Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1155/2017/8576150 |
Geospatial Analysis of Extreme Weather Events in Nigeria (1985-2015) Using Self-Organizing Maps | |
Akande, Adeoluwa1; Cristina Costa, Ana1; Mateu, Jorge2; Henriques, Roberto1 | |
通讯作者 | Akande, Adeoluwa |
来源期刊 | ADVANCES IN METEOROLOGY
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ISSN | 1687-9309 |
EISSN | 1687-9317 |
出版年 | 2017 |
英文摘要 | The explosion of data in the information age has provided an opportunity to explore the possibility of characterizing the climate patterns using data mining techniques. Nigeria has a unique tropical climate with two precipitation regimes: low precipitation in the north leading to aridity and desertification and high precipitation in parts of the southwest and southeast leading to large scale flooding. In this research, four indices have been used to characterize the intensity, frequency, and amount of rainfall over Nigeria. A type of Artificial Neural Network called the self-organizingmap has been used to reduce the multiplicity of dimensions and produce four unique zones characterizing extreme precipitation conditions in Nigeria. This approach allowed for the assessment of spatial and temporal patterns in extreme precipitation in the last three decades. Precipitation properties in each cluster are discussed. The cluster closest to the Atlantic has high values of precipitation intensity, frequency, and duration, whereas the cluster closest to the Sahara Desert has low values. A significant increasing trend has been observed in the frequency of rainy days at the center of the northern region of Nigeria. |
类型 | Article |
语种 | 英语 |
国家 | Portugal ; Spain |
收录类别 | SCI-E |
WOS记录号 | WOS:000408087300001 |
WOS关键词 | INTERTROPICAL DISCONTINUITY ; CLIMATE EXTREMES ; PRECIPITATION ; RAINFALL ; CLASSIFICATION ; TEMPERATURE ; INDEXES |
WOS类目 | Meteorology & Atmospheric Sciences |
WOS研究方向 | Meteorology & Atmospheric Sciences |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/197025 |
作者单位 | 1.Univ Nova Lisboa, NOVA IMS, Campus Campolide, P-1070312 Lisbon, Portugal; 2.Univ Jaume 1, Dept Math, Castellon de La Plana 12071, Spain |
推荐引用方式 GB/T 7714 | Akande, Adeoluwa,Cristina Costa, Ana,Mateu, Jorge,et al. Geospatial Analysis of Extreme Weather Events in Nigeria (1985-2015) Using Self-Organizing Maps[J],2017. |
APA | Akande, Adeoluwa,Cristina Costa, Ana,Mateu, Jorge,&Henriques, Roberto.(2017).Geospatial Analysis of Extreme Weather Events in Nigeria (1985-2015) Using Self-Organizing Maps.ADVANCES IN METEOROLOGY. |
MLA | Akande, Adeoluwa,et al."Geospatial Analysis of Extreme Weather Events in Nigeria (1985-2015) Using Self-Organizing Maps".ADVANCES IN METEOROLOGY (2017). |
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