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Xue Liu
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A data mining-based framework for the identification of daily electricity usage patterns and anomaly detection in building electricity consumption data
X Liu, Y Ding, H Tang, F Xiao
Energy and Buildings 231, 110601, 2021
1042021
Analysis of feature matrix in machine learning algorithms to predict energy consumption of public buildings
Y Ding, L Fan, X Liu
Energy and Buildings 249, 111208, 2021
672021
A comparative analysis of data-driven methods in building energy benchmarking
Y Ding, X Liu
Energy and Buildings 209, 109711, 2020
582020
Investigating the performance of machine learning models combined with different feature selection methods to estimate the energy consumption of buildings
X Liu, H Tang, Y Ding, D Yan
Energy and Buildings 273, 112408, 2022
382022
Impacts of uncertainty in building envelope thermal transmittance on heating/cooling demand in the urban context
Z Liu, X Zhou, W Tian, X Liu, D Yan
Energy and Buildings 273, 112363, 2022
172022
Assessing the perception of overall indoor environmental quality: Model validation and interpretation
H Tang, X Liu, Y Geng, B Lin, Y Ding
Energy and Buildings 259, 111870, 2022
172022
Optimization of operational strategy for ice thermal energy storage in a district cooling system based on model predictive control
H Tang, J Yu, Y Geng, X Liu, B Lin
Journal of Energy Storage 62, 106872, 2023
142023
A statistical quantitative analysis of the correlations between socio-demographic characteristics and household occupancy patterns in residential buildings in China
X Liu, S Hu, D Yan
Energy and Buildings 284, 112842, 2023
142023
Integrated physical approach to assessing urban-scale building photovoltaic potential at high spatiotemporal resolution
Z Liu, X Liu, H Zhang, D Yan
Journal of Cleaner Production 388, 135979, 2023
142023
Investigating the effects of key drivers on energy consumption of nonresidential buildings: A data-driven approach integrating regularization and quantile regression
X Liu, Y Ding, H Tang, L Fan, J Lv
Energy, 122720, 2021
122021
Investigating the influence of environmental information on perceived indoor environmental quality: An exploratory study
H Tang, Y Ding, X Liu, BC Singer
Journal of Building Engineering 48, 103933, 2022
112022
Building a greener future—Progress of the green building technology in the “13th Five-Year Plan” of China
M Song, X Liu, S Hu, Q Wen, D Yan
Build. Simul 15 (10), 1705-1707, 2022
92022
Unlocking ventilation flexibility of large airport terminals through an optimal CO2-based demand-controlled ventilation strategy
H Tang, J Yu, Y Geng, Z Wang, X Liu, Z Huang, B Lin
Building and Environment 244, 110808, 2023
32023
Exploring the impacts of heterogeneity and stochasticity in air-conditioning behavior on urban building energy models
Z Liu, Z Dou, H Chen, C Zhang, S Wang, Y Wu, X Liu, D Yan
Sustainable Cities and Society, 105285, 2024
12024
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
A novel physical-feature-based approach for stochastic simulation of typical building electricity use profiles
X Kang, X Wang, J An, X Liu, D Yan
Energy and Buildings 302, 113742, 2024
2024
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