国家优秀青年基金获得者,欧盟玛丽居里学者,天津理工大学294俄罗斯专享会教授,博士毕业于挪威科技大学与天津理工大学获得工程学与工学双博士学位。主持的项目包括国家优秀青年基金,海外青年人才引进专项,国家自然科学基金青年科学基金,欧盟地平线项目。在国际知名期刊会议发表文章六十多篇 (TNNLS TII TIE TITS TIM等)。 (1)国家优秀青年科学基金: 面向智能决策的海工装备运行数据知识发现, 负责人 (2)国家海外青年人才引进专项,负责人 (3)国自然青年科学基金: 不完备工业时间序列特征分析,负责人 (4)欧盟玛丽居里: ANSWER: A heterogeneous distributed prediction model for wind-solar energy production,负责人 (5)企业委托项目: 面向不完备数据流的异常检测方法建模与验证,负责人
代表性论文 (1)Xu Cheng, Guoyuan Li, Robert Skulstad, Houxiang Zhang, SAFENESS: A Semi-Supervised Transfer Learning Approach for Sea State Estimation Using Ship Motion Data, IEEE Transactions on Intelligent Transportation Systems, 2023. (2)Xu Cheng, Tian He, Fan Shi, Meng Zhao, Xiufeng Liu, Shengyong Chen, Selective Feature Fusion and Irregular-Aware Network for Pavement Crack Detection, IEEE Transactions on Intelligent Transportation Systems, 2023. (3)Xu Cheng, Kexin Wang, Xiufeng Liu, Qian Yu, Fan Shi, Zhengru Ren, Shengyong Chen, A Novel Class-Imbalanced Ship Motion Data-Based Cross-Scale Model for Sea State Estimation, IEEE Transactions on Intelligent Transportation Systems, 2023. (4)Xu Cheng, Fan Shi, Xiufeng Liu, Meng Zhao, Shengyong Chen, A Novel Deep Class-Imbalanced Semisupervised Model for Wind Turbine Blade Icing Detection, IEEE Transactions on Neural Networks and Learning Systems, 2022. (5)Xu Cheng, Fan Shi, Meng Zhao, Guoyuan Li, Houxiang Zhang, Shengyong Chen, Temporal Attention Convolutional Neural Network for Estimation of Icing Probability on Wind Turbine Blades, IEEE Transactions on Industrial Electronics, 2022. (6)Xu Cheng, Weiwei Tian, Fan Shi, Meng Zhao, Shengyong Chen, Hao Wang, A Blockchain-Empowered Cluster-based Federated Learning Model for Blade Icing Estimation on IoT-enabled Wind Turbine, IEEE Transactions on Industrial Informatics, 2022. (7)Xu Cheng, Fan Shi, Yongping Liu, Jiehan Zhou, Xiufeng Liu, Lizhen Huang, A Class-Imbalanced Heterogeneous Federated Learning Model for Detecting Icing on Wind Turbine Blades, IEEE Transactions on Industrial Informatics, 2022. (8)Xu Cheng, Guoyuan Li, Peihua Han, Robert Skulstad, Shengyong Chen, Houxiang Zhang, Data-driven modeling for transferable sea state estimation between marine systems, IEEE Transactions on Intelligent Transportation Systems, 2021.
(9)Xu Cheng, Guoyuan Li, Andre Listou Ellefsen, Shengyong Chen, Hans Petter Hildre, Houxiang Zhang, A novel densely connected convolutional neural network for sea-state estimation using ship motion data, IEEE Transactions on Instrumentation and Measurement, 2020. (10)Xu Cheng, Guoyuan Li, Robert Skulstad, Pierre Major, Shengyong Chen, Hans Petter Hildre, Houxiang Zhang, Data-driven uncertainty and sensitivity analysis for ship motion modeling in offshore operations, Ocean Engineering, 2019.
(1)国家优秀青年基金 (2)欧盟玛丽居里学者 (3)国家海外青年引进人才 (4)天津市优秀博士学位论文 学术兼职 中科院二区期刊 IEEE SENSORS JOURNAL 副编辑 (AE)
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