| Domain knowledge decomposition of building energy consumption and a hybrid data-driven model for 24-h ahead predictions X Liang, S Chen, X Zhu, X Jin, Z Du Applied Energy 344, 121244, 2023 | 30 | 2023 |
| IoT-based intelligent energy management system for optimal planning of HVAC devices in net-zero emissions PV-battery building considering demand compliance X Liang, K Chen, S Chen, X Zhu, X Jin, Z Du Energy Conversion and Management 292, 117369, 2023 | 24 | 2023 |
| Partial domain adaption based prediction calibration methodology for fault detection and diagnosis of chillers under variable operational condition scenarios X Liang, P Li, S Chen, X Jin, Z Du Building and Environment 217, 109099, 2022 | 20 | 2022 |
| Knowledge-infused deep learning diagnosis model with self-assessment for smart management in HVAC systems Z Du, X Liang, S Chen, X Zhu, K Chen, X Jin Energy 263, 125969, 2023 | 19 | 2023 |
| Knowledge-extracted deep learning diagnosis and its cloud-based management for multiple faults of chiller Z Du, S Chen, P Li, K Chen, X Liang, X Zhu, X Jin Building and Environment 235, 110228, 2023 | 17 | 2023 |
| Uncertainty quantification-based robust deep learning for building energy systems considering distribution shift problem X Liang, Z Liu, J Wang, X Jin, Z Du Applied Energy 337, 120889, 2023 | 15 | 2023 |
| Physics-constrained cooperative learning-based reference models for smart management of chillers considering extrapolation scenarios X Liang, X Zhu, S Chen, X Jin, F Xiao, Z Du Applied Energy 349, 121642, 2023 | 14 | 2023 |
| Domain adaptation deep learning and its TS diagnosis networks for the cross-control and cross-condition scenarios in data center HVAC systems Z Du, X Liang, S Chen, P Li, X Zhu, K Chen, X Jin Energy, 128084, 2023 | 14 | 2023 |
| Lifelong learning with deep conditional generative replay for dynamic and adaptive modeling towards net zero emissions target in building energy system S Chen, W Ge, X Liang, X Jin, Z Du Applied Energy 353, 122189, 2024 | 12 | 2024 |
| Applying deep learning-based regional feature recognition from macro-scale image to assist energy saving and emission reduction in industrial energy systems S Chen, X Zhu, K Chen, Z Liu, P Li, X Liang, X Jin, Z Du Journal of Advanced Research 46, 189-197, 2023 | 6 | 2023 |
| Endowing data-driven models with rejection ability: Out-of-distribution detection and confidence estimation for black-box models of building energy systems X Liang, X Zhu, K Chen, S Chen, X Jin, Z Du Energy 263, 125858, 2023 | 6 | 2023 |
