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Pengfei Liang 0005
Person information
- affiliation: Yanshan University, Qinhuangdao, China
Other persons with the same name
- Pengfei Liang — disambiguation page
- Pengfei Liang 0001
— Xidian University, Xi'an, China - Pengfei Liang 0002
— Inner Mongolia University, Hohhot, Inner Mongolia, China - Pengfei Liang 0003
— Institute of Geology and Geophysics, Chinese Academy of Sciences, Beijing, China - Pengfei Liang 0004
— Chongqing University of Technology, Chongqing, China
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Journal Articles
- 2026
[j25]Changbo He, Qi Meng, Xuefang Xu, Peng Chen
, Pengfei Liang, Jiahui Cao:
An improved lightweight residual network model deployed on the edge device for the unsupervised cross-domain fault diagnosis. Expert Syst. Appl. 296: 129106 (2026)- 2025
[j24]Siyuan Liu, Yongqiang Zhang, Chao Ai, Pengfei Liang
:
Semi-supervised multi-adversarial domain-adaptive fault diagnosis for hydraulic pumps from pressure simulation data to experimental data. Adv. Eng. Informatics 68: 103658 (2025)
[j23]Yiwei Cheng
, Xinnuo Lin, Wenwei Liu, Ming Zeng, Pengfei Liang
:
A local and global multi-head relation self-attention network for fault diagnosis of rotating machinery under noisy environments. Appl. Soft Comput. 176: 113138 (2025)
[j22]Suiyan Wang, Hanqin Shuai, Junhui Hu, Jitong Zhang, Siyuan Liu, Xiaoming Yuan, Pengfei Liang
:
Few-shot fault diagnosis of axial piston pump based on prior knowledge-embedded meta learning vision transformer under variable operating conditions. Expert Syst. Appl. 269: 126452 (2025)
[j21]Suiyan Wang, Junhui Hu, Yanwei Du, Xiaoming Yuan, Zhongliang Xie, Pengfei Liang
:
WCFormer: An interpretable deep learning framework for heart sound signal analysis and automated diagnosis of cardiovascular diseases. Expert Syst. Appl. 276: 127238 (2025)
[j20]Suiyan Wang, Yang Liu, Zhixiang Liu, Xiaoming Yuan, Yun Ji, Pengfei Liang
:
DiT-SFDA: A source-free domain adaptation method for intelligent diagnosis of cardiovascular diseases with limited heart sound samples. Expert Syst. Appl. 285: 128118 (2025)
[j19]Ying Li
, Xiaoping Liu
, Junhui Hu, Pengfei Liang
, Bin Wang, Xiaoming Yuan, Lijie Zhang:
Graph optimization algorithm enhanced by dual-scale spectral features with contrastive learning for robust bearing fault diagnosis. Knowl. Based Syst. 315: 113275 (2025)
[j18]Pengfei Liang
, Xiangfeng Wang, Chao Ai, Dongming Hou, Siyuan Liu:
SRSGCN: A novel multi-sensor fault diagnosis method for hydraulic axial piston pump with limited data. Reliab. Eng. Syst. Saf. 253: 110563 (2025)
[j17]Pengfei Liang
, Yongqiang Zhang
, Leitao Xu
, Siyuan Liu
:
Fault Transfer Diagnosis of Hydraulic Pump via Dynamic Simulation and an Improved Domain Adversarial Neural Network. IEEE Trans. Instrum. Meas. 74: 1-10 (2025)- 2024
[j16]Siyuan Liu, Jixiong Yin
, Ming Hao, Pengfei Liang
, Yongqiang Zhang, Chao Ai, Wanlu Jiang:
Fault diagnosis study of hydraulic pump based on improved symplectic geometry reconstruction data enhancement method. Adv. Eng. Informatics 61: 102459 (2024)
[j15]Xiaoming Yuan, Dongling Shi, Nian Shi, Ying Li
, Pengfei Liang
, Lijie Zhang, Zhi Zheng:
Intelligent fault diagnosis of rolling bearing based on an active federated local subdomain adaptation method. Adv. Eng. Informatics 62: 102807 (2024)
[j14]Suiyan Wang, Jiaye Tian, Pengfei Liang
, Xuefang Xu, Zhuoze Yu, Siyuan Liu, Delong Zhang:
Single and simultaneous fault diagnosis of gearbox via wavelet transform and improved deep residual network under imbalanced data. Eng. Appl. Artif. Intell. 133: 108146 (2024)
[j13]Xuefang Xu
, Shuo Bao
, Pengfei Liang
, Zijian Qiao
, Changbo He
, Peiming Shi
:
A broad learning model guided by global and local receptive causal features for online incremental machinery fault diagnosis. Expert Syst. Appl. 246: 123124 (2024)
[j12]Xuefang Xu, Xu Yang, Zijian Qiao, Pengfei Liang
, Changbo He, Peiming Shi:
Multi-source domain adaptation using diffusion denoising for bearing fault diagnosis under variable working conditions. Knowl. Based Syst. 302: 112396 (2024)
[j11]Ying Li
, Lijie Zhang, Siyuan Liu, Xiangfeng Wang, Chenghang Sun, Pengfei Liang
, Xiaoming Yuan:
A novel interpretable semi-supervised graph learning model for intelligent fault diagnosis of hydraulic pumps. Knowl. Based Syst. 305: 112598 (2024)
[j10]Pengfei Liang
, Jiaye Tian, Suiyan Wang, Xiaoming Yuan:
Multi-source information joint transfer diagnosis for rolling bearing with unknown faults via wavelet transform and an improved domain adaptation network. Reliab. Eng. Syst. Saf. 242: 109788 (2024)
[j9]Ying Li
, Lijie Zhang, Pengfei Liang
, Xiangfeng Wang, Bin Wang, Leitao Xu:
Semi-supervised meta-path space extended graph convolution network for intelligent fault diagnosis of rotating machinery under time-varying speeds. Reliab. Eng. Syst. Saf. 251: 110363 (2024)- 2023
[j8]Pengfei Liang
, Zhuoze Yu, Bin Wang, Xuefang Xu, Jiaye Tian:
Fault transfer diagnosis of rolling bearings across multiple working conditions via subdomain adaptation and improved vision transformer network. Adv. Eng. Informatics 57: 102075 (2023)
[j7]Lijie Zhang, Bin Wang, Pengfei Liang
, Xiaoming Yuan, Na Li:
Semi-supervised fault diagnosis of gearbox based on feature pre-extraction mechanism and improved generative adversarial networks under limited labeled samples and noise environment. Adv. Eng. Informatics 58: 102211 (2023)
[j6]Pengfei Liang
, Bin Wang, Guoqian Jiang
, Na Li, Lijie Zhang:
Unsupervised fault diagnosis of wind turbine bearing via a deep residual deformable convolution network based on subdomain adaptation under time-varying speeds. Eng. Appl. Artif. Intell. 118: 105656 (2023)
[j5]Peiming Shi
, Shuping Wu, Xuefang Xu, Bofei Zhang, Pengfei Liang
, Zijian Qiao
:
TSN: A novel intelligent fault diagnosis method for bearing with small samples under variable working conditions. Reliab. Eng. Syst. Saf. 240: 109575 (2023)- 2022
[j4]Pengfei Liang
, Wenhui Wang, Xiaoming Yuan, Siyuan Liu, Lijie Zhang, Yiwei Cheng
:
Intelligent fault diagnosis of rolling bearing based on wavelet transform and improved ResNet under noisy labels and environment. Eng. Appl. Artif. Intell. 115: 105269 (2022)- 2020
[j3]Pengfei Liang
, Chao Deng, Jun Wu
, Zhixin Yang
, Jinxuan Zhu, Zihan Zhang:
Single and simultaneous fault diagnosis of gearbox via a semi-supervised and high-accuracy adversarial learning framework. Knowl. Based Syst. 198: 105895 (2020)
[j2]Pengfei Liang
, Chao Deng
, Jun Wu
, Guoqiang Li, Zhixin Yang
, Yuanhang Wang
:
Intelligent Fault Diagnosis via Semisupervised Generative Adversarial Nets and Wavelet Transform. IEEE Trans. Instrum. Meas. 69(7): 4659-4671 (2020)- 2019
[j1]Pengfei Liang
, Chao Deng, Jun Wu
, Zhixin Yang
, Jinxuan Zhu, Zihan Zhang:
Compound Fault Diagnosis of Gearboxes via Multi-label Convolutional Neural Network and Wavelet Transform. Comput. Ind. 113 (2019)
Conference and Workshop Papers
- 2019
[c2]Pengfei Liang
, Chao Deng, Jun Wu
, Zhixin Yang
, Jinxuan Zhu:
Intelligent Fault Diagnosis of Rolling Element Bearing Based on Convolutional Neural Network and Frequency Spectrograms. ICPHM 2019: 1-5- 2018
[c1]Chao Deng, Chaoqun Duan
, Pengfei Liang
, Jun Wu
:
Study on Health Assessment and Residual Useful Life Prediction of Wind Turbine. AIM 2018: 1112-1117
Coauthor Index

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