已在相关领域顶级期刊和国际会议上发表论文 15+ 篇：第一作者期刊论文 4 篇、EI 会议论文 1 篇、通讯作者论文 1 篇、合作论文 9 篇。研究成果被多位知名专家学者正面引用。
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第一作者
通讯作者
合作论文
A Robust Anomaly Detection Model for Pumps Based on the Spectral Residual with Self-Attention Variational Autoencoder
Tianming Xie, Qifa Xu*, Cuixia Jiang, Zhiwei Gao, Xiangxiang Wang
IEEE Transactions on Industrial Informatics, 2024, 20(6): 9059-9069.
Adaptive Working Condition Recognition with Clustering-Based Contrastive Learning for Unsupervised Anomaly Detection
Qifa Xu, Tianming Xie*, Cuixia Jiang, Qiliang Cheng, Xiangxiang Wang
IEEE Transactions on Industrial Informatics, 2024, 20(10): 12103-12113.
Enhancing Multivariate Time Series Anomaly Detection with an Inference Stacked Recurrent-Autoencoder in Strong Mechanistic Contexts
Tianming Xie, Zhiwei Gao*, Qifa Xu, Cuixia Jiang, Aihua Zhang
IEEE Transactions on Industrial Informatics, Early Access.
The Fault Frequency Priors Fusion Deep Learning Framework with Application to Fault Diagnosis of Offshore Wind Turbines
Tianming Xie, Qifa Xu*, Cuixia Jiang, Shixiang Lu, Xiangxiang Wang
Renewable Energy, 2023, 202: 143-153.
Anomaly Detection for Multivariate Time Series through the Multi-Scale Convolutional Recurrent Variational Autoencoder
Tianming Xie, Qifa Xu*, Cuixia Jiang
Expert Systems with Applications, 2023, 231: 120725.
Remaining Useful Life Prediction Via Interactive Attention-Based Deep Spatio-Temporal Network Fusing Multisource Information
Lu Shixiang, Zhiwei Gao*, Qifa Xu, Cuixia Jiang, Tianming Xie, Aihua Zhang
IEEE Transactions on Industrial Electronics, 2023, 71(7): 8007-8016.
Event-Triggered Federated Learning for Fault Diagnosis of Offshore Wind Turbines with Decentralized Data
Shixiang Lu, Zhiwei Gao*, Ping Zhang, Qifa Xu, Tianming Xie, Aihua Zhang
IEEE Transactions on Automation Science and Engineering, 2023, 21(2): 1271-1283.
Adaptive Conflict Resolution Model for Large-Group Decision-Making Based on Dynamic Trust Relationship Evolution and Weight Determination
Bing Yan, Zhenhua Fan*, Qifa Xu, Tianming Xie, Zhiwei Gao
IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2026, 56(2): 1339-1353.
A Time-Frequency Domain Feature Fusion Model Based on Unimodal Binomial Distribution for Fault Severity Classification
Zhenglei Jin, Qifa Xu*, Cuixia Jiang, Zheng Liu, Tianming Xie, Xiangxiang Wang
Journal of Intelligent Manufacturing, 2026, 37(5): 1909-1929.
[10]合作论文SCI · JCR Q2 · 中科院3区
Bias-Driven Prediction Update Network for Long-Term 3D Human Motion Prediction
Jianqi Zhong, Junyuan Tang, Yixin Yang, Xu Tan, Tianming Xie, Wenming Cao
Multimedia Systems, 2026, 32(4): 310.
[11]合作论文北大核心 · CSSCI · CSCD
基于 MF-TENET 模型的中国国民经济行业间尾部风险传染研究
许梦楠，许启发，蒋翠侠，谢天明 等
数理统计与管理（网络首发），1-22。
Bearing Frequency-Related Fault Detection in Pump Systems Using Inference LSTM Autoencoder with Differential Regularization
Tianming Xie, Zhiwei Gao*, Qifa Xu, Haimeng Wu, Aihua Zhang
2024 4th International Symposium on Electrical, Electronics and Information Engineering (ISEEIE), 2024.
An Adaptive Reweighting Method Based on the Effective Area for Fault Severity Classification under Class Imbalance
Zhenglei Jin, Qifa Xu*, Cuixia Jiang, Shixiang Lu, Tianming Xie
2024 7th International Conference on Robotics, Control and Automation Engineering (RCAE), Wuhu, China, 2024: 314-318.
A DTW-Based Unbiased Clustering Federated Learning for Intelligent Diagnosis in Wind Turbines
Zijian Kang, Shixiang Lu, Tianming Xie, Chao Wang, Haotian Jin, Zhiwei Gao
2025 CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes (SAFEPROCESS), Urumqi, China, 2025: 1-6.
FedHGC: A Federated Weakly Supervised Gradient Aggregation Framework via Statistical Outlier Detection and Hybrid Volatility Calibration
Shixiang Lu, Yu Hou, Zijian Kang, Tianming Xie, Haotian Jin, Feng Han
2026 41st Youth Academic Annual Conference of Chinese Association of Automation (YAC), 2026: 1544-1549.
