Building Simulation

ISSN 1996-3599 e-ISSN 1996-8744 CN 10-1106/TU

Editor-in-Chief: Da Yan

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Volume 14

Issue 1, February 2021

pp.1-235 17 articles

Topical Issue on Advanced Data Analytics for Building Energy Modeling and Management

Contents(PDF)

Editorial

Advanced data analytics for building energy modeling and management

Cheng Fan, Fu Xiao, Da Yan

https://doi.org/10.1007/s12273-020-0733-z

Published: 24 November 2020

2021, 14 (1): 1-2

Downloads: 12 | Views: 375 |

PDF (58.6 KB)

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, Xuyuan Kang << Fewer

https://doi.org/10.1007/s12273-020-0723-1

Published: 23 October 2020

2021, 14 (1): 3-24

Downloads: 51 | Views: 717 |

PDF (727.4 KB)

Research Article

Extracting typical occupancy schedules from social media (TOSSM) and its integration with building energy modeling

Xing Lu, Fan Feng, Zhihong Pang, [...], Tao Yang, Zheng O’Neill << Fewer

https://doi.org/10.1007/s12273-020-0637-y

Published: 13 May 2020

2021, 14 (1): 25-41

Downloads: 29 | Views: 658 |

PDF (878.4 KB)

Research Article

Automated recognition and mapping of building management system (BMS) data points for building energy modeling (BEM)

Sicheng Zhan, Adrian Chong, Bertrand Lasternas

https://doi.org/10.1007/s12273-020-0612-7

Published: 20 March 2020

2021, 14 (1): 43-52

Downloads: 19 | Views: 450 |

PDF (436.5 KB)

Research Article

Fault detection for centrifugal chillers using a Kernel Entropy Component Analysis (KECA) method

Yudong Xia, Qiang Ding, Zhao Li, Aipeng Jiang

https://doi.org/10.1007/s12273-019-0598-1

Published: 29 February 2020

2021, 14 (1): 53-61

Downloads: 15 | Views: 445 |

PDF (689.8 KB)

Research Article

Data mining algorithm and framework for identifying HVAC control strategies in large commercial buildings

Zhe Chen, Peng Xu, Fan Feng, [...], Yifan Qiao, Wei Luo << Fewer

https://doi.org/10.1007/s12273-019-0599-0

Published: 11 March 2020

2021, 14 (1): 63-74

Downloads: 16 | Views: 491 |

PDF (893.3 KB)

Research Article

Study on the application of reinforcement learning in the operation optimization of HVAC system

Xiaolei Yuan, Yiqun Pan, Jianrong Yang, [...], Weitong Wang, Zhizhong Huang << Fewer

https://doi.org/10.1007/s12273-020-0602-9

Published: 23 March 2020

2021, 14 (1): 75-87

Downloads: 27 | Views: 513 |

PDF (654.5 KB)

Research Article

Development of an ANN-based building energy model for information- poor buildings using transfer learning

Ao Li, Fu Xiao, Cheng Fan, Maomao Hu

https://doi.org/10.1007/s12273-020-0711-5

Published: 11 September 2020

2021, 14 (1): 89-101

Downloads: 33 | Views: 558 |

PDF (505.4 KB)

Research Article

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, Morten H. Christensen

https://doi.org/10.1007/s12273-019-0587-4

Published: 03 December 2019

2021, 14 (1): 103-117

Downloads: 17 | Views: 764 |

PDF (1.1 MB)

Research Article

Islands of misfit buildings: Detecting uncharacteristic electricity use behavior using load shape clustering

Matias Quintana, Pandarasamy Arjunan, Clayton Miller

https://doi.org/10.1007/s12273-020-0626-1

Published: 04 April 2020

2021, 14 (1): 119-130

Downloads: 13 | Views: 408 |

PDF (526.6 KB)

Research Article

A data analytics-based tool for the detection and diagnosis of anomalous daily energy patterns in buildings

Marco Savino Piscitelli, Silvio Brandi, Alfonso Capozzoli, Fu Xiao

https://doi.org/10.1007/s12273-020-0650-1

Published: 13 May 2020

2021, 14 (1): 131-147

Downloads: 27 | Views: 586 |

PDF (1.2 MB)

Research Article

Clustering-based probability distribution model for monthly residential building electricity consumption analysis

Jieyan Xu, Xuyuan Kang, Zheng Chen, [...], Da Yan, Siyue Guo, Yuan Jin, Tianyi Hao, Rongda Jia << Fewer

https://doi.org/10.1007/s12273-020-0710-6

Published: 26 September 2020

2021, 14 (1): 149-164

Downloads: 17 | Views: 510 |

PDF (540.8 KB)

Research Article

Autoregressive neural networks with exogenous variables for indoor temperature prediction in buildings

Benoit Delcroix, Jérôme Le Ny, Michel Bernier, [...], Muhammad Azam, Bingrui Qu, Jean-Simon Venne << Fewer

https://doi.org/10.1007/s12273-019-0597-2

Published: 21 February 2020

2021, 14 (1): 165-178

Downloads: 10 | Views: 488 |

PDF (461.9 KB)

Research Article

Energy characteristics of urban buildings: Assessment by machine learning

Wei Tian, Chuanqi Zhu, Yu Sun, [...], Zhanyong Li, Baoquan Yin << Fewer

https://doi.org/10.1007/s12273-020-0608-3

Published: 20 March 2020

2021, 14 (1): 179-193

Downloads: 19 | Views: 507 |

PDF (764.7 KB)

Research Article

Improved peak load management control technique for nonlinear and dynamic residential energy consumption pattern

Olawale Popoola, MoreBlessing Chipango

https://doi.org/10.1007/s12273-020-0601-x

Published: 03 March 2020

2021, 14 (1): 195-208

Downloads: 17 | Views: 426 |

PDF (693 KB)

Research Article

Impacts of technology-guided occupant behavior on air-conditioning system control and building energy use

Rui Tang, Shengwei Wang, Shaobo Sun

https://doi.org/10.1007/s12273-020-0605-6

Published: 03 February 2020

2021, 14 (1): 209-217

Downloads: 34 | Views: 621 |

PDF (2.3 MB)

Research Article

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, Mengjie Han << Fewer

https://doi.org/10.1007/s12273-020-0638-x

Published: 13 May 2020

2021, 14 (1): 219-235

Downloads: 23 | Views: 574 |

PDF (1 MB)