Li, C. Richard Liu, Hai Qiu & Jay Lee. (2007) Residual life predictions for ball bearings based on self-organizing map and back propagation neural network methods. Mechanical Systems and Signal Processing 21:1, pages 193-207.
Crossref
Youngsik Choi & C. Richard Liu. (2007) Spall progression life model for rolling contact verified by finish hard machined surfaces. Wear 262:1-2, pages 24-35.
Crossref
N. Gebraeel. (2006) Sensory-Updated Residual Life Distributions for Components With Exponential Degradation Patterns. IEEE Transactions on Automation Science and Engineering 3:4, pages 382-393.
Crossref
Robert X. Gao, Ruqiang Yan, Shuangwen Sheng & Li Zhang. 2006. Condition Monitoring and Control for Intelligent Manufacturing. Condition Monitoring and Control for Intelligent Manufacturing 167 191 .
N. Gebraeel, M. Lawley, R. Liu & V. Parmeshwaran. (2004) Residual Life Predictions From Vibration-Based Degradation Signals: A Neural Network Approach. IEEE Transactions on Industrial Electronics 51:3, pages 694-700.
Crossref
Michael N. Kotzalas & Tedric A. Harris. (2001) Fatigue Failure Progression in Ball Bearings. Journal of Tribology 123:2, pages 238-242.
Crossref
R.S. Cowan & W.O. Winer. 2001. Fundamentals of Tribology and Bridging the Gap Between the Macro- and Micro/Nanoscales. Fundamentals of Tribology and Bridging the Gap Between the Macro- and Micro/Nanoscales 931 950 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.