Leaderboards/Mechanical Failure Analysis and Simulation

Mechanical Failure Analysis and Simulation

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Yiming Xiao
Hunan University
2
Jingye Yang
Craft Group (China)
3
Jiusi Zhang
University of Electronic Science and Technology of China
4
Yiwei Cheng
Guangzhou University
5
Jingjie Luo
Hunan University
6
Yifei Ding
Suzhou University of Science and Technology
7
Fei Jiang
Dongguan University of Technology
8
Jichao Zhuang
Guangzhou University
9
K. N. Ravikumar
Dr. Hari Singh Gour University
10
Kaige Su
Beijing Institute of Technology

Rising Stars Papers

1
Meta-learning with elastic prototypical network for fault transfer diagnosis of bearings under unstable speeds
Reliability Engineering & System Safety|2024
197 cit.
2
Domain generalization for rotating machinery fault diagnosis: A survey
Advanced Engineering Informatics|2024
166 cit.
3
Multi-hop graph pooling adversarial network for cross-domain remaining useful life prediction: A distributed federated learning perspective
Reliability Engineering & System Safety|2024
137 cit.
4
Process monitoring for tower pumping units under variable operational conditions: From an integrated multitasking perspective
Control Engineering Practice|2025
70 cit.
5
Fault diagnosis of gearbox driven by vibration response mechanism and enhanced unsupervised domain adaptation
Advanced Engineering Informatics|2024
64 cit.
6
Towards Enhanced Interpretability: A Mechanism-Driven domain adaptation model for bearing fault diagnosis across operating conditions
Mechanical Systems and Signal Processing|2024
41 cit.
7
Evaluating calibration of deep fault diagnostic models under distribution shift
Computers in Industry|2025
40 cit.
8
Domain-augmented meta ensemble learning for mechanical fault diagnosis from heterogeneous source domains to unseen target domains
Expert Systems with Applications|2024
33 cit.
9
Health prognosis of bearings based on transferable autoregressive recurrent adaptation with few-shot learning
Mechanical Systems and Signal Processing|2024
26 cit.
10
A Graph-Embedded Subdomain Adaptation Approach for Remaining Useful Life Prediction of Industrial IoT Systems
IEEE Internet of Things Journal|2024
23 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Gaoliang Peng
Harbin Institute of Technology
2
Haidong Shao
South China University of Technology
3
Xingqiu Li
East China University of Science and Technology
4
Zhuobo Yang
South China University of Technology
5
Sijue Li
Harbin Institute of Technology
6
Dongfang Zeng
Southwest Jiaotong University
7
Lixia Yang
Xidian University
8
Abdallh Mahdy
Unknown
9
Isyaku Muhammad
Hubei University of Automotive Technology
10
Xingang Wang
Guangdong University of Petrochemical Technology

Emerging Leaders Papers

1
A novel conditional weighting transfer Wasserstein auto-encoder for rolling bearing fault diagnosis with multi-source domains
Knowledge-Based Systems|2022
154 cit.
2
Small sample gearbox fault diagnosis based on improved deep forest in noisy environments
Nondestructive Testing And Evaluation|2024
60 cit.
3
LSFConvformer: A lightweight method for mechanical fault diagnosis under small samples and variable speeds with time-frequency fusion
Mechanical Systems and Signal Processing|2025
45 cit.
4
Digital twin-assisted AI framework based on domain adaptation for bearing defect diagnosis in the centrifugal pump
Measurement|2024
41 cit.
5
Self-paced decentralized federated transfer framework for rotating machinery fault diagnosis with multiple domains
Mechanical Systems and Signal Processing|2024
39 cit.
6
Study on acoustic emission properties and crack growth rate identification of rail steels under different fatigue loading conditions
International Journal of Fatigue|2023
37 cit.
7
A holistic semi-supervised method for imbalanced fault diagnosis of rotational machinery with out-of-distribution samples
Reliability Engineering & System Safety|2024
36 cit.
8
A novel Co, O co-doped Ag2S bimetallic oxysulfide catalyst for efficiently catalytic reduction of 4-nitrophenol and organic dyes
Journal of Science Advanced Materials and Devices|2023
35 cit.
9
Bifunctional iron doped CuS catalysts towards highly efficient overall water electrolysis in the alkaline electrolyte
International Journal of Hydrogen Energy|2022
33 cit.
10
Collaborative human-computer fault diagnosis via calibrated confidence estimation
Advanced Engineering Informatics|2025
31 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Wenyu Zhao
Hunan University of Technology
2
David Siegel
Norwood Hospital
3
Yaguo Lei
Xi'an Jiaotong University
4
Peter Regitnig
Medical University of Graz
5
Ping Xie
Yanshan University
6
Hongkai Jiang
Northwestern Polytechnical University
7
Minping Jia
Southeast University
8
Ali Fatemi
Dalhousie University
9
David He
Huaqiao University
10
Shun‐Peng Zhu
University of Electronic Science and Technology of China

Current Senior Leaders Papers

1
A CRITICAL PLANE APPROACH TO MULTIAXIAL FATIGUE DAMAGE INCLUDING OUT‐OF‐PHASE LOADING
Fatigue & Fracture of Engineering Materials & Structures|1988
1.8k cit.
2
Prognostics and health management design for rotary machinery systems—Reviews, methodology and applications
Mechanical Systems and Signal Processing|2013
1.5k cit.
3
Cumulative fatigue damage and life prediction theories: a survey of the state of the art for homogeneous materials
International Journal of Fatigue|1998
1.3k cit.
4
An Intelligent Fault Diagnosis Method Using Unsupervised Feature Learning Towards Mechanical Big Data
IEEE Transactions on Industrial Electronics|2016
1.2k cit.
5
Determination of layer-specific mechanical properties of human coronary arteries with nonatherosclerotic intimal thickening and related constitutive modeling
American Journal of Physiology-Heart and Circulatory Physiology|2005
970 cit.
6
Multiscale Convolutional Neural Networks for Fault Diagnosis of Wind Turbine Gearbox
IEEE Transactions on Industrial Electronics|2018
866 cit.
7
A Model-Based Method for Remaining Useful Life Prediction of Machinery
IEEE Transactions on Reliability|2016
614 cit.
8
Application of the EEMD method to rotor fault diagnosis of rotating machinery
Mechanical Systems and Signal Processing|2008
582 cit.
9
Effects of fiber orientation and anisotropy on tensile strength and elastic modulus of short fiber reinforced polymer composites
Composites Part B Engineering|2014
521 cit.
10
A novel optimized SVM classification algorithm with multi-domain feature and its application to fault diagnosis of rolling bearing
Neurocomputing|2018
499 cit.

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