Volume 14, Issue 1 (2021)
Review Article
Advanced data analytics for enhancing building performances: From data-driven to big data-driven approaches
Cheng Fan, Da Yan, Fu Xiao, Ao Li, Jingjing An, and Xuyuan Kang
Research Articles
Extracting typical occupancy schedules from social media (TOSSM) and its integration with building energy modeling
Xing Lu, Fan Feng, Zhihong Pang, Tao Yang, and Zheng O’Neill
Automated recognition and mapping of building management system (BMS) data points for building energy modeling (BEM)
Sicheng Zhan, Adrian Chong, and Bertrand Lasternas
Fault detection for centrifugal chillers using a Kernel Entropy Component Analysis (KECA) method
Yudong Xia, Qiang Ding, Zhao Li, and Aipeng Jiang
Data mining algorithm and framework for identifying HVAC control strategies in large commercial buildings
Zhe Chen, Peng Xu, Fan Feng, Yifan Qiao, and Wei Luo
Study on the application of reinforcement learning in the operation optimization of HVAC system
Xiaolei Yuan, Yiqun Pan, Jianrong Yang, Weitong Wang, and Zhizhong Huang
Development of an ANN-based building energy model for information- poor buildings using transfer learning
Ao Li, Fu Xiao, Cheng Fan, and Maomao Hu
Clustering and classification of energy meter data: A comparison analysis of data from individual homes and the aggregated data from multiple homes
Juan Sala, Rongling Li, and Morten H. Christensen
Islands of misfit buildings: Detecting uncharacteristic electricity use behavior using load shape clustering
Matias Quintana, Pandarasamy Arjunan, and Clayton Miller
A data analytics-based tool for the detection and diagnosis of anomalous daily energy patterns in buildings
Marco Savino Piscitelli, Silvio Brandi, Alfonso Capozzoli, and Fu Xiao
Clustering-based probability distribution model for monthly residential building electricity consumption analysis
Jieyan Xu, Xuyuan Kang, Zheng Chen, Da Yan, Siyue Guo, Yuan Jin, and Tianyi Hao
Autoregressive neural networks with exogenous variables for indoor temperature prediction in buildings
Benoit Delcroix, Jérôme Le Ny, Michel Bernier, Muhammad Azam, Bingrui Qu, and Jean-Simon Venne
Energy characteristics of urban buildings: Assessment by machine learning
Wei Tian, Chuanqi Zhu, Yu Sun, Zhanyong Li, and Baoquan Yin
Improved peak load management control technique for nonlinear and dynamic residential energy consumption pattern
Olawale Popoola and MoreBlessing Chipango
Impacts of technology-guided occupant behavior on air-conditioning system control and building energy use
Rui Tang, Shengwei Wang, and Shaobo Sun
A data-driven model predictive control for lighting system based on historical occupancy in an office building: Methodology development
Yuan Jin, Da Yan, Xingxing Zhang, Jingjing An, and Mengjie Han
