Laifa Tao

27 papers C 2Journal 24Unranked 1
YearRankTypeTitle / Venue / Authors
2026 J jnl
Fault diagnosis of electromechanical systems under coupled fault characteristics based on digital twin-integrated multi-task graph neural network.
Adv. Eng. Informatics
Laifa Tao, Kaixin Jin, Shangyu Li, Zhixuan Lian, Xuanyuan Su
2026 J jnl
Imbalanced fault diagnosis of electromechanical systems under unseen operating conditions: a heterogeneous domain generalization framework combining digital twin knowledge and data.
Eng. Appl. Artif. Intell.
Xuanyuan Su, Kaixin Jin, Yongzhe Ma, Chen Lu, Laifa Tao
2025 J jnl
Collaborative Multitask Learning Framework Based on Constrained Bi-Level Gradient Optimization for Mechanical Fault Diagnosis.
IEEE Trans. Instrum. Meas.
Xuanyuan Su, Yongzhe Ma, Minvydas Ragulskis, Mingliang Suo, Chen Lu, Xinwei Wang, Dengwei Song, Laifa Tao
2025 C conf
Exploration of Teaching Reform in the Course of Intelligent Prediction in the Information Age.
INDIN
Jian Ma, Yujie Cheng, Hualiang Wang, Hongmei Liu, Laifa Tao, Chen Lu
2025 J jnl
PHM-Bench: A Domain-Specific Benchmarking Framework for Systematic Evaluation of Large Models in Prognostics and Health Management.
CoRR
Puyu Yang, Laifa Tao, Zijian Huang, Haifei Liu, Wenyan Cao, Hao Ji, Jianan Qiu, Qixuan Huang, Xuanyuan Su, Yuhang Xie, Jun Zhang, Shangyu Li, Chen Lu, Zhixuan Lian
2025 J jnl
Pre-Trained Large Language Model Based Remaining Useful Life Transfer Prediction of Bearing.
CoRR
Laifa Tao, Zhengduo Zhao, Xuesong Wang, Bin Li, Wenchao Zhan, Xuanyuan Su, Shangyu Li, Qixuan Huang, Haifei Liu, Chen Lu, Zhixuan Lian
2025 J jnl
Quantitative recommendation of fault diagnosis algorithms based on multi-order random graph convolution under case-learning paradigm.
Adv. Eng. Informatics
Chen Lu, Xinyu Zou, Lulu Sun, Zhengduo Zhao, Laifa Tao, Yu Ding, Jian Ma
2025 J jnl
UBMF: Uncertainty-Aware Bayesian Meta-Learning Framework for Fault Diagnosis with Imbalanced Industrial Data.
CoRR
Zhixuan Lian, Shangyu Li, Qixuan Huang, Zijian Huang, Haifei Liu, Jianan Qiu, Puyu Yang, Laifa Tao
2025 J jnl
UBMF: Uncertainty-aware bayesian meta-learning framework for fault diagnosis with imbalanced industrial data.
Knowl. Based Syst.
Zhixuan Lian, Shangyu Li, Qixuan Huang, Zijian Huang, Haifei Liu, Jianan Qiu, Puyu Yang, Laifa Tao
2024 J jnl
A rail defect detection framework under class-imbalanced conditions based on improved you only look once network.
Eng. Appl. Artif. Intell.
Yu Ding, Qin Zhao, Tianhao Li, Chen Lu, Laifa Tao, Jian Ma
2024 J jnl
An Outline of Prognostics and Health Management Large Model: Concepts, Paradigms, and Challenges.
CoRR
Laifa Tao, Shangyu Li, Haifei Liu, Qixuan Huang, Liang Ma, Guoao Ning, Yiling Chen, Yunlong Wu, Bin Li, Weiwei Zhang, Zhengduo Zhao, Wenchao Zhan, Wenyan Cao, Chao Wang, Hongmei Liu, Jian Ma, Mingliang Suo, Yujie Cheng, Yu Ding, Dengwei Song, Chen Lu
2024 J jnl
LLM-R: A Framework for Domain-Adaptive Maintenance Scheme Generation Combining Hierarchical Agents and RAG.
CoRR
Laifa Tao, Qixuan Huang, Xianjun Wu, Weiwei Zhang, Yunlong Wu, Bin Li, Chen Lu, Xingshuo Hai
2024 J jnl
Open-Set Fault Recognition and Inference for Rolling Bearing Based on Open Fault Semantic Subspace.
IEEE Trans. Instrum. Meas.
Yu Chen, Laifa Tao, Xue Liu, Jian Ma, Chen Lu, Hongmei Liu
2023 J jnl
A case-learning-based paradigm for quantitative recommendation of fault diagnosis algorithms: A case study of gearbox.
Reliab. Eng. Syst. Saf.
Xinyu Zou, Laifa Tao, Lulu Sun, Chao Wang, Jian Ma, Chen Lu
2023 J jnl
An adaptive fault diagnosis framework under class-imbalanced conditions based on contrastive augmented deep reinforcement learning.
Expert Syst. Appl.
Qin Zhao, Yu Ding, Chen Lu, Chao Wang, Liang Ma, Laifa Tao, Jian Ma
2023 C conf
Fault Diagnosis based on Behavior and State-Awareness Digital Twin of Key Equipment in Power Supply System.
SAFEPROCESS
Haifei Liu, Qin Zhao, Jie Hao, Laifa Tao, Chen Lu
2022 J jnl
An adversarial model for electromechanical actuator fault diagnosis under nonideal data conditions.
Neural Comput. Appl.
Chao Wang, Laifa Tao, Yu Ding, Chen Lu, Jian Ma
2022 J jnl
Hierarchical cognize framework for the multi-fault diagnosis of the interconnected system based on domain knowledge and data fusion.
Expert Syst. Appl.
Tong Zhang, Laifa Tao, Xiaoding Wang, Cong Zhang, Shangyu Li, Jie Hao, Chen Lu, Mingliang Suo
2021 J jnl
An end-to-end framework for remaining useful life prediction of rolling bearing based on feature pre-extraction mechanism and deep adaptive transformer model.
Comput. Ind. Eng.
Xuanyuan Su, Hongmei Liu, Laifa Tao, Chen Lu, Mingliang Suo
2021 J jnl
Real-time hierarchical risk assessment for UAVs based on recurrent fusion autoencoder and dynamic FCE: A hybrid framework.
Appl. Soft Comput.
Xuanyuan Su, Laifa Tao, Hongmei Liu, Lizhi Wang, Mingliang Suo
2021 J jnl
State-of-Health Assessment for Aero-Engine Based on Density-Distance Clustering and Fuzzy Bayesian Risk.
IEEE Access
Ning Ma, Fan Yang, Laifa Tao, Mingliang Suo
2020 J jnl
Degradation Dynamics Cognition and Prediction of Li-Ion Battery: An Integrated Methodology for Alleviating Range Anxiety.
IEEE Access
Laifa Tao, Tong Zhang, Jie Hao, Xiaolin Wang, Chen Lu, Mingliang Suo, Yu Ding
2020 J jnl
Extension of labeled multiple attribute decision making based on fuzzy neighborhood three-way decision.
Neural Comput. Appl.
Mingliang Suo, Yujie Cheng, Chunqing Zhuang, Yu Ding, Chen Lu, Laifa Tao
2020 J jnl
Single-parameter decision-theoretic rough set.
Inf. Sci.
Mingliang Suo, Laifa Tao, Baolong Zhu, Xuewen Miao, Zhichao Liang, Yu Ding, Xingliu Zhang, Tong Zhang
2019 J jnl
Intelligent fault diagnosis for rotating machinery using deep Q-network based health state classification: A deep reinforcement learning approach.
Adv. Eng. Informatics
Yu Ding, Liang Ma, Jian Ma, Mingliang Suo, Laifa Tao, Yujie Cheng, Chen Lu
2017 J jnl
Lithium-Ion Battery Capacity Estimation: A Method Based on Visual Cognition.
Complex.
Yujie Cheng, Laifa Tao, Chao Yang
2009 — conf
Fault Reconstruction Based on Sliding Mode Observers.
CSIE (6)
Jiahui Luan, Laifa Tao, Chen Lu