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Author

Chun-Lei Wu

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Open access Sep 2026

HARM: Heterogeneous Feature Fusion and Hierarchical Adaptive Reconstruction Model for HVAC on/off Timing Prediction

Intermittent use of meeting rooms in public buildings accounts for a substantial share of avoidable heating, ventilation, and air-conditioning (HVAC) energy consumption, making accurate HVAC on/off lead-time prediction important for energy-efficient operation. However, existing methods face three limitations: a single...

Mu-Qing Zhu, Chun-Lei Wu · 0 citations
Sep 2026

Vision-guided multi-image prompt learning for zero and few-shot pipeline anomaly detection

This work proposes ElainaCLIP, a prompt learning framework based on CLIP to incorporate vision-guided information into text prompt representations and introduce ElainaLoss to guide prompt learning through low-level semantic constraints, thereby enhancing the modeling of unstructured anomaly semantics.

Chun-Lei Wu, Yong-Hao Wang, Bai Qiao et al. · 0 citations

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