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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)
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