One Stone, Three Birds: Prototype-Enhanced Federated Learning for Mitigating Data Scarcity, Imbalance, and Heterogeneity in Blade Icing Detection Across Distributed Wind Farms
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Author(s):
Lele Qi, Mengna Liu, Xu Cheng, Chen Jia, Xiufeng Liu, Shengyong Chen
Published in:
IEEE Internet of Things Journal, Issue 12, 2025, ISSN 2327-4662
Publisher:
Institute of Electrical and Electronics Engineers (IEEE)
DOI:
10.1109/JIOT.2025.3596949
LightWind: A Lightweight Framework for Efficient Wind Power Forecasting
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Author(s):
Yutao Jin, Mengna Liu, Zhichen Lai, Xu Cheng, Xiufeng Liu
Published in:
IEEE Sensors Journal, Issue 25, 2025, ISSN 1530-437X
Publisher:
Institute of Electrical and Electronics Engineers (IEEE)
DOI:
10.1109/JSEN.2025.3600483
Learning Domain-Generalizable Discriminative Representations by Mixing Euclidean Dynamics and Hilbert Statistics for Wind Turbine Blade Icing Detection
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Author(s):
Wenjie Wang, Mengna Liu, Yunke Li, Xu Cheng, Xiufeng Liu, Shengyong Chen
Published in:
IEEE Transactions on Industrial Informatics, Issue 22, 2026, ISSN 1551-3203
Publisher:
Institute of Electrical and Electronics Engineers (IEEE)
DOI:
10.1109/TII.2025.3616183
An end-to-end model for time series classification in the presence of missing values
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Author(s):
Mengna Liu, Pengshuai Yao, Xu Cheng, Shengyong Chen
Published in:
Expert Systems with Applications, Issue 284, 2025, ISSN 0957-4174
Publisher:
Elsevier BV
DOI:
10.1016/J.ESWA.2025.127954