Joint estimation of trend in bulk and extreme daily precipitation in Switzerland

IF 6.1 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES
Abubakar Haruna, Juliette Blanchet, Anne-Catherine Favre
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引用次数: 0

Abstract

Precipitation is crucial for water supply and energy generation in the Alps. However, heavy precipitation can also lead to natural disasters. It is therefore essential to understand the changes in both mean and extreme precipitation in order to develop effective adaptation and mitigation strategies. This study jointly models the observed long-term trends in both the bulk and extremes of daily precipitation distribution in Switzerland by employing a non-stationary version of the Extended Generalized Pareto distribution (EGPD). The EGPD allows us to model the entire non-zero precipitation range while remaining consistent with extreme value theory in its lower and upper tails.. We incorporated the non-stationarity by allowing the parameters of the distribution to vary with two covariates, time and sea surface temperature, and used a bootstrap approach for uncertainty assessment and to assess the significance of the modeled trends. The results indicate that extreme precipitation has increased in all seasons, while mean precipitation has only significantly increased in winter in northern Switzerland. This increase in winter precipitation is attributed to both a positive trend in the frequency and in the intensity of wet days precipitation.
瑞士大量降水和极端日降水趋势的联合估计
降水对阿尔卑斯山的供水和发电至关重要。然而,强降水也会导致自然灾害。因此,必须了解平均和极端降水的变化,以便制定有效的适应和缓解战略。本研究采用扩展广义帕累托分布(EGPD)的非平稳版本,联合模拟了观测到的瑞士日降水分布的总体和极值的长期趋势。EGPD使我们能够模拟整个非零降水范围,同时在其上下尾保持与极值理论的一致。我们通过允许分布参数随两个协变量(时间和海面温度)变化而变化来纳入非平稳性,并使用自举方法进行不确定性评估和评估模型趋势的重要性。结果表明,极端降水在所有季节都有所增加,而平均降水仅在冬季显著增加。冬季降水的增加是由于湿日降水的频率和强度都呈正趋势。
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来源期刊
Weather and Climate Extremes
Weather and Climate Extremes Earth and Planetary Sciences-Atmospheric Science
CiteScore
11.00
自引率
7.50%
发文量
102
审稿时长
33 weeks
期刊介绍: Weather and Climate Extremes Target Audience: Academics Decision makers International development agencies Non-governmental organizations (NGOs) Civil society Focus Areas: Research in weather and climate extremes Monitoring and early warning systems Assessment of vulnerability and impacts Developing and implementing intervention policies Effective risk management and adaptation practices Engagement of local communities in adopting coping strategies Information and communication strategies tailored to local and regional needs and circumstances
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