Assessing changes in intra- and inter-annual precipitation variability using advanced statistical inference techniques

被引:0
|
作者
Moreira, Elsa Estevao [1 ,2 ,3 ]
Augusto, Vitor [3 ]
机构
[1] NOVA FCT, Ctr Math & Applicat NOVA Math, Campus Caparica, P-2829516 Caparica, Portugal
[2] NOVA FCT, Dept Math, Campus Caparica, P-2829516 Caparica, Portugal
[3] NOVA FCT, Ctr Math & Applicat NOVA Math, Campus Caparica, P-2829516 Caparica, Portugal
关键词
ANOVA; backward elimination; climate change; Tukey multiple comparisons; LOG-LINEAR MODELS; DROUGHT; CLIMATE; TRENDS;
D O I
10.2166/wcc.2024.466
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
Aiming to find statistically significant changes on the usual monthly weather conditions in Alentejo, Portugal, in the past 40 years, time series of precipitation from a grid of locations in Alentejo were studied using an unconventional approach. The time series were divided into 4 decades and disposed in contingency tables with two factors, Year and Month. Then, log-linear models were fitted to those tables. The model deviances for Year and Month represent the weight of each factor in explaning precipitation varibility and Year:Month deviance is an estimate of the lack of independence between both factors, representing changes in intra-annual precipitation variability. The set of all the models deviances, per decade and location, were analysed using ANOVA techniques, first to compare the four decades, then to perform a crossed comparison between decades and between four pre-defined zones. Results indicate significant differences between the oldest and recent decades in terms of intra-annual precipitation variability, which could be interpreted as a trend towards softening the differences in precipitation between the wet months of the year. Furthermore, two homogeneous sub-regions could be defined in Alentejo, a large interior region and a smaller one close to the Atlantic Ocean.
引用
收藏
页码:4936 / 4951
页数:16
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