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Journal Articles

A Novel Method for Bearing Fault Diagnosis Based on Novel Feature Sets With Machine Learning Technique

Asmita R. Mali, P. V. Shinde, Amit Prakash Patil, Vishal G. Salunkhe, R. G. Desavale, Prashant S. Jadhav
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. February 2025, 147(2): 024301.
Paper No: TRIB-24-1161
https://doi.org/10.1115/1.4066306
Published Online: September 13, 2024
View Article titled, A Novel Method for Bearing Fault Diagnosis Based on Novel Feature Sets With Machine Learning Technique
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Topics: Algorithms, Bearings, Machine learning, Vibration, Signals
Journal Articles

Research on Ferrographic Image Fault Diagnosis Based on Channel Overlapping Technique and Information Fusion Mechanism

Xie Fei, Wei Haijun
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. July 2024, 146(7): 074601.
Paper No: TRIB-23-1178
https://doi.org/10.1115/1.4064858
Published Online: March 25, 2024
View Article titled, Research on Ferrographic Image Fault Diagnosis Based on Channel Overlapping Technique and Information Fusion Mechanism
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Topics: Algorithms, Convolutional neural networks, Fault diagnosis, Deep learning, Computers, Computation
Journal Articles

A Fast Calculation Approach for Elastohydrodynamic Finite Line Contacts Applicable to Online Calculations of Rolling Bearing Models

Di Yang, Xi Wang, Yu Hou
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. July 2024, 146(7): 074101.
Paper No: TRIB-23-1274
https://doi.org/10.1115/1.4064396
Published Online: March 13, 2024
View Article titled, A Fast Calculation Approach for Elastohydrodynamic Finite Line Contacts Applicable to Online Calculations of Rolling Bearing Models
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Topics: Algorithms, Bearings, Film thickness, Pressure, Rolling bearings, Stress, Rollers, Lubricants, Fluids
Journal Articles

Experimental Investigation of the Influence of Various Wear Parameters on the Tribological Characteristics of AZ91 Hybrid Composites and Their Machine Learning Modeling

Dhanunjay Kumar Ammisetti, S. S. Harish Kruthiventi
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. May 2024, 146(5): 051704.
Paper No: TRIB-23-1293
https://doi.org/10.1115/1.4064397
Published Online: January 22, 2024
View Article titled, Experimental Investigation of the Influence of Various Wear Parameters on the Tribological Characteristics of AZ91 Hybrid Composites and Their Machine Learning Modeling
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Topics: Composite materials, Friction, Machine learning, Stress, Wear, Graphene, Tribology, Algorithms, Modeling
Journal Articles

An Improved Slicing Technique for Finite Line Contacts in the Modeling of Rolling Element Bearings

Di Yang, Xi Wang, Yu Hou
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. August 2023, 145(8): 084302.
Paper No: TRIB-23-1037
https://doi.org/10.1115/1.4062364
Published Online: May 12, 2023
View Article titled, An Improved Slicing Technique for Finite Line Contacts in the Modeling of Rolling Element Bearings
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Topics: Algorithms, Displacement, Fittings, Modeling, Pressure, Rolling bearings, Stress
Journal Articles

Small-Dataset Machine Learning for Wear Prediction of Laser Powder Bed Fusion Fabricated Steel

Yi Zhu, Zijun Yuan, Michael M. Khonsari, Shuming Zhao, Huayong Yang
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. September 2023, 145(9): 091101.
Paper No: TRIB-22-1333
https://doi.org/10.1115/1.4062368
Published Online: May 12, 2023
View Article titled, Small-Dataset Machine Learning for Wear Prediction of Laser Powder Bed Fusion Fabricated Steel
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Topics: Algorithms, Artificial neural networks, Lasers, Machine learning, Wear, Temperature
Journal Articles

A Novel Incipient Fault Detection Technique for Roller Bearing Using Deep Independent Component Analysis and Variational Modal Decomposition

Vishal G. Salunkhe, R. G. Desavale, S. M. Khot, Nitesh P. Yelve
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. July 2023, 145(7): 074301.
Paper No: TRIB-22-1353
https://doi.org/10.1115/1.4056899
Published Online: April 3, 2023
View Article titled, A Novel Incipient Fault Detection Technique for Roller Bearing Using Deep Independent Component Analysis and Variational Modal Decomposition
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Topics: Algorithms, Bearings, Flaw detection, Independent component analysis, Roller bearings, Signals, Vibration, Failure, Statistics, Rotors
Journal Articles

Deriving Data-Driven Models That Relate Deterministic Surface Topography Parameters of As-Built Inconel 718 Surfaces to Laser Powder Bed Fusion Process Parameters

Sean Detwiler, Bart Raeymaekers
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. December 2022, 144(12): 121703.
Paper No: TRIB-22-1189
https://doi.org/10.1115/1.4055606
Published Online: September 26, 2022
View Article titled, Deriving Data-Driven Models That Relate Deterministic Surface Topography Parameters of As-Built Inconel 718 Surfaces to Laser Powder Bed Fusion Process Parameters
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Topics: Lasers, Surface topography, Algorithms
Journal Articles

Performance Sensitivity Analysis of Natural Mineral Silicates Filled Friction Composites Using GD-ANN Approach

Debarghya Saha, Bhabani K. Satapathy
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. December 2022, 144(12): 121202.
Paper No: TRIB-22-1166
https://doi.org/10.1115/1.4055131
Published Online: August 24, 2022
View Article titled, Performance Sensitivity Analysis of Natural Mineral Silicates Filled Friction Composites Using GD-ANN Approach
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Topics: Artificial neural networks, Braking, Composite materials, Friction, Stress, Temperature, Tribology, Wear, Sensitivity analysis, Algorithms
Includes: Supplementary data
Journal Articles

Implementation of the Elrod Algorithm in Practical Design of an Axial Lubricant Supply Groove in Journal Bearings

Shanshan Wei, Morel Groper
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. December 2022, 144(12): 121801.
Paper No: TRIB-22-1138
https://doi.org/10.1115/1.4054961
Published Online: August 9, 2022
View Article titled, Implementation of the Elrod Algorithm in Practical Design of an Axial Lubricant Supply Groove in Journal Bearings
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Topics: Algorithms, Bearings, Design, Film thickness, Journal bearings, Lubricants, Pressure, Stress, Cavitation
Journal Articles

Numerical Calculation of Fluid Film Force on Journal Bearings Based on a Biconjugate Gradient-Stabilized Algorithm

Bin Wei, Yinghou Jiao, Xianglin Wu
Journal: Journal of Tribology
Publisher: ASME
Article Type: Technical Briefs
J. Tribol. November 2022, 144(11): 114502.
Paper No: TRIB-22-1057
https://doi.org/10.1115/1.4054976
Published Online: July 29, 2022
View Article titled, Numerical Calculation of Fluid Film Force on Journal Bearings Based on a Biconjugate Gradient-Stabilized Algorithm
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Topics: Algorithms, Bearings, Boundary-value problems, Journal bearings, Lubricants, Pressure, Relaxation (Physics), Steady state, Rotors, Dynamic analysis
Journal Articles

Predicting the Erosion Rate of Uni-Directional Glass Fiber Reinforced Polymer Composites Using Machine-Learning Algorithms

Ajaz Ahmed Deliwala, Koshlendra Dubey, Chandra Sekher Yerramalli
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. September 2022, 144(9): 091707.
Paper No: TRIB-22-1037
https://doi.org/10.1115/1.4054247
Published Online: May 3, 2022
View Article titled, Predicting the Erosion Rate of Uni-Directional Glass Fiber Reinforced Polymer Composites Using Machine-Learning Algorithms
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Topics: Algorithms, Artificial neural networks, Erosion, Fibers, Machine learning, Particulate matter, Glass fibers, Composite materials, Fiber reinforced plastics
Journal Articles

Lubrication Characteristics of Water-Lubricated Rubber Bearings Based on an Improved Algorithm of the Mass Conservation Boundary Condition

Gang Liu, Ming Li
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. August 2022, 144(8): 081804.
Paper No: TRIB-21-1403
https://doi.org/10.1115/1.4053701
Published Online: February 28, 2022
View Article titled, Lubrication Characteristics of Water-Lubricated Rubber Bearings Based on an Improved Algorithm of the Mass Conservation Boundary Condition
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Topics: Algorithms, Bearings, Boundary-value problems, Cavitation, Flow (Dynamics), Lubrication, Pressure, Water, Rubber, Fluids
Journal Articles

A Modified Discrete Scheme in the Ausas Cavitation Algorithm

Wanjun Xu, Shanhui Zhao, Zhengyang Geng, Miaomiao Niu
Journal: Journal of Tribology
Publisher: ASME
Article Type: Technical Briefs
J. Tribol. June 2022, 144(6): 064501.
Paper No: TRIB-21-1463
https://doi.org/10.1115/1.4053470
Published Online: February 8, 2022
View Article titled, A Modified Discrete Scheme in the Ausas Cavitation Algorithm
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Topics: Algorithms, Cavitation, Journal bearings
Journal Articles

Elasto-Hydrodynamic Model of Hybrid Journal Bearings for Aero-Engine Gear Fuel Pump Applications

Jacopo Tacconi, Shahrokh Shahpar, Andrew King, Johannes-Paulus Olufeagba, Raymarn Khan, Ian Sant, Martin Yates
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. March 2022, 144(3): 031604.
Paper No: TRIB-21-1304
https://doi.org/10.1115/1.4052479
Published Online: November 9, 2021
View Article titled, Elasto-Hydrodynamic Model of Hybrid Journal Bearings for Aero-Engine Gear Fuel Pump Applications
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Topics: Bearings, Equilibrium (Physics), Pressure, Stress, Journal bearings, Film thickness, Engines, Algorithms, Fuel pumps
Journal Articles

Innovative Approach to Evaluate the Wearing of Nano-TiO 2 -Doped Alumina Ceramics in the Light of Image Modeling

Partha Haldar, Alok Mukherjee, Tapas Kumar Bhattacharya, Nipu Modak
Journal: Journal of Tribology
Publisher: ASME
Article Type: Technical Briefs
J. Tribol. May 2022, 144(5): 054501.
Paper No: TRIB-21-1267
https://doi.org/10.1115/1.4051904
Published Online: August 11, 2021
View Article titled, Innovative Approach to Evaluate the Wearing of Nano-TiO 2 -Doped Alumina Ceramics in the Light of Image Modeling
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Topics: Ceramics, Density, Edge detection, Entropy, Image processing, Modeling, Titanium dioxide, Wear, Algorithms
Journal Articles

Computation of Hydrodynamic and Capillary Phenomena in Binder Jet Three-Dimensional Printing

Joshua J. Wagner, C. Fred Higgs, III
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. May 2021, 143(5): 051113.
Paper No: TRIB-21-1120
https://doi.org/10.1115/1.4050942
Published Online: May 6, 2021
View Article titled, Computation of Hydrodynamic and Capillary Phenomena in Binder Jet Three-Dimensional Printing
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Topics: Additive manufacturing, Binders (Materials), Bridges (Structures), Drops, Flow (Dynamics), Fluids, Particulate matter, Simulation, Surface tension, Algorithms
Journal Articles

Triboinformatics Approach for Friction and Wear Prediction of Al-Graphite Composites Using Machine Learning Methods

Md Syam Hasan, Amir Kordijazi, Pradeep K. Rohatgi, Michael Nosonovsky
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. January 2022, 144(1): 011701.
Paper No: TRIB-20-1555
https://doi.org/10.1115/1.4050525
Published Online: April 19, 2021
View Article titled, Triboinformatics Approach for Friction and Wear Prediction of Al-Graphite Composites Using Machine Learning Methods
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Topics: Composite materials, Friction, Graphite, Metal matrix composites, Tribology, Wear, Algorithms, Machine learning, Artificial neural networks
Journal Articles

Method for Calculating Plastic Deformation of High Resolution and Large Contact Area

S. Sklenak, D. Mevissen, J. Brimmers, C. Brecher
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. January 2022, 144(1): 011502.
Paper No: TRIB-20-1461
https://doi.org/10.1115/1.4050603
Published Online: April 9, 2021
View Article titled, Method for Calculating Plastic Deformation of High Resolution and Large Contact Area
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Topics: Algorithms, Deformation, Pressure, Resolution (Optics), Stress, Stress concentration, Surface roughness, Stress tensors, Optimization
Journal Articles

Classification of Friction and Wear State of Wind Turbine Gearboxes Using Decision Tree and Random Forest Algorithms

Jinshan Pang, Yuming Chen, Shizhong He, Huihe Qiu, Chili Wu, Lingbo Mao
Journal: Journal of Tribology
Publisher: ASME
Article Type: Research Papers
J. Tribol. September 2021, 143(9): 091702.
Paper No: TRIB-20-1371
https://doi.org/10.1115/1.4049257
Published Online: January 8, 2021
View Article titled, Classification of Friction and Wear State of Wind Turbine Gearboxes Using Decision Tree and Random Forest Algorithms
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Topics: Adhesives, Algorithms, Cutting, Friction, Support vector machines, Wear, Wind turbines, Viscosity, Fatigue, Particulate matter