Change Detection in Climate Data over the Iberian Peninsula

被引:3
|
作者
Sebastiao, Raquel [1 ]
Rodrigues, Pedro Pereira [1 ]
Gama, Joao [1 ]
机构
[1] Univ Porto, LIAAD INESC Porto, LA, P-4050190 Oporto, Portugal
来源
2009 IEEE INTERNATIONAL CONFERENCE ON DATA MINING WORKSHOPS (ICDMW 2009) | 2009年
关键词
ENSEMBLE;
D O I
10.1109/ICDMW.2009.27
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper addresses the space-time change detection problem in climate data over the Iberian Peninsula using a 50 years dataset. The data were analyzed concerning the temporal and geographical information, using the following methodology: information about space-time drifts in climate data was obtained by applying a change detection algorithm on all the temporal data available for each physical location considered in this study; the performance and the robustness of this algorithm were then assessed by the McNemar nonparametric statistical test on cluster structures; geographical correlations were inferred using visualization tools and graphical representations of data. Most of the space-temporal drifts detected by the algorithm were confirmed by the results of the McNemar test and are in accordance with visual and graphical representations, supporting the advantage of using inter-disciplinary methods. This analysis also shows that there are locations which do not reveal any change along all the observed years.
引用
收藏
页码:248 / 253
页数:6
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