刘征｜广州大学｜学者主页

2025

A developed Fick's law and HSV-based fatigue reliability modeling method for CFRP/Epoxy adhesive structures considering environmental stresses and size effects

Zhenjiang Shao, Zheng Liu, Jinlong Liang, Haodong Liu, Yuhao Zhang

Reliability Engineering & System Safety，Vol. 264

DOI

2025

Multi-fidelity physics-informed convolutional neural network for heat map prediction of battery packs

Yuan Jiang, Zheng Liu, Pouya Kabirzadeh, Yulun Wu, Yumeng Li, Nenad Miljkovic, Pingfeng Wang

Reliability Engineering & System Safety，Vol. 256

DOI

2025

Fatigue Life Prediction and Reliability Assessment of CFRP Adhesively Bonded Joints in Offshore Wind Turbine Blade Applications: A Physics-Informed Data-Driven Approach

Zhenjiang Shao, Zheng Liu, Yuhao Zhang, Xiaoting Zhu

Quality And Reliability Engineering International，Vol. 410, No. 30

DOI

2025

Performance Degradation Analysis-Based Fatigue Reliability Modeling and Assessment for Offshore Wind Turbine Blade Adhesive Bonding

Zheng Liu, Zhenjiang Shao, Yongjie Li, Haodong Liu, Jinlong Liang

IEEE Transactions on Reliability

DOI

2025

Fatigue Life Prediction and Reliability Assessment of Cracked CFRP Laminates in WTBs Application: A Combined Approach Using Paris-XFEM and ALK Techniques

Haodong Liu, Zheng Liu, Liang Tu, Jinlong Liang, Yuhao Zhang

IEEE Transactions on Reliability

DOI

2025

Fatigue characteristics analysis of carbon fiber laminates with multiple initial cracks

Yuhao Zhang, Haodong Liu, Zheng Liu, Liang Tu

IET conference proceedings.

DOI

2024

CCZM-based fatigue analysis and reliability assessment for wind turbine blade adhesive joints considering parameter uncertainties

Zheng Liu, Haodong Liu, Zhenjiang Shao, Jinlong Liang, Ruizhi Tang

Quality And Reliability Engineering International，Vol. 400, No. 60

DOI

2024

Development of a novel finite element submodeling technique for fatigue reliability modeling and assessment of wind turbine blades

Jinlong Liang, Zheng Liu, Zhenfeng He, Haodong Liu, Zhenjiang Shao

Ocean Engineering

DOI

2024

Finite element submodeling technique-based fatigue analysis and reliability modeling of wind turbine blade trailing edge

Zheng Liu, Jinlong Liang, Zhenfeng He, Xin Liu, Haodong Liu, Zhenjiang Shao

Composite Structures

DOI

2024

Fatigue Characteristics Analysis of Carbon Fiber Laminates with Multiple Initial Cracks

Zheng Liu, Yuhao Zhang, Haodong Liu, Xin Liu, Jinlong Liang, Zhenjiang Shao

Applied Sciences

DOI

2024

Sensitivity Analysis of Fatigue Life for Cracked Carbon-Fiber Structures Based on Surrogate Sampling and Kriging Model under Distribution Parameter Uncertainty

Haodong Liu, Zheng Liu, Liang Tu, Jinlong Liang, Yuhao Zhang

Applied Sciences

DOI

2024

Fatigue Reliability Modelling and Assessment of Carbon Fiber Reinforced Polymer/Epoxy Resin Bonded Structure Incorporating Multiple Environmental Stresses and Size Effects

Zhenjiang Shao, Zheng Liu, Jinlong Liang, Haodong Liu, Yuhao Zhang

Modelling—International Open Access Journal of Modelling in Engineering Science

DOI

2024

A developed fatigue analysis approach for composite wind turbine blade adhesive joints using finite-element submodeling technique

Zheng Liu, Jinlong Liang, Zhenfeng He, Xin Liu, Haodong Liu, Zhenjiang Shao

Engineering Failure Analysis

DOI

2024

Copula-function-based wind turbine blade fatigue reliability modeling and assessment with consideration of failure correlation

Liang Tu, Zhenfeng He, Yongjie Li, Zheng Liu, ruizhi Tang

International Conference on Mechatronic Engineering and Artificial Intelligence (MEAI)

DOI

2023

Adaptive machine learning with physics-based simulations for mean time to failure prediction of engineering systems

Hao Wu, Yanwen Xu, Zheng Liu, Yumeng Li, Pingfeng Wang

Reliability Engineering & System Safety，Vol. 240

DOI

2023

Fatigue reliability analysis and assessment of offshore wind turbine blade adhesive bonding under the coupling effects of multiple environmental stresses

Yongjie Li, Zheng Liu, Zhenfeng He, Liang Tu, Hong-Zhong Huang

Reliability Engineering & System Safety，Vol. 238

DOI

2023

Digital twin-driven partial domain adaptation network for intelligent fault diagnosis of rolling bearing

Yongchao Zhang, J. C. Ji, Zhaohui Ren, Qing Ni, Fengshou Gu, Ke Feng, Kun Yu, Jian Ge, Zihao Lei, Zheng Liu

Reliability Engineering & System Safety，Vol. 234

DOI

2023

Global contextual multiscale fusion networks for machine health state identification under noisy and imbalanced conditions

Yadong Xu, Xiaoan Yan, Ke Feng, Yongchao Zhang, Xiaoli Zhao, Beibei Sun, Zheng Liu

Reliability Engineering & System Safety，Vol. 231

DOI

2023

Design of a Fatigue Analysis Method for Adhesive Bonding in Wind Turbine Blades Considering Multiple Uncertainties

Haodong Liu, Zhenfeng He, Yongjie Li, Zheng Liu

Journal of Physics Conference Series

DOI

2022

Attention-based multiscale denoising residual convolutional neural networks for fault diagnosis of rotating machinery

Yadong Xu, Xiaoan Yan, Ke Feng, Xin Sheng, Beibei Sun, Zheng Liu

Reliability Engineering & System Safety，Vol. 226

DOI

2022

Global contextual residual convolutional neural networks for motor fault diagnosis under variable-speed conditions

Yadong Xu, Xiaoan Yan, Beibei Sun, Zheng Liu

Reliability Engineering & System Safety，Vol. 225

DOI

2022

GWO-LSSVM-based Strain Prediction and Importance Analysis for Full-scale Static Testing of Composite Wind Turbine Blades

Yongjie Li, Xin Liu, Zheng Liu, Zhenfeng He, Liang Tu

International Conference on Reliability, Maintainability and Safety

DOI

2022

An Improved FMEA Method Based on Performance Degradation Analysis for Offshore Wind Turbine Blade Trailing Edge

Zheng Liu, Zhenfeng He, Yongjie Li, Liang Tu, Conggui Chen

International Conference on Reliability, Maintainability and Safety

DOI

2021

Reliability Analysis of CFRP-Packaged FBG Sensors Using FMEA and FTA Techniques

Zheng Liu, Yongjie Li, Nan Zhang, Zhongwei Liang, Fangyi Li

Applied Sciences

DOI

2021

An experimental investigation on reliability of CFRP packaged FBG sensors with different bonding methods

Yongjie Li, Nan Zhang, Zheng Liu, Pingyu Zhu, Zhongwei Liang, Fangyi Li

DOI

2021

An experimental investigation on reliability of FBG sensors packaged with CFRP

Yongjie Li, Nan Zhang, Zheng Liu, Pingyu Zhu, Zhongwei Liang, Fangyi Li

DOI

2021

Influence of Adhesive Layer on Performance Parameters of CFRP Packaged FBG Sensors in Use

Nan Zhang, Yongjie Li, Pingyu Zhu, Zheng Liu, Pan Liu, Haoyu Zhang

DOI

2021

Reliability Analysis of Fiber Bragg Grating Sensors packaged with Carbon Fiber Reinforced Plastics based on FMEA

Yongjie Li, Zheng Liu, Pingyu Zhu, Nan Zhang

Journal of Physics Conference Series

DOI

2021

10-Million-Cycle Fatigue Test of Fiber Bragg Grating Sensors Packaged into Glass-Fiber Composites

Mengjiao Huang, Zun Wang, Liu Pan, Rongyao Wei, Zheng Liu, Pingyu Zhu, Marcelo A. Soto

DOI

2020

Reliability assessment of measurement accuracy for FBG sensors used in structural tests of the wind turbine blades based on strain transfer laws

Zheng Liu, Xin Liu, Shun‐Peng Zhu, Pingyu Zhu, Waixi Liu, José A.F.O. Correia, Abílio M.P. De Jesus

Engineering Failure Analysis

DOI

2019

PSO-BP Neural Network-Based Strain Prediction of Wind Turbine Blades

Xin Liu, Zheng Liu, Zhongwei Liang, Shun‐Peng Zhu, José A.F.O. Correia, Abílio M.P. De Jesus

Materials

DOI

2019

GA-BP Neural Network-Based Strain Prediction in Full-Scale Static Testing of Wind Turbine Blades

Zheng Liu, Xin Liu, Kan Wang, Zhongwei Liang, José A.F.O. Correia, Abílio M.P. De Jesus

Energies

DOI

2018

An improved approach by introducing copula functions for structural reliability analysis under hybrid uncertainties

Zheng Liu, Xin Liu

Advances in Mechanical Engineering

DOI

精选作品

期刊论文

A developed Fick's law and HSV-based fatigue reliability modeling method for CFRP/Epoxy adhesive structures considering environmental stresses and size effects

Multi-fidelity physics-informed convolutional neural network for heat map prediction of battery packs

Fatigue Life Prediction and Reliability Assessment of CFRP Adhesively Bonded Joints in Offshore Wind Turbine Blade Applications: A Physics-Informed Data-Driven Approach

Performance Degradation Analysis-Based Fatigue Reliability Modeling and Assessment for Offshore Wind Turbine Blade Adhesive Bonding

Fatigue Life Prediction and Reliability Assessment of Cracked CFRP Laminates in WTBs Application: A Combined Approach Using Paris-XFEM and ALK Techniques

Fatigue characteristics analysis of carbon fiber laminates with multiple initial cracks

CCZM-based fatigue analysis and reliability assessment for wind turbine blade adhesive joints considering parameter uncertainties

Development of a novel finite element submodeling technique for fatigue reliability modeling and assessment of wind turbine blades

Finite element submodeling technique-based fatigue analysis and reliability modeling of wind turbine blade trailing edge

Fatigue Characteristics Analysis of Carbon Fiber Laminates with Multiple Initial Cracks

Sensitivity Analysis of Fatigue Life for Cracked Carbon-Fiber Structures Based on Surrogate Sampling and Kriging Model under Distribution Parameter Uncertainty

Fatigue Reliability Modelling and Assessment of Carbon Fiber Reinforced Polymer/Epoxy Resin Bonded Structure Incorporating Multiple Environmental Stresses and Size Effects

A developed fatigue analysis approach for composite wind turbine blade adhesive joints using finite-element submodeling technique

Copula-function-based wind turbine blade fatigue reliability modeling and assessment with consideration of failure correlation

Adaptive machine learning with physics-based simulations for mean time to failure prediction of engineering systems

Fatigue reliability analysis and assessment of offshore wind turbine blade adhesive bonding under the coupling effects of multiple environmental stresses

Digital twin-driven partial domain adaptation network for intelligent fault diagnosis of rolling bearing

Global contextual multiscale fusion networks for machine health state identification under noisy and imbalanced conditions

Design of a Fatigue Analysis Method for Adhesive Bonding in Wind Turbine Blades Considering Multiple Uncertainties

Attention-based multiscale denoising residual convolutional neural networks for fault diagnosis of rotating machinery

Global contextual residual convolutional neural networks for motor fault diagnosis under variable-speed conditions

GWO-LSSVM-based Strain Prediction and Importance Analysis for Full-scale Static Testing of Composite Wind Turbine Blades

An Improved FMEA Method Based on Performance Degradation Analysis for Offshore Wind Turbine Blade Trailing Edge

Reliability Analysis of CFRP-Packaged FBG Sensors Using FMEA and FTA Techniques

An experimental investigation on reliability of CFRP packaged FBG sensors with different bonding methods

An experimental investigation on reliability of FBG sensors packaged with CFRP

Influence of Adhesive Layer on Performance Parameters of CFRP Packaged FBG Sensors in Use

Reliability Analysis of Fiber Bragg Grating Sensors packaged with Carbon Fiber Reinforced Plastics based on FMEA

10-Million-Cycle Fatigue Test of Fiber Bragg Grating Sensors Packaged into Glass-Fiber Composites

Reliability assessment of measurement accuracy for FBG sensors used in structural tests of the wind turbine blades based on strain transfer laws

PSO-BP Neural Network-Based Strain Prediction of Wind Turbine Blades

GA-BP Neural Network-Based Strain Prediction in Full-Scale Static Testing of Wind Turbine Blades

An improved approach by introducing copula functions for structural reliability analysis under hybrid uncertainties

预印本

Generative Design for Direct-to-Chip Liquid Cooling for Data Centers

Co-Design Optimization for Data Center Cooling System via Digital Twin

Generative Design of Liquid-Cooling Channels for Thermal Management of 2.5D and 3D Integrated Advanced Packaging

Cooling Channel Design Optimization for High Power Multi-Chip Packages

Machine Learning Guided Cooling System Optimization for Data Center

Physics-Informed Machine Learning for Pouch Cell Temperature Estimation

Data Center Life Cycle Co-Design Optimization

Physics-informed Machine Learning for Battery Pack Thermal Management

书籍章节

Monitoring Strain Concentration at Fixtures of Wind Turbine Blades Using Fibre Bragg Grating Sensors

研究方向