CCPortal
DOI10.1016/j.scitotenv.2018.09.369
A random forest model to predict heatstroke occurrence for heatwave in China
Wang, Yanwen1; Song, Qingqing2; Du, Yanjun1; Wang, Jiaonan1; Zhou, Jinhui1; Du, Zonghao1; Li, Tiantian1
发表日期2019
ISSN0048-9697
EISSN1879-1026
卷号650页码:3048-3053
英文摘要

Extreme heat events have recently become more frequent and represent an increasing risk of damage to public health. However, the existing prediction of heatwave related health effects has limited representativeness and verification. Our study addressed the prediction of heatstroke occurrences based on three years' data of typical cities of hot temperature in China, and examined the importance ranks of model parameters including meteorological and socioeconomic status (SES) factors. The results show that meteorological factors contributed the most to model estimation of the parameters evaluated, and SES parameters, such as the search index, were also important indicators of heatstroke prediction. The model had a satisfying performance compared to traditional linear regression models. The model established in our study can be further applied to extreme weather-related impact research and reduce economic loss due to public health expenses. (C) 2018 Elsevier B.V. All rights reserved.


WOS研究方向Environmental Sciences & Ecology
来源期刊SCIENCE OF THE TOTAL ENVIRONMENT
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/93363
作者单位1.Chinese Ctr Dis Control & Prevent, Natl Inst Environm Hlth, Beijing 100021, Peoples R China;
2.Peking Univ, Sch Publ Hlth, Beijing 100191, Peoples R China
推荐引用方式
GB/T 7714
Wang, Yanwen,Song, Qingqing,Du, Yanjun,et al. A random forest model to predict heatstroke occurrence for heatwave in China[J],2019,650:3048-3053.
APA Wang, Yanwen.,Song, Qingqing.,Du, Yanjun.,Wang, Jiaonan.,Zhou, Jinhui.,...&Li, Tiantian.(2019).A random forest model to predict heatstroke occurrence for heatwave in China.SCIENCE OF THE TOTAL ENVIRONMENT,650,3048-3053.
MLA Wang, Yanwen,et al."A random forest model to predict heatstroke occurrence for heatwave in China".SCIENCE OF THE TOTAL ENVIRONMENT 650(2019):3048-3053.
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