Knowledge Resource Center for Ecological Environment in Arid Area
山西省降水量时空变化及预测 | |
其他题名 | Tempo-spatial Variation and Forecast of Precipitation in Shanxi Province |
袁瑞强1; 龙西亭2; 王鹏3; 宋献方4 | |
来源期刊 | 自然资源学报
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ISSN | 1000-3037 |
出版年 | 2015 |
卷号 | 30期号:4页码:651-663 |
中文摘要 | 山西广布高山与岩溶,是华北平原地表水产流区和地下水补给区。研究该区域降水时空变化有利于全面认识华北平原干旱问题。应用时间序列聚类、突变点检验、趋势分析和小波-支持向量机模型揭示降水时空变化并预测。按降水变化特点划分北部高纬区、太行山高山区、北部高山高原区、中部盆地区、中西部高山高原区和南部盆地区等子区。太行山高山区和南部盆地区降水偏多,北部高纬区降水偏少。同纬度的盆地降水少于高原和高山。19651991年,山西南部、东部、中部和北部降水量相继显著下降,19572012年平均下降速率为-1.5 mm/a。山西自20世纪90年代整体进入偏干阶段,直接导致地表产流和地下水补给减少,加剧华北平原干旱。预测结果表明,20132020年山西降水平均变化速率约16 mm/a,有利于遏制干旱。 |
英文摘要 | Shanxi Province, where there are widely distributed mountains and karst systems, is the area of surface runoff yield and groundwater recharge for the North China Plain (NCP).Knowledge of tempo- spatial variations and forecast of precipitation in Shanxi could improve the understanding of droughts in the NCP. In this study, spatial distribution of precipitation was clarified based on time series clustering. Features of temporal variance of precipitation were revealed using breaking point test and trend analysis methods. A wavelet- support vector machine model was established to predict the precipitation in the future. As results showed, six sub-regions with different precipitation variation characteristics were identified, which are the North High-latitude Area, the Taihang Alpine Area, the North Mountains and Plateau Area, the Middle Basin Area, the Middle- West Mountains and Plateau Area, and the South Basin Area.More precipitation presented in the Taihang Alpine Area and the South Basin Area, while lessprecipitation occurred in the North High-latitude Area. Precipitation in basins was less than in mountains and plateau area on the same latitude. From 1965 to 1991, annual precipitation decreased significantly in the South, the East, the Middle and the North sequentially. The average rate during 1957 to 2012 is -1.5 mm/a. As a result, the area of Shanxi Province entered an arid period in whole since 1990s. Accordingly, runoff declined and groundwater recharge reduced. Decrease in precipitation of Shanxi in recent decades was evidently one of the driving factors of droughts in the NCP. The study region will get out of the less precipitation period before the year of 2020 with an average gradient of 16 mm/a, which would relieve droughts in the NCP. |
中文关键词 | 降水量 ; 华北干旱 ; 时间序列聚类 ; 小波-支持向量机模型 |
英文关键词 | precipitation aridity in North China time series clustering wavelet-support vector machine model |
语种 | 中文 |
国家 | 中国 |
收录类别 | CSCD |
WOS类目 | METEOROLOGY ATMOSPHERIC SCIENCES |
WOS研究方向 | Meteorology & Atmospheric Sciences |
CSCD记录号 | CSCD:5398332 |
来源机构 | 中国科学院地理科学与资源研究所 |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/233875 |
作者单位 | 1.山西大学环境与资源学院, 太原, 山西 030006, 中国; 2.湖南省地质矿产勘查开发局四零二队, 长沙, 湖南 410014, 中国; 3.江西师范大学, 鄱阳湖湿地与流域研究教育部重点实验室, 南昌, 江西 330022, 中国; 4.中国科学院地理科学与资源研究所, 中国科学院陆地水循环及地表过程院重点实验室, 北京 100101, 中国 |
推荐引用方式 GB/T 7714 | 袁瑞强,龙西亭,王鹏,等. 山西省降水量时空变化及预测[J]. 中国科学院地理科学与资源研究所,2015,30(4):651-663. |
APA | 袁瑞强,龙西亭,王鹏,&宋献方.(2015).山西省降水量时空变化及预测.自然资源学报,30(4),651-663. |
MLA | 袁瑞强,et al."山西省降水量时空变化及预测".自然资源学报 30.4(2015):651-663. |
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