美国西部闪电引发的野火风险预测

IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES
Earths Future Pub Date : 2025-08-26 DOI:10.1029/2025EF006108
Dmitri A. Kalashnikov, John T. Abatzoglou, Frances V. Davenport, Zachary M. Labe, Paul C. Loikith, Danielle Touma, Deepti Singh
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引用次数: 0

摘要

云对地(CG)闪电是美国西部(WUS)夏季野火着火的主要来源。然而,闪电的未来预估是不确定的,因为大多数全球气候模式没有直接模拟闪电。为了解决这个问题,我们使用基于卷积神经网络(CNN)的参数化6月至9月的每日CG闪电。CNN参数化每个网格单元的日CG闪电发生使用了三个热力学变量的场,即地表湿静态能(MSE)与500 hPa饱和MSE之比、700-500 hPa减速率和500 hPa相对湿度。将这些参数化应用于社区地球系统模式第2版大集合,我们发现在中等变暖情景下,到21世纪中期(2031-2060年),该地区大部分地区的CG闪电日数普遍增加。与1995-2022年相比,WUS北部的预计增加明显,那里的许多网格单元经历了4-12个额外的CG闪电日,这是由所有三个热力学变量的增加所驱动的。为了评估闪电引发野火(LIW)的风险,我们还量化了CG闪电与高火灾天气指数(FWI)日的并发性。到2031-2060年,CG闪电将更频繁地与高FWI同时发生,但相对于CG闪电日数的增加幅度在整个地区有所不同。未来对CG闪电和LIW风险的预测有助于了解相关灾害风险的变化,并指导野火管理和灭火规划。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Projections of Lightning-Ignited Wildfire Risk in the Western United States

Projections of Lightning-Ignited Wildfire Risk in the Western United States

Projections of Lightning-Ignited Wildfire Risk in the Western United States

Projections of Lightning-Ignited Wildfire Risk in the Western United States

Cloud-to-ground (CG) lightning is a major source of summer wildfire ignition in the western United States (WUS). However, future projections of lightning are uncertain since lightning is not directly simulated by most global climate models. To address this issue, we use convolutional neural network (CNN)-based parameterizations of daily June-September CG lightning. CNN parameterizations of daily CG lightning occurrence at each grid cell use fields of three thermodynamic variables—ratio of surface Moist Static Energy (MSE) to 500 hPa saturation MSE, 700–500 hPa lapse rate, and 500 hPa relative humidity. Applying these parameterizations to the Community Earth System Model version 2 Large Ensemble, we find widespread increases in CG lightning days across much of the region by the mid-21st century (2031–2060) under a moderate warming scenario. Projected increases are pronounced in the northern WUS where many grid cells experience 4–12 additional CG lightning days compared to 1995–2022 and are driven by increases in all three thermodynamic variables. To assess the risk of lightning-ignited wildfire (LIW) ignition, we also quantify the concurrence of CG lightning with high Fire Weather Index (FWI) days. By 2031–2060, CG lightning will coincide more frequently with high FWI, but the magnitude of increases relative to CG lightning days varies across the region. Future projections of CG lightning and LIW risk can be useful for understanding the changing risks of associated hazards, and guide wildland fire management and suppression planning.

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来源期刊
Earths Future
Earths Future ENVIRONMENTAL SCIENCESGEOSCIENCES, MULTIDI-GEOSCIENCES, MULTIDISCIPLINARY
CiteScore
11.00
自引率
7.30%
发文量
260
审稿时长
16 weeks
期刊介绍: Earth’s Future: A transdisciplinary open access journal, Earth’s Future focuses on the state of the Earth and the prediction of the planet’s future. By publishing peer-reviewed articles as well as editorials, essays, reviews, and commentaries, this journal will be the preeminent scholarly resource on the Anthropocene. It will also help assess the risks and opportunities associated with environmental changes and challenges.
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