刘学,西南交通大学建筑学院特聘副研究员、硕士生导师,主要从事数据驱动的建筑能源管理、建筑性能仿真和气候变化影响评估;近五年共计发表期刊论文20余篇;主持国家自然科学基金青年基金项目、“十四五”国家重点研发计划项目子课题、中国博士后科学基金面上项目、中央高校基本科研经费;授权发明专利3项;参与编写行业或地方标准3项;作为项目联系人、主要研究人员,参与多项国家自然科学基金面上项目、国家重点研发计划课题、省部级科技支撑计划项目;担任国际期刊Building Simulation青年编委/特刊编辑、中国仿真学会建筑仿真专业委员会委员、全国暖通空调学会计算机模拟专业委员会委员;担任Applied Energy、Energy and Buildings、Journal of Cleaner Production等相关领域期刊审稿人。
个人学术主页:
ResearchGate: https://www.researchgate.net/profile/Xue-Liu-65
Google Scholar: https://scholar.google.com/citations?user=EPoxwr0AAAAJ&hl=en
ORCID: https://orcid.org/0000-0002-5159-8503
代表性论文:
1) Xue Liu, Zhaoru Liu, Yi Wu, Shan Hu, Fan Bu, Jingjing An, Xin Zhou, Da Yan*, A novel quantitative method of heatwave classification for building resilience analysis, Sustainable Cities and Society, 2024, 112: 105603.
2) Xiao Wang1, Xue Liu1, Yanfang Wang, Xuyuan Kang, Ruoxi Geng, Ao Li, Fu Xiao, Changhao Zhang, Da Yan*, Investigating the deviation between prediction accuracy metrics and control performance metrics in the context of an ice-based thermal energy storage system, Journal of Energy Storage, 2024, 91: 1121126.
3) Xue Liu, Shan Hu, Da Yan*, A statistical quantitative analysis of the correlations between socio-demographic characteristics and household occupancy patterns in residential buildings in China, Energy and Buildings, 2023, 284: 112842.
4) Xue Liu, Hao Tang, Yong Ding*, Da Yan*, Investigating the performance of machine learning models combined with different feature selection methods to estimate the energy consumption of buildings, Energy and Buildings, 2022, 273: 112408.
5) Xue Liu, Yong Ding*, Hao Tang, Lingxiao Fan, Jie Lv, Investigating the effects of key drivers on energy consumption of nonresidential buildings: A data-driven approach integrating regularization and quantile regression, Energy, 2022, 244: 122720.
6) Xue Liu, Yong Ding*, Hao Tang, Feng Xiao, A data mining-based framework for the identification of daily electricity usage patterns and anomaly detection in building electricity consumption data, Energy and Buildings, 2021, 231: 110601.
7) Yong Ding*, Xue Liu*, A comparative analysis of data-driven methods in building energy benchmarking, Energy and Buildings, 2020, 209: 109711.