Different-resolution solar radiation prediction with accompanying microclimate data and long-term monitoring experiment by LSTM, RF, and SVR: a case of campus area

Different-resolution solar radiation prediction with accompanying microclimate data and long-term monitoring experiment by LSTM, RF, and SVR: a case of campus area

Solar radiation plays a pivotal role in urban microclimate, significantly, impacting building energy consumption and renewable energy utilization. Utilizing a comprehensive three- and-a- half-year dataset of high-precision urban microclimate, this study proposes a three-step approach to solar radiat...

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Bibliographic Details
Main Authors: Haining Wang, Qi Lin, Hailu Wei, Jian Du, Wei Wang, Zhixing Luo
Format: Article
Language:English
Published: Taylor & Francis Group 2023-11-01
Series:Journal of Asian Architecture and Building Engineering
Subjects:
urban microclimate
solar radiation prediction
long short time memory
random forest
supporting vector regression
Online Access:http://dx.doi.org/10.1080/13467581.2023.2278453

Internet

http://dx.doi.org/10.1080/13467581.2023.2278453

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