Concepedia

Environmental and energy performance analyses of HVAC systems in office buildings using boosted ensembled regression trees: Machine learning strategy for energy saving of air conditioning and lighting facilities

Ashraf M. Zaki, Mohamed E. Zayed, Mohamed H. S. Bargal, Ahmed Saif, Huanxin Chen, Shafiqur Rehman, Luai M. Alhems, El-Sadek H. NourEldeen

Process Safety and Environmental Protection · 2025 · 20 citations · 40 references

DOI

References

40

Extremely randomized trees

Pierre Geurts, Damien Ernst, Louis Wehenkel · Machine Learning · 2006 · 8.2K citations · Full text

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Straightforward Statistics for the Behavioral Sciences.

Karl L. Wuensch, James D. Evans · Journal of the American Statistical Association · 1996 · 2.4K citations

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LSTM based long-term energy consumption prediction with periodicity

Jian Qi Wang, Yu Du, Jing Wang · Energy · 2020 · 378 citations

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Deep learning-based feature engineering methods for improved building energy prediction

Cheng Fan, Yongjun Sun, Yang Zhao et al. · Applied Energy · 2019 · 281 citations

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Energy consumption prediction by using machine learning for smart building: Case study in Malaysia

Mel Keytingan M. Shapi, Nor Azuana Ramli, Lilik Jamilatul Awalin · Developments in the Built Environment · 2020 · 233 citations · Full text