Personal information

China

Activities

Employment (1)

Institute of Intelligent Manufacturing,GDAS: Guangzhou, Guangdong, CN

2022-08-01 to present
Employment
Source: Self-asserted source
Yixiao Liao

Education and qualifications (2)

South China University of Technology: Guangzhou, Guangdong, CN

2015-09-01 to present | Ph.D candidate (School of Mechanical & Automobile Engineering)
Education
Source: Self-asserted source
Yixiao Liao

South China University of Technology: Guangzhou, Guangdong, CN

2011-09-01 to 2015-07-03 | Bachelor (School of Mechanical & Automobile Engineering)
Education
Source: Self-asserted source
Yixiao Liao

Works (16)

Proto-DS: A Self-Supervised Learning-Based Nondestructive Testing Approach for Food Adulteration with Imbalanced Hyperspectral Data

Foods
2024-11-11 | Journal article
Contributors: Kunkun Pang; Yisen Liu; Songbin Zhou; Yixiao Liao; Zexuan Yin; Lulu Zhao; Hong Chen
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

A Multi-Source Weighted Deep Transfer Network for Open-Set Fault Diagnosis of Rotary Machinery

IEEE Transactions on Cybernetics
2023-03 | Journal article
Contributors: Zhuyun Chen; Yixiao Liao; Jipu Li; Ruyi Huang; Lei Xu; Gang Jin; Weihua Li
Source: check_circle
Crossref

A perspective survey on deep transfer learning for fault diagnosis in industrial scenarios: Theories, applications and challenges

Mechanical Systems and Signal Processing
2022 | Journal article
EID:

2-s2.0-85117696213

Part of ISSN: 10961216 08883270
Contributors: Li, W.; Huang, R.; Li, J.; Liao, Y.; Chen, Z.; He, G.; Yan, R.; Gryllias, K.
Source: Self-asserted source
Yixiao Liao via Scopus - Elsevier

Intelligent fault diagnosis of rotating machinery using lightweight network with modified tree‐structured parzen estimators

IET Collaborative Intelligent Manufacturing
2022-09 | Journal article
Contributors: Jingkang Liang; Yixiao Liao; Zhuyun Chen; Huibin Lin; Gang Jin; Konstantinos Gryllias; Weihua Li
Source: check_circle
Crossref

Correction to: Dynamic Distribution Adaptation Based Transfer Network for Cross Domain Bearing Fault Diagnosis (Chinese Journal of Mechanical Engineering, (2021), 34, 1, (52), 10.1186/s10033-021-00566-3)

Chinese Journal of Mechanical Engineering (English Edition)
2021 | Journal article
EID:

2-s2.0-85112337948

Part of ISSN: 21928258 10009345
Contributors: Liao, Y.; Huang, R.; Li, J.; Chen, Z.; Li, W.
Source: Self-asserted source
Yixiao Liao via Scopus - Elsevier

Deep Adversarial Capsule Network for Compound Fault Diagnosis of Machinery Toward Multidomain Generalization Task

IEEE Transactions on Instrumentation and Measurement
2021 | Journal article
Contributors: Ruyi Huang; Jipu Li; Yixiao Liao; Junbin Chen; Zhen Wang; Weihua Li
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Simultaneous fault type and severity identification using a two-branch domain adaptation network

Measurement Science and Technology
2021 | Journal article
EID:

2-s2.0-85109433245

Part of ISSN: 13616501 09570233
Contributors: Chen, Z.; Huang, R.; Liao, Y.; Li, J.; Jin, G.; Li, W.
Source: Self-asserted source
Yixiao Liao via Scopus - Elsevier

Dynamic Distribution Adaptation Based Transfer Network for Cross Domain Bearing Fault Diagnosis

Chinese Journal of Mechanical Engineering
2021-12 | Journal article
Part of ISSN: 1000-9345
Part of ISSN: 2192-8258
Source: Self-asserted source
Yixiao Liao
grade
Preferred source (of 2)‎

A Two-Stage Transfer Adversarial Network for Intelligent Fault Diagnosis of Rotating Machinery with Multiple New Faults

IEEE/ASME Transactions on Mechatronics
2020 | Journal article
Part of ISSN: 1083-4435
Part of ISSN: 1941-014X
Source: Self-asserted source
Yixiao Liao
grade
Preferred source (of 3)‎

Deep Semisupervised Domain Generalization Network for Rotary Machinery Fault Diagnosis under Variable Speed

IEEE Transactions on Instrumentation and Measurement
2020 | Journal article
Part of ISSN: 0018-9456
Part of ISSN: 1557-9662
Source: Self-asserted source
Yixiao Liao
grade
Preferred source (of 2)‎

Domain Adversarial Transfer Network for Cross-Domain Fault Diagnosis of Rotary Machinery

IEEE Transactions on Instrumentation and Measurement
2020-11 | Journal article
Part of ISSN: 0018-9456
Part of ISSN: 1557-9662
Source: Self-asserted source
Yixiao Liao
grade
Preferred source (of 3)‎

Deep Decoupling Convolutional Neural Network for Intelligent Compound Fault Diagnosis

IEEE Access
2019 | Journal article
Part of ISSN: 2169-3536
Source: Self-asserted source
Yixiao Liao
grade
Preferred source (of 2)‎

Regrouping particle swarm optimization based variable neural network for gearbox fault diagnosis

Journal of Intelligent & Fuzzy Systems
2018-06-22 | Journal article
Source: Self-asserted source
Yixiao Liao
grade
Preferred source (of 2)‎

Regrouping Particle Swarm Optimization-Based Neural Network for Bearing Fault Diagnosis

2017 International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC)
2017-08 | Conference paper
Source: Self-asserted source
Yixiao Liao
grade
Preferred source (of 2)‎

Wavelet transform based convolutional neural network for gearbox fault classification

2017 Prognostics and System Health Management Conference (PHM-Harbin)
2017-07 | Conference poster
Source: Self-asserted source
Yixiao Liao
grade
Preferred source (of 2)‎

Gearbox fault classification using S-transform and convolutional neural network

2016 10th International Conference on Sensing Technology (ICST)
2016-11 | Conference paper
Source: Self-asserted source
Yixiao Liao
grade
Preferred source (of 2)‎

Peer review (6 reviews for 2 publications/grants)

Review activity for Measurement science and technology. (1)
Review activity for Reliability engineering & systems safety. (5)