Artificial intelligence-based fault detection and diagnosis methods for building energy systems: Advantages, challenges and the future Y Zhao, T Li, X Zhang, C Zhang Renewable and Sustainable Energy Reviews 109, 85-101, 2019 | 482 | 2019 |
A review of data mining technologies in building energy systems: Load prediction, pattern identification, fault detection and diagnosis Y Zhao, C Zhang, Y Zhang, Z Wang, J Li Energy and Built Environment 1 (2), 149-164, 2020 | 255 | 2020 |
A hybrid deep learning-based method for short-term building energy load prediction combined with an interpretation process C Zhang, J Li, Y Zhao, T Li, Q Chen, X Zhang Energy and Buildings 225, 110301, 2020 | 89 | 2020 |
An improved association rule mining-based method for revealing operational problems of building heating, ventilation and air conditioning (HVAC) systems C Zhang, X Xue, Y Zhao, X Zhang, T Li Applied Energy 253, 113492, 2019 | 69 | 2019 |
A knowledge-guided and data-driven method for building HVAC systems fault diagnosis T Li, Y Zhao, C Zhang, J Luo, X Zhang Building and Environment 198, 107850, 2021 | 62 | 2021 |
A generic prediction interval estimation method for quantifying the uncertainties in ultra-short-term building cooling load prediction C Zhang, Y Zhao, C Fan, T Li, X Zhang, J Li Applied Thermal Engineering 173, 115261, 2020 | 48 | 2020 |
Federated learning-based short-term building energy consumption prediction method for solving the data silos problem J Li, C Zhang, Y Zhao, W Qiu, Q Chen, X Zhang Building Simulation 15 (6), 1145-1159, 2022 | 47 | 2022 |
A hierarchical object oriented Bayesian network-based fault diagnosis method for building energy systems T Li, Y Zhou, Y Zhao, C Zhang, X Zhang Applied Energy 306, 118088, 2022 | 37 | 2022 |
Problem of data imbalance in building energy load prediction: Concept, influence, and solution C Zhang, J Li, Y Zhao, T Li, Q Chen, X Zhang, W Qiu Applied Energy 297, 117139, 2021 | 35 | 2021 |
A proactive fault detection and diagnosis method for variable-air-volume terminals in building air conditioning systems Y Zhao, T Li, C Fan, J Lu, X Zhang, C Zhang, S Chen Energy and Buildings 183, 527-537, 2019 | 34 | 2019 |
Optimization of a variable-temperature heat pump drying process of shiitake mushrooms using response surface methodology LZ Zhang, L Jiang, ZC Xu, XJ Zhang, YB Fan, M Adnouni, CB Zhang Renewable Energy 198, 1267-1278, 2022 | 23 | 2022 |
A post mining method for extracting value from massive amounts of building operation data C Zhang, Y Zhao, T Li, X Zhang Energy and Buildings, 110096, 2020 | 23 | 2020 |
An improved cooling load prediction method for buildings with the estimation of prediction intervals C Zhang, Y Zhao, X Zhang, C Fan, T Li Procedia Engineering 205, 2422-2428, 2017 | 23 | 2017 |
A data mining-based method for revealing occupant behavior patterns in using mechanical ventilation systems of Dutch dwellings X Ren, C Zhang, Y Zhao, G Boxem, W Zeiler, T Li Energy and Buildings 193, 99-110, 2019 | 21 | 2019 |
A semantic model-based fault detection approach for building energy systems T Li, Y Zhao, C Zhang, K Zhou, X Zhang Building and Environment 207, 108548, 2022 | 20 | 2022 |
A real-time abnormal operation pattern detection method for building energy systems based on association rule bases C Zhang, Y Zhao, Y Zhou, X Zhang, T Li Building Simulation 15 (1), 69-81, 2022 | 20 | 2022 |
A multi agent-based optimal control method for combined cooling and power systems with thermal energy storage Z Wang, C Zhang, H Li, Y Zhao Building Simulation 14, 1709-1723, 2021 | 20 | 2021 |
Generative pre-trained transformers (GPT)-based automated data mining for building energy management: Advantages, limitations and the future C Zhang, J Lu, Y Zhao Energy and Built Environment 5 (1), 143-169, 2024 | 18 | 2024 |
Causal discovery and inference-based fault detection and diagnosis method for heating, ventilation and air conditioning systems C Zhang, Y Zhao, Y Zhao, T Li, X Zhang Building and Environment 212, 108760, 2022 | 15 | 2022 |
Causal discovery-based external attention in neural networks for accurate and reliable fault detection and diagnosis of building energy systems C Zhang, X Tian, Y Zhao, T Li, Y Zhou, X Zhang Building and Environment 222, 109357, 2022 | 14 | 2022 |