Rare Event Analysis of High Dimensional Building Operational Data Using Data Mining Techniques
Cheng Fan , Fu Xiao , Shengwei Wang ,
2014 Purdue Conferences. 3rd International High Performance Buildings Conference at Purdue.
2
2014
Development of data mining-based big data analysis methodologies for building energy management
Cheng Fan
The Hong Kong Polytechnic University
1
2016
Building system performance diagnosis and optimization based on data mining techniques
XIAO Fu , FAN Cheng , WANG Shengwei ,
Huagong Xuebao/CIESC Journal 65 181 -187
1
2014
A study on semi-supervised learning in enhancing performance of AHU unseen fault detection with limited labeled data
Jiayuan Wang , Yongjun Sun , Cheng Fan , Xuyuan Liu
Sustainable Cities and Society 70 102874
21
2021
A Review on Data Preprocessing Techniques Toward Efficient and Reliable Knowledge Discovery From Building Operational Data
Jiayuan Wang , Xinghua Wang , Bufu Huang , Cheng Fan
Frontiers in Energy Research 9
51
2021
Investigation of outdoor pedestrian shading preference under several thermal environment using remote sensing images
Weirong Zhang , Dayi Lai , Xiaojing Zhang , Cheng Fan
Building and Environment 200 107934
2021
A short-term building cooling load prediction method using deep learning algorithms
Cheng Fan , Fu Xiao , Yang Zhao
Applied Energy 195 222 -233
486
2017
Analytical investigation of autoencoder-based methods for unsupervised anomaly detection in building energy data
Cheng Fan , Fu Xiao , Yang Zhao , Jiayuan Wang
Applied Energy 211 1123 -1135
186
2018
Development of an ANN-based building energy model for information-poor buildings using transfer learning
Ao Li , Fu Xiao , Cheng Fan , Maomao Hu
Building Simulation 14 ( 1) 89 -101
5
2021
Advanced data analytics for enhancing building performances: From data-driven to big data-driven approaches
Cheng Fan , Da Yan , Fu Xiao , Ao Li
Building Simulation 14 ( 1) 3 -24
95
2021
Advanced data analytics for building energy modeling and management
Cheng Fan , Fu Xiao , Da Yan ,
Building Simulation 14 ( 1) 1 -2
2021
Development of prediction models for next-day building energy consumption and peak power demand using data mining techniques
Cheng Fan , Fu Xiao , Shengwei Wang
Applied Energy 127 ( 127) 1 -10
489
2014
Developing associations between building occupancy and traffic congestion
Yi Yuan , Cheng Fan , Dan Wang , Linda Fu Xiao
international conference on cyber-physical systems 257 -257
2015
A collaborative control optimization of grid-connected net zero energy buildings for performance improvements at building group level
Cheng Fan , Gongsheng Huang , Yongjun Sun
Energy 164 536 -549
33
2018
Model predictive control for thermal energy storage assisted large central cooling systems
Kui Shan , Cheng Fan , Jiayuan Wang
Energy 179 916 -927
5
2019
Data mining in building automation system for improving building operational performance
Fu Xiao , Cheng Fan
Energy and Buildings 75 109 -118
267
2014
Temporal knowledge discovery in big BAS data for building energy management
Cheng Fan , Fu Xiao , Henrik Madsen , Dan Wang
Energy and Buildings 109 75 -89
85
2015
A model for simulating schedule risks in prefabrication housing production: A case study of six-day cycle assembly activities in Hong Kong
Clyde Zhengdao Li , Xiaoxiao Xu , Geoffrey Qiping Shen , Cheng Fan
Journal of Cleaner Production 185 366 -381
36
2018
An Edge Based Data-Driven Chiller Sequencing Framework for HVAC Electricity Consumption Reduction in Commercial Buildings
Zimu Zheng , Qiong Chen , Cheng Fan , Nan Guan
IEEE Transactions on Sustainable Computing 1 -1
3
2019
A framework for knowledge discovery in massive building automation data and its application in building diagnostics
Cheng Fan , Fu Xiao , Chengchu Yan
Automation in Construction 50 81 -90
128
2015