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DOI | 10.1002/joc.5092 |
A quality control method for surface hourly temperature observations via gene-expression programming | |
Xiong, Xiong; Ye, Xiaoling; Zhang, Yingchao | |
2017-10-01 | |
发表期刊 | INTERNATIONAL JOURNAL OF CLIMATOLOGY
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ISSN | 0899-8418 |
EISSN | 1097-0088 |
出版年 | 2017 |
卷号 | 37期号:12 |
文章类型 | Article |
语种 | 英语 |
国家 | Peoples R China |
英文摘要 | This article aims to find the best-fit regression function for the quality control (QC) for the surface hourly temperature. A new QC method based on gene-expression programming (GEP) was employed to identify potential outliers in the surface hourly temperature observations. Compared to the spatial regression test (SRT) method and inverse distance weighting (IDW) method, the results indicate that both GEP and SRT outperform IDW in all the cases. The GEP method and the SRT method display equivalent effects in most of the cases. But GEP was found to be superior to the other methods when the weather station density was low. For all cases, the GEP method could yield a smaller estimated error than the other methods, respectively. The results of the comparison led to the recommendation that the GEP method is an effective QC method in identifying the seeded errors for the surface hourly temperature. |
英文关键词 | surface hourly temperature quality control regression GEP |
领域 | 气候变化 |
收录类别 | SCI-E |
WOS记录号 | WOS:000412095400011 |
WOS关键词 | METEOROLOGICAL DATA ; EXTREME EVENTS ; CLIMATE ; PRECIPITATION ; CHINA ; MODEL |
WOS类目 | Meteorology & Atmospheric Sciences |
WOS研究方向 | Meteorology & Atmospheric Sciences |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.173/C666/handle/2XK7JSWQ/37476 |
专题 | 气候变化 |
作者单位 | Nanjing Univ Informat Sci & Technol, Sch Informat & Control, Collaborat Innovat Ctr Forecast & Evaluat Meteoro, 219 Ningliu Rd, Nanjing 210044, Jiangsu, Peoples R China |
推荐引用方式 GB/T 7714 | Xiong, Xiong,Ye, Xiaoling,Zhang, Yingchao. A quality control method for surface hourly temperature observations via gene-expression programming[J]. INTERNATIONAL JOURNAL OF CLIMATOLOGY,2017,37(12). |
APA | Xiong, Xiong,Ye, Xiaoling,&Zhang, Yingchao.(2017).A quality control method for surface hourly temperature observations via gene-expression programming.INTERNATIONAL JOURNAL OF CLIMATOLOGY,37(12). |
MLA | Xiong, Xiong,et al."A quality control method for surface hourly temperature observations via gene-expression programming".INTERNATIONAL JOURNAL OF CLIMATOLOGY 37.12(2017). |
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