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Fault Diagnosis, Machine Learning, Transfer Learning, Deep Learning, Rotating Machines
China

Biography

Bin Yang received the Ph.D. degree in mechanical engineering at Xi’an Jiaotong University, Xi’an, China. He is currently an Assistant Professor at the Key Laboratory of Education Ministry for Modern Design and Rotor-Bearing System, Xi'an Jiaotong University. He was a Visiting Ph.D. Student with the Centre of Maintenance Optimization and Reliability Engineering, University of Toronto. His research interest includes intelligent fault diagnosis of machines.

Activities

Employment (2)

Xi'an Jiaotong University: Xi'an, Shaanxi, CN

2022-09-30 to present | Assistant Professor (School of Mechanical Engineering)
Employment
Source: Self-asserted source
Bin Yang

University of Toronto: ON, ON, CA

2019-11-01 to 2020-11-01 | Visiting PhD Candidate (Centre for Maintenance Optimization and Reliability Engineering)
Employment
Source: Self-asserted source
Bin Yang

Education and qualifications (3)

Xi'an Jiaotong University: Xi'an, Shaanxi, CN

2017-09-01 to 2022-07-13 | PhD Degree of Engineering (School of Mechanical Engineering)
Qualification
Source: Self-asserted source
Bin Yang

Chang'an University: Xi'an, Shaanxi, CN

2014-09-01 to 2017-07-01 | Master Degree of Engineering (School of Construction Machinery)
Qualification
Source: Self-asserted source
Bin Yang

Chang'an University: Xi'an, Shaanxi, CN

2010-09-01 to 2014-07-01 | Bachelor Degree of Engineering (School of Construction Machinery)
Education
Source: Self-asserted source
Bin Yang

Works (27)

Remaining useful life prediction of lithium-ion battery with nonparametric degradation modeling and incomplete data

Reliability Engineering & System Safety
2025-04 | Journal article
Contributors: Naipeng Li; Mingyang Wang; Yaguo Lei; Bin Yang; Xiang Li; Xiaosheng Si
Source: check_circle
Crossref

Fault diagnosis and prognosis of railway vehicle system

Measurement Science and Technology
2025-02-28 | Journal article
Contributors: Bin Yang; Dingcheng Zhang; Liang Guo; Zhongbei Tian; Saikat Dutta
Source: check_circle
Crossref

Graph Continual Learning Network: An Incremental Intelligent Diagnosis Method of Machines for New Fault Detection

IEEE Transactions on Automation Science and Engineering
2024 | Journal article
Contributors: Shuhui Wang; Yaguo Lei; Na Lu; Bin Yang; Xiang Li; Naipeng Li
Source: check_circle
Crossref

Dynamic Vision-Based Machinery Fault Diagnosis with Cross-Modality Feature Alignment

IEEE/CAA Journal of Automatica Sinica
2024-10 | Journal article
Contributors: Xiang Li; Shupeng Yu; Yaguo Lei; Naipeng Li; Bin Yang
Source: check_circle
Crossref

Targeted transfer learning through distribution barycenter medium for intelligent fault diagnosis of machines with data decentralization

Expert Systems with Applications
2024-06 | Journal article
Contributors: Bin Yang; Yaguo Lei; Xiang Li; Naipeng Li
Source: check_circle
Crossref

An Optimal-Subdomain Generalization Method for Remaining Useful Life Prediction of Machinery Under Time-Varying Operation Conditions

IEEE Transactions on Industrial Informatics
2024-04 | Journal article
Contributors: Xiaofei Liu; Yaguo Lei; Naipeng Li; Xiang Li; Bin Yang
Source: check_circle
Crossref

Label Recovery and Trajectory Designable Network for Transfer Fault Diagnosis of Machines With Incorrect Annotation

IEEE/CAA Journal of Automatica Sinica
2024-04 | Journal article
Contributors: Bin Yang; Yaguo Lei; Xiang Li; Naipeng Li; Asoke K. Nandi
Source: check_circle
Crossref

Dynamic Vision Enabled Contactless Cross-Domain Machine Fault Diagnosis with Neuromorphic Computing

IEEE/CAA Journal of Automatica Sinica
2024-03 | Journal article
Contributors: Xinrui Chen; Xiang Li; Shupeng Yu; Yaguo Lei; Naipeng Li; Bin Yang
Source: check_circle
Crossref

Intelligent Machinery Fault Diagnosis With Event-Based Camera

IEEE Transactions on Industrial Informatics
2024-01 | Journal article
Contributors: Xiang Li; Shupeng Yu; Yaguo Lei; Naipeng Li; Bin Yang
Source: check_circle
Crossref

Deep Targeted Transfer Learning Along Designable Adaptation Trajectory for Fault Diagnosis Across Different Machines

IEEE Transactions on Industrial Electronics
2023-09 | Journal article
Contributors: Bin Yang; Yaguo Lei; Xiang Li; Clive Roberts
Source: check_circle
Crossref

A new nonparametric degradation modeling method for truncated degradation signals by axis rotation

Mechanical Systems and Signal Processing
2023-06 | Journal article
Contributors: Naipeng Li; Yaguo Lei; Xiang Li; Xiaofei Liu; Bin Yang
Source: check_circle
Crossref

Subdomain Adaptation Transfer Learning Network for Fault Diagnosis of Roller Bearings

IEEE Transactions on Industrial Electronics
2022-08 | Journal article
Contributors: Zhijian Wang; Xinxin He; Bin Yang; Naipeng Li
Source: check_circle
Crossref

An Optimal Transport-Embedded Similarity Measure for Diagnostic Knowledge Transferability Analytics Across Machines

IEEE Transactions on Industrial Electronics
2022-07 | Journal article
Contributors: Bin Yang; Yaguo Lei; Songci Xu; Chi-Guhn Lee
Source: check_circle
Crossref

Adaptive Knowledge Transfer by Continual Weighted Updating of Filter Kernels for Few-shot Fault Diagnosis of Machines

IEEE Transactions on Industrial Electronics
2021 | Journal article
EID:

2-s2.0-85102638870

Part of ISSN: 15579948 02780046
Contributors: Xing, S.; Lei, Y.; Yang, B.; Lu, N.
Source: Self-asserted source
Bin Yang via Scopus - Elsevier
grade
Preferred source (of 2)‎

Deep partial transfer learning network: A method to selectively transfer diagnostic knowledge across related machines

Mechanical Systems and Signal Processing
2021 | Journal article
EID:

2-s2.0-85100477875

Part of ISSN: 10961216 08883270
Contributors: Yang, B.; Lee, C.-G.; Lei, Y.; Li, N.; Lu, N.
Source: Self-asserted source
Bin Yang via Scopus - Elsevier

A Polynomial Kernel Induced Distance Metric to Improve Deep Transfer Learning for Fault Diagnosis of Machines

IEEE Transactions on Industrial Electronics
2020 | Journal article
EID:

2-s2.0-85077327333

Part of ISSN: 15579948 02780046
Contributors: Yang, B.; Lei, Y.; Jia, F.; Li, N.; Du, Z.
Source: Self-asserted source
Bin Yang via Scopus - Elsevier
grade
Preferred source (of 2)‎

Applications of machine learning to machine fault diagnosis: A review and roadmap

Mechanical Systems and Signal Processing
2020 | Journal article
EID:

2-s2.0-85077324559

Part of ISSN: 10961216 08883270
Contributors: Lei, Y.; Yang, B.; Jiang, X.; Jia, F.; Li, N.; Nandi, A.K.
Source: Self-asserted source
Bin Yang via Scopus - Elsevier

A cooperation analysis method using internal and external features for mechanical and electro-hydraulic system

IEEE Access
2019 | Journal article
EID:

2-s2.0-85061090173

Part of ISSN: 21693536
Contributors: Gu, L.; Yang, B.
Source: Self-asserted source
Bin Yang via Scopus - Elsevier
grade
Preferred source (of 2)‎

A Transfer Learning Method for Intelligent Fault Diagnosis from Laboratory Machines to Real-Case Machines

Proceedings - 2018 International Conference on Sensing, Diagnostics, Prognostics, and Control, SDPC 2018
2019 | Conference paper
EID:

2-s2.0-85064129343

Contributors: Yang, B.; Lei, Y.; Jia, F.; Xing, S.
Source: Self-asserted source
Bin Yang via Scopus - Elsevier

An intelligent fault diagnosis approach based on transfer learning from laboratory bearings to locomotive bearings

Mechanical Systems and Signal Processing
2019 | Journal article
EID:

2-s2.0-85059345433

Part of ISSN: 10961216 08883270
Contributors: Yang, B.; Lei, Y.; Jia, F.; Xing, S.
Source: Self-asserted source
Bin Yang via Scopus - Elsevier

A new evaluation method on hydraulic system using the instantaneous speed fluctuation of hydraulic motor

Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science
2018 | Journal article
EID:

2-s2.0-85045447203

Part of ISSN: 20412983 09544062
Contributors: Liu, Y.; Gu, L.-C.; Yang, B.; Wang, S.-H.; Yuan, H.-B.
Source: Self-asserted source
Bin Yang via Scopus - Elsevier

Multi-variable coupled mechanism and kinetic energy stiffness analysis method for a mechanical-electrical hydraulic system

Zhendong yu Chongji/Journal of Vibration and Shock
2018 | Journal article
EID:

2-s2.0-85053391462

Part of ISSN: 10003835
Source: Self-asserted source
Bin Yang

A graphical technique of kinetic energy stiffness identification for mechanical electro-hydraulic system

Zhendong yu Chongji/Journal of Vibration and Shock
2017 | Journal article
EID:

2-s2.0-85018326358

Part of ISSN: 10003835
Contributors: Yang, B.; Gu, L.; Liu, Y.
Source: Self-asserted source
Bin Yang via Scopus - Elsevier

A leveling mechanism for the platform based on booms-constraint control of aerial vehicle

High Technology Letters
2017 | Journal article
EID:

2-s2.0-85030654688

Part of ISSN: 10066748
Contributors: Zhang, C.; Cao, X.; Jiao, S.; Yang, B.; Wang, G.; Zhou, Z.
Source: Self-asserted source
Bin Yang via Scopus - Elsevier

Analysis and on-line measurement method of kinetic energy stiffness for mechanical electro-hydraulic system

2016 13th International Conference on Ubiquitous Robots and Ambient Intelligence, URAI 2016
2016 | Conference paper
EID:

2-s2.0-85000699723

Contributors: Yang, B.; Gu, L.
Source: Self-asserted source
Bin Yang via Scopus - Elsevier

Research on flow reconstructed control performance for variable speed hydraulic system

Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition)
2016 | Journal article
EID:

2-s2.0-84961784227

Part of ISSN: 16714512
Contributors: Liu, Y.; Gu, L.; Yang, B.; Wu, Z.
Source: Self-asserted source
Bin Yang via Scopus - Elsevier

Experimental study on closed loop simulated loading of proportional relief valve

Chemical Engineering Transactions
2015 | Journal article
EID:

2-s2.0-84956991213

Part of ISSN: 22839216
Contributors: Liu, Y.; Yang, B.; Wu, Z.; Chen, M.
Source: Self-asserted source
Bin Yang via Scopus - Elsevier