Arid
DOI10.1155/2017/8576150
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
ISSN1687-9309
EISSN1687-9317
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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