Advances in the Study of Building Energy Consumption by Machine Learning Method

Computer Science and Application ◽

10.12677/csa.2020.105103 ◽

2020 ◽

Vol 10 (05) ◽

pp. 1002-1008

Author(s):

继伟李

Keyword(s):

Machine Learning ◽

Energy Consumption ◽

Building Energy ◽

Machine Learning Method ◽

Learning Method ◽

Building Energy Consumption

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Predicting Building Energy Consumption by Time Series Model Based on Machine Learning and Empirical Mode Decomposition

2020 5th IEEE International Conference on Big Data Analytics (ICBDA) ◽

10.1109/icbda49040.2020.9101335 ◽

2020 ◽

Author(s):

Dandan Liu ◽

Qiangqiang Yang ◽

Fang Yang

Keyword(s):

Machine Learning ◽

Time Series ◽

Energy Consumption ◽

Empirical Mode Decomposition ◽

Building Energy ◽

Time Series Model ◽

Building Energy Consumption ◽

Model Based ◽

Mode Decomposition

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Machine learning method for energy consumption prediction of ships in port considering green ports

Journal of Cleaner Production ◽

10.1016/j.jclepro.2020.121564 ◽

2020 ◽

Vol 264 ◽

pp. 121564 ◽

Author(s):

Yun Peng ◽

Huakun Liu ◽

Xiangda Li ◽

Jian Huang ◽

Wenyuan Wang

Keyword(s):

Machine Learning ◽

Energy Consumption ◽

Machine Learning Method ◽

Learning Method ◽

Energy Consumption Prediction ◽

Consumption Prediction

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Identifying critical building-oriented features in city-block-level building energy consumption: A data-driven machine learning approach

Applied Energy ◽

10.1016/j.apenergy.2021.117453 ◽

2021 ◽

Vol 301 ◽

pp. 117453

Author(s):

Zhongnan Ye ◽

Kuangly Cheng ◽

Shu-Chien Hsu ◽

Hsi-Hsien Wei ◽

Clara Man Cheung

Keyword(s):

Machine Learning ◽

Energy Consumption ◽

Building Energy ◽

Data Driven ◽

Learning Approach ◽

Building Energy Consumption ◽

Machine Learning Approach ◽

Block Level ◽

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Building energy consumption prediction for residential buildings using deep learning and other machine learning techniques

Journal of Building Engineering ◽

10.1016/j.jobe.2021.103406 ◽

2022 ◽

Vol 45 ◽

pp. 103406

Author(s):

Razak Olu-Ajayi ◽

Hafiz Alaka ◽

Ismail Sulaimon ◽

Funlade Sunmola ◽

Saheed Ajayi

Keyword(s):

Machine Learning ◽

Deep Learning ◽

Energy Consumption ◽

Residential Buildings ◽

Building Energy ◽

Machine Learning Techniques ◽

Building Energy Consumption ◽

Learning Techniques ◽

Energy Consumption Prediction ◽

Consumption Prediction

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Spatial and Temporal Modeling of Urban Building Energy Consumption Using Machine Learning and Open Data

Computing in Civil Engineering 2019 ◽

10.1061/9780784482445.059 ◽

2019 ◽

Author(s):

Jonathan Roth ◽

Aimee Bailey ◽

Sonika Choudhary ◽

Rishee K. Jain

Keyword(s):

Machine Learning ◽

Energy Consumption ◽

Open Data ◽

Building Energy ◽

Building Energy Consumption ◽

Temporal Modeling

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Machine learning for estimation of building energy consumption and performance: a review

Visualization in Engineering ◽

10.1186/s40327-018-0064-7 ◽

2018 ◽

Vol 6 (1) ◽

Author(s):

Saleh Seyedzadeh ◽

Farzad Pour Rahimian ◽

Ivan Glesk ◽

Marc Roper

Keyword(s):

Machine Learning ◽

Energy Consumption ◽

Building Energy ◽

Building Energy Consumption ◽

And Performance

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Accuracy analyses and model comparison of machine learning adopted in building energy consumption prediction

Energy Exploration & Exploitation ◽

10.1177/0144598718822400 ◽

2019 ◽

Vol 37 (4) ◽

pp. 1426-1451 ◽

Author(s):

Zhijian Liu ◽

Di Wu ◽

Yuanwei Liu ◽

Zhonghe Han ◽

Liyong Lun ◽

...

Keyword(s):

Machine Learning ◽

Energy Consumption ◽

Model Comparison ◽

Building Energy ◽

Building Energy Consumption ◽

Energy Consumption Prediction ◽

Consumption Prediction

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Feature Selection for Predicting Building Energy Consumption Based on Statistical Learning Method

Journal of Algorithms & Computational Technology ◽

10.1260/1748-3018.6.1.59 ◽

2012 ◽

Vol 6 (1) ◽

pp. 59-77 ◽

Author(s):

Hai-Xiang Zhao ◽

Frédéric Magoulès

Keyword(s):

Feature Selection ◽

Energy Consumption ◽

Statistical Learning ◽

Building Energy ◽

Learning Method ◽

Building Energy Consumption ◽

Statistical Learning Method ◽

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Machine Learning-Based Building Energy Consumption Prediction

10.5339/qfarc.2016.eepp2582 ◽

2016 ◽

Author(s):

Nora El-Gohary ◽

Kadir Amasyali

Keyword(s):

Machine Learning ◽

Energy Consumption ◽

Building Energy ◽

Building Energy Consumption ◽

Energy Consumption Prediction ◽

Consumption Prediction

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Accurate forecasting of building energy consumption via a novel ensembled deep learning method considering the cyclic feature

Energy ◽

10.1016/j.energy.2020.117531 ◽

2020 ◽

Vol 201 ◽

pp. 117531 ◽

Author(s):

Guiqing Zhang ◽

Chenlu Tian ◽

Chengdong Li ◽

Jun Jason Zhang ◽

Wangda Zuo

Keyword(s):

Deep Learning ◽

Energy Consumption ◽

Building Energy ◽

Learning Method ◽

Building Energy Consumption

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