利用模拟重要性采样模拟 2021 年北美西部热浪

IF 6.1 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Weather and Climate Extremes Pub Date : 2024-02-17 DOI:10.1016/j.wace.2024.100651
Flavio Maria Emanuele Pons , Pascal Yiou , Aglaé Jézéquel , Gabriele Messori
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引用次数: 0

摘要

2021 年夏季,北美西北太平洋地区受到极端热浪的影响,气温比之前的记录低了好几度。这次事件对人类生活和生态系统造成了严重影响,与同时发生的各种驱动因素叠加有关,而气候变化又放大了这些驱动因素的影响。我们评估了这次破纪录的热浪在观测之前是否可以预见,以及气候变化如何影响北美西北太平洋地区最坏情况下的热浪情景。为此,我们使用了经验重要性采样的随机天气生成器。该生成器使用环流模拟极端气温序列,根据记录到最极端影响的地区的日最高气温进行重要性采样。我们展示了如何从环流模拟中获得事件的一些大尺度驱动因素,即使这些信息并没有直接提供给随机天气生成器。
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Simulating the Western North America heatwave of 2021 with analogue importance sampling

During the summer of 2021, the North American Pacific Northwest was affected by an extreme heatwave that broke previous temperature records by several degrees. The event caused severe impacts on human life and ecosystems, and was associated with the superposition of concurrent drivers, whose effects were amplified by climate change. We evaluate whether this record-breaking heatwave could have been foreseen prior to its observation, and how climate change affects North American Pacific Northwest worst-case heatwave scenarios. To this purpose, we use a stochastic weather generator with empirical importance sampling. The generator simulates extreme temperature sequences using circulation analogues, chosen with an importance sampling based on the daily maximum temperature over the region that recorded the most extreme impacts. We show how some of the large-scale drivers of the event can be obtained form the circulation analogues, even if such information is not directly given to the stochastic weather generator.

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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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