An adaptive trend-seasonal conditional diffusion framework for railway monitoring data imputation.

Tongyang Pan https://orcid.org/0000-0002-7460-2093

Yuyan Li Jingsong Xie Zhisheng Ye 0001 Xiaochi Chen Tongyang Pan Jiaolong Wang Yongxing Zhao An adaptive trend-seasonal conditional diffusion framework for railway monitoring data imputation. 2026 104687 74 Adv. Eng. Informatics https://doi.org/10.1016/j.aei.2026.104687 db/journals/aei/aei74.html#LiXYCPWZ26 streams/journals/aei

Yuntian Ta Tiantian Wang 0004 Jingsong Xie Tongyang Pan Zhijian Wang Physics-driven prediction method for remaining useful life of rolling bearings incorporating Paris' fatigue damage mechanism. 2026 114196 170 Eng. Appl. Artif. Intell. https://doi.org/10.1016/j.engappai.2026.114196 db/journals/eaai/eaai170.html#TaWXPW26 streams/journals/eaai

Yi Gu 0003 Hanqing Liu Tongyang Pan Shengzhou Bai Jiqing Liu Yuwen Wu Guohua Wu 0001 Ensemble time freedom heuristic and intelligent optimization algorithm for relay satellites scheduling considering multi-type task requirements. 2026 131815 316 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2026.131815 db/journals/eswa/eswa316.html#GuLPBLWW26 streams/journals/eswa

Yuanhong Chang Yujian Xie Jianfeng Zhong Jianhua Zhong Tongyang Pan Jinglong Chen Kansformer: Interpretable convolution Kolmogorov-Arnold transformer for few-shot fault diagnosis with slow & sharp speed domain calibration. 2026 132702 325 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2026.132702 db/journals/eswa/eswa325.html#ChangXZZPC26 streams/journals/eswa

Yulang Liu Jinglong Chen Yong Feng Tongyang Pan Point-wise attention digital twin modeling for full-field stress prediction in delivery testing of complex structures. 2026 133101 330 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2026.133101 db/journals/eswa/eswa330.html#LiuCFP26 streams/journals/eswa

Yuanhong Chang Yujian Xie Jianfeng Zhong Jianhua Zhong Tongyang Pan Jingsong Xie Jinglong Chen Time & frequency domain consistency generic learning for fault diagnosis of HST bogie via self-supervised contrastive pre-training. 2026 115696 340 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2026.115696 db/journals/kbs/kbs340.html#ChangXZZPXC26 streams/journals/kbs

Yuyan Li Tiantian Wang 0004 Jingsong Xie Jinsong Yang Tongyang Pan Buzhao Niu Xiang Yu A temporal cross-contrastive self-supervised learning framework for high-speed train bearing fault diagnosis: addressing limited labeling and speed variability. 111537 2025 158 Eng. Appl. Artif. Intell. https://doi.org/10.1016/j.engappai.2025.111537 db/journals/eaai/eaai158.html#LiWXYPNY25 streams/journals/eaai

Yijin Liu Jinglong Chen Tongyang Pan Jingsong Xie A long-short-term feature extraction network based on soft-parameter-sharing for high-speed train bogies multi-object fault diagnosis under long-tailed distribution. 126409 2025 269 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2025.126409 db/journals/eswa/eswa269.html#LiuCPX25 streams/journals/eswa

Yong Feng Jinglong Chen Tongyang Pan Rong Su 0001 Rethinking robustness: Robust adversarial distillation for practical black-box signal attack in intelligent fault diagnosis. 128805 2025 294 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2025.128805 db/journals/eswa/eswa294.html#FengCPS25 streams/journals/eswa

E. Xia Yirong Liu Jinyang Gong Xunhua Dai Tongyang Pan Shiyi Wang BMTM-net: A rotating machinery fault diagnosis network based on 2D-1D fusion with bidirectional multi-granularity transformer-mamba. 131293 2025 656 Neurocomputing https://doi.org/10.1016/j.neucom.2025.131293 db/journals/ijon/ijon656.html#XiaLGDPW25 streams/journals/ijon

Zhuohang Chen Jinglong Chen Tongyang Pan Jingsong Xie Uncertainty Estimation Pseudo-Label-Guided Source-Free Domain Adaptation for Cross-Domain Remaining Useful Life Prediction in IIoT. 236-249 2025 jan1 12 IEEE Internet Things J. 1 https://doi.org/10.1109/JIOT.2024.3464854 db/journals/iotj/iotj12.html#ChenCPX25 streams/journals/iotj

Buyao Yang Tiantian Wang 0004 Jingsong Xie Jinsong Yang Tongyang Pan Yu Wang 0043 A Source Domain Adaptive Method for Transfer-Learning-Based Fault Diagnosis of Train Bogie Bearings at Higher Speeds. 1-11 2025 74 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2025.3541687 db/journals/tim/tim74.html#YangWXYPW25 streams/journals/tim

Yuyan Li Jingsong Xie Yaozheng Zeng Tongyang Pan Tiantian Wang 0004 Weicheng Li Ran Bi Xiaochi Chen Time-frequency Embedded Self-supervised Contrastive Learning for Fault Diagnosis of High-Speed Train bearing under Limited Labeled Data. 1-8 2025 ICPHM https://doi.org/10.1109/ICPHM65385.2025.11061816 conf/icphm/2025 db/conf/icphm/icphm2025.html#LiXZP0LBC25

Tongyang Pan Jinglong Chen Zijun Liu A meta-weighted network equipped with uncertainty estimations for remaining useful life prediction of turbopump bearings. 124161 2024 252 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2024.124161 db/journals/eswa/eswa252.html#PanCL24 streams/journals/eswa

Shen Liu Jinglong Chen Yong Feng Zongliang Xie Tongyang Pan Jingsong Xie Generative artificial intelligence and data augmentation for prognostic and health management: Taxonomy, progress, and prospects. 124511 2024 255 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2024.124511 db/journals/eswa/eswa255.html#LiuCFXPX24 streams/journals/eswa

Yuyan Li Shangjun Wang Jingsong Xie Tiantian Wang 0004 Jinsong Yang Tongyang Pan Buyao Yang A Lightweight Dual-Compression Fault Diagnosis Framework for High-Speed Train Bogie Bearing. 1-14 2024 73 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2024.3453318 db/journals/tim/tim73.html#LiWXWYPY24 streams/journals/tim

Jingsong Xie Shangjun Wang Yuyan Li Tiantian Wang 0004 Jinsong Yang Tongyang Pan A Simulated-to-Real Transfer Fault Diagnosis Method Based on Prototype Clustering Subdomain Adversarial Adaptation Network for HST Bogie Bearing. 1-13 2024 73 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2024.3451585 db/journals/tim/tim73.html#XieWLWYP24 streams/journals/tim

Yong Feng Jinglong Chen Zongliang Xie Jingsong Xie Tongyang Pan Chao Li Qing Zhao 0003 Integrating Misidentification and OOD Detection for Reliable Fault Diagnosis of High-Speed Train Bogie. 11935-11945 2024 September 25 IEEE Trans. Intell. Transp. Syst. 9 https://doi.org/10.1109/TITS.2024.3377813 db/journals/tits/tits25.html#FengCXXPLZ24 streams/journals/tits

Yulang Liu Jinglong Chen Tiantian Wang 0004 Aimin Li Tongyang Pan A variational transformer for predicting turbopump bearing condition under diverse degradation processes. 109074 2023 April 232 Reliab. Eng. Syst. Saf. https://doi.org/10.1016/j.ress.2022.109074 db/journals/ress/ress232.html#LiuCWLP23

Yong Feng Jinglong Chen Shuilong He Tongyang Pan Zitong Zhou Globally Localized Multisource Domain Adaptation for Cross-Domain Fault Diagnosis With Category Shift. 3082-3096 2023 June 34 IEEE Trans. Neural Networks Learn. Syst. 6 https://doi.org/10.1109/TNNLS.2021.3111732 db/journals/tnn/tnn34.html#FengCHPZ23

Yuanhong Chang Jinglong Chen Wenyang Wu Tongyang Pan Zitong Zhou Shuilong He Intelligent Fault Quantitative Identification for Industrial Internet of Things (IIoT) via a Novel Deep Dual Reinforcement Learning Model Accompanied With Insufficient Samples. 19811-19822 2022 9 IEEE Internet Things J. 20 https://doi.org/10.1109/JIOT.2022.3168317 db/journals/iotj/iotj9.html#ChangCWPZH22

Yong Feng Jinglong Chen Jingsong Xie Tianci Zhang Haixin Lv Tongyang Pan Meta-learning as a promising approach for few-shot cross-domain fault diagnosis: Algorithms, applications, and prospects. 107646 2022 235 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2021.107646 https://www.wikidata.org/entity/Q124808072 db/journals/kbs/kbs235.html#FengCXZLP22

Tongyang Pan Jinglong Chen Zhisheng Ye 0001 Aimin Li A multi-head attention network with adaptive meta-transfer learning for RUL prediction of rocket engines. 108610 2022 225 Reliab. Eng. Syst. Saf. https://doi.org/10.1016/j.ress.2022.108610 https://www.wikidata.org/entity/Q124858143 db/journals/ress/ress225.html#PanCYL22

Yuanhong Chang Jinglong Chen Shuilong He Tongyang Pan Similarity Metric-Based Metalearning Network Combining Prior Metatraining Strategy for Intelligent Fault Detection Under Small Samples Prerequisite. 1-14 2022 71 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2022.3184368 db/journals/tim/tim71.html#ChangCHP22

Tianci Zhang Shuilong He Jinglong Chen Tongyang Pan Zitong Zhou Toward Small Sample Challenge in Intelligent Fault Diagnosis: Attention-Weighted Multidepth Feature Fusion Net With Signals Augmentation. 1-13 2022 71 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2021.3134999 db/journals/tim/tim71.html#ZhangHCPZ22

Tianci Zhang Jinglong Chen Fudong Li 0005 Tongyang Pan Shuilong He A Small Sample Focused Intelligent Fault Diagnosis Scheme of Machines via Multimodules Learning With Gradient Penalized Generative Adversarial Networks. 10130-10141 2021 68 IEEE Trans. Ind. Electron. 10 https://doi.org/10.1109/TIE.2020.3028821 db/journals/tie/tie68.html#ZhangCLPH21

Tongyang Pan Jinglong Chen Jingsong Xie Zitong Zhou Shuilong He Deep Feature Generating Network: A New Method for Intelligent Fault Detection of Mechanical Systems Under Class Imbalance. 6282-6293 2021 17 IEEE Trans. Ind. Informatics 9 https://doi.org/10.1109/TII.2020.3030967 db/journals/tii/tii17.html#PanCXZH21

Tianci Zhang Jinglong Chen Jingsong Xie Tongyang Pan SASLN: Signals Augmented Self-Taught Learning Networks for Mechanical Fault Diagnosis Under Small Sample Condition. 1-11 2021 70 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2020.3043098 db/journals/tim/tim70.html#ZhangCXP21

Haixin Lv Jinglong Chen Tongyang Pan Zitong Zhou Hybrid attribute conditional adversarial denoising autoencoder for zero-shot classification of mechanical intelligent fault diagnosis. 106577 2020 95 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2020.106577 db/journals/asc/asc95.html#LvCPZ20

Qinyuan Luo Yuanhong Chang Jinglong Chen Hongjie Jing Haixin Lv Tongyang Pan Multiple degradation mode analysis via gated recurrent unit mode recognizer and life predictors for complex equipment. 103332 2020 123 Comput. Ind. https://doi.org/10.1016/j.compind.2020.103332 db/journals/cii/cii123.html#LuoCCJLP20

Tongyang Pan Jinglong Chen Jun Pan 0003 Zitong Zhou A Deep Learning Network via Shunt-Wound Restricted Boltzmann Machines Using Raw Data for Fault Detection. 4852-4862 2020 69 IEEE Trans. Instrum. Meas. 7 https://doi.org/10.1109/TIM.2019.2953436 db/journals/tim/tim69.html#PanCPZ20

Haixin Lv Jinglong Chen Tongyang Pan Sequence Adaptation Adversarial Network for Remaining Useful Life Prediction Using Small Data Set. 115-118 2020 INDIN https://doi.org/10.1109/INDIN45582.2020.9442160 conf/indin/2020 db/conf/indin/indin2020.html#LvCP20 Tianci Zhang Jinglong Chen Tongyang Pan Zitong Zhou Towards Intelligent Fault Diagnosis under Small Sample Condition via A Signals Augmented Semi-supervised Learning Framework. 669-672 2020 INDIN https://doi.org/10.1109/INDIN45582.2020.9442224 conf/indin/2020 db/conf/indin/indin2020.html#ZhangCPZ20

Gen Ping Jinglong Chen Tongyang Pan Jun Pan 0003 Degradation feature extraction using multi-source monitoring data via logarithmic normal distribution based variational auto-encoder. 72-82 2019 109 Comput. Ind. https://doi.org/10.1016/j.compind.2019.04.013 db/journals/cii/cii109.html#PingCPP19

Tongyang Pan Jinglong Chen Zitong Zhou Changlei Wang Shuilong He A Novel Deep Learning Network via Multiscale Inner Product With Locally Connected Feature Extraction for Intelligent Fault Detection. 5119-5128 2019 15 IEEE Trans. Ind. Informatics 9 https://doi.org/10.1109/TII.2019.2896665 https://www.wikidata.org/entity/Q128467919 db/journals/tii/tii15.html#PanCZWH19

Jinglong Chen Tongyang Pan Zitong Zhou Shuilong He An Adversarial Learning Framework for Zero-shot Fault Recognition of Mechanical Systems. 1275-1278 2019 INDIN https://doi.org/10.1109/INDIN41052.2019.8972316 conf/indin/2019 db/conf/indin/indin2019.html#ChenPZH19 Shengzhou Bai Ran Bi Yuanhong Chang Jinglong Chen Xiaochi Chen Zhuohang Chen Xunhua Dai Yong Feng Jinyang Gong Yi Gu 0003 Shuilong He Hongjie Jing Aimin Li Chao Li Fudong Li 0005 Weicheng Li Yuyan Li Hanqing Liu Jiqing Liu Shen Liu Yijin Liu Yirong Liu Yulang Liu Zijun Liu Qinyuan Luo Haixin Lv Buzhao Niu Jun Pan 0003 Gen Ping Rong Su 0001 Yuntian Ta Changlei Wang Jiaolong Wang Shangjun Wang Shiyi Wang Tiantian Wang 0004 Yu Wang 0043 Zhijian Wang Guohua Wu 0001 Wenyang Wu Yuwen Wu E. Xia Jingsong Xie Yujian Xie Zongliang Xie Buyao Yang Jinsong Yang Zhisheng Ye 0001 Xiang Yu Yaozheng Zeng Tianci Zhang Qing Zhao 0003 Yongxing Zhao Jianfeng Zhong Jianhua Zhong Zitong Zhou