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Ao Li
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年份
Advanced data analytics for enhancing building performances: From data-driven to big data-driven approaches
C Fan, D Yan, F Xiao, A Li, J An, X Kang
Building Simulation 14, 3-24, 2021
1632021
Attention-based interpretable neural network for building cooling load prediction
A Li, F Xiao, C Zhang, C Fan
Applied Energy 299, 117238, 2021
1382021
Smart detection of fire source in tunnel based on the numerical database and artificial intelligence
X Wu, Y Park, A Li, X Huang, F Xiao, A Usmani
Fire Technology 57, 657-682, 2021
1132021
Development of an ANN-based building energy model for information-poor buildings using transfer learning
A Li, F Xiao, C Fan, M Hu
Building simulation 14, 89-101, 2021
832021
A review and reflection on open datasets of city-level building energy use and their applications
X Jin, C Zhang, F Xiao, A Li, C Miller
Energy and Buildings 285, 112911, 2023
302023
GEIN: An interpretable benchmarking framework towards all building types based on machine learning
X Jin, F Xiao, C Zhang, A Li
Energy and Buildings 260, 111909, 2022
272022
Distance measures in building informatics: An in-depth assessment through typical tasks in building energy management
A Li, C Fan, F Xiao, Z Chen
Energy and Buildings 258, 111817, 2022
162022
Real-time energy performance benchmarking of electric vehicle air conditioning systems using adaptive neural network and Gaussian process regression
F Guo, Z Chen, F Xiao, A Li, J Shi
Applied Thermal Engineering 222, 119931, 2023
122023
Graph neural network-based spatio-temporal indoor environment prediction and optimal control for central air-conditioning systems
J Zhang, F Xiao, A Li, T Ma, K Xu, H Zhang, R Yan, X Fang, Y Li, D Wang
Building and Environment 242, 110600, 2023
112023
Dynamic model development for vehicle air conditioners based on physics-guided deep learning
Z Chen, F Xiao, J Shi, A Li
International Journal of Refrigeration 134, 126-138, 2022
92022
Energy-oriented control retrofit for existing HVAC system adopting data-driven MPC–Methodology, implementation and field test
B Yue, B Su, F Xiao, A Li, K Li, S Li, R Yan, Q Lian, A Li, Y Li, X Fang, ...
Energy and Buildings 295, 113286, 2023
52023
Behavior testing of load forecasting models using BuildChecks
Y Deng, J Fan, H Jiang, F He, D Wang, A Li, F Xiao
Proceedings of the Thirteenth ACM International Conference on Future Energy …, 2022
52022
Large-scale comparison and demonstration of continual learning for adaptive data-driven building energy prediction
A Li, C Zhang, F Xiao, C Fan, Y Deng, D Wang
Applied Energy 347, 121481, 2023
42023
The optimal control strategy for chilled water system in central air-conditioning systems
A Li, F Wang, R Li, B Zhu, D Huang, G Chen
IECON 2017-43rd Annual Conference of the IEEE Industrial Electronics Society …, 2017
42017
Improving the out-of-sample generalization ability of data-driven chiller performance models using physics-guided neural network
F Guo, A Li, B Yue, Z Xiao, F Xiao, R Yan, A Li, Y Lv, B Su
Applied Energy 354, 122190, 2024
12024
Decomposition-based Data Augmentation for Time-series Building Load Data
Y Deng, R Liang, D Wang, A Li, F Xiao
Proceedings of the 10th ACM International Conference on Systems for Energy …, 2023
12023
Investigating the deviation between prediction accuracy metrics and control performance metrics in the context of an ice-based thermal energy storage system
X Wang, X Liu, Y Wang, X Kang, R Geng, A Li, F Xiao, C Zhang, D Yan
Journal of Energy Storage 91, 112126, 2024
2024
Design information-assisted graph neural network for modeling central air conditioning systems
A Li, J Zhang, F Xiao, C Fan, Y Yu, Z Chen
Advanced Engineering Informatics 60, 102379, 2024
2024
Towards a Benchmark for ML-based Building Load Forecasting Model Selection for a Target Building
Y Deng, R Liang, J Fan, A Li, D Wang
Proceedings of the 10th ACM International Conference on Systems for Energy …, 2023
2023
Development of a data-driven methodology for dynamic energy modeling of large buildings towards mass deployment of AI in smart buildings
A Li
Hong Kong Polytechnic University, 2023
2023
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