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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.
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页码:4936 / 4951
页数:16
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