Assessing the potential of random forest method for estimating solar radiation using air pollution index
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- 作者：Huaiwei Suna ; b ; huaiweisun@whu.edu.cn" class="auth_mail" title="E-mail the corresponding author ; Dongwei Guic ; Baowei Yana ; Yi Liua ; Weihong Liaod ; Yan Zhub ; Chengwei Lua ; Na Zhaoa
- 关键词：Random forest ; Solar radiation ; Variable importance ; Air pollution index
- 刊名：Energy Conversion and Management
- 出版年：2016
- 出版时间：1 July 2016
- 年：2016
- 卷：119
- 期：Complete
- 页码：121-129
- 全文大小：4677 K
文摘
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Models based on random forests for daily solar radiation estimation are proposed.
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Three sites within different air pollution index conditions are considered.
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Performance of random forests is better than that of empirical methodologies.
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Special attention is given to the use of air pollution index.
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The potential of air pollution index is assessed by random forest models.