Future projection in global wildfire based on AI
ID:1145 View Protection:ATTENDEE Updated Time:2026-04-13 17:09:27 Hits:181 Oral Presentation

Start Time:2026-04-26 17:15(Asia/Shanghai)

Duration:10min

Session:S1-4 专题1.4 高影响天气气候事件可预报性及AI算法的应用 » F8专题1.4 高影响天气气候事件可预报性及AI算法的应用

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Abstract
Under global warming, increased wildfires activities now pose unprecedented risks to ecosystems and human societies. The key question is no longer if wildfire activity will increase, but how—whether through gradual intensification or a threshold shift into qualitatively different regimes with catastrophic events. Here we introduce an AI framework for more observationally constrained wildfire risk assessment in the future, revealing that socioeconomic development policies are the primary determinant shaping the divergent wildfire regime shift. Under the very high-emission scenario (SSP585), global wildfires will not only increase but also face a qualitative transformation characterized by peak intensification and extension of wildfire seasons. While land use change has driven recent global wildfire declines, climate change will drive the future wildfire activity. Vapor pressure deficit (VPD) emerges as the overwhelmingly dominant driver, responsible for both overall increases and seasonal peak intensification. Although land use change has relatively small direct impact, it plays a crucial role in providing the background fuel availability that amplifies VPD’s drying effects, especially in Mediterranean, Amazon, Siberia and North America. This interaction challenges conventional focus on climate indicators alone and provides a mechanistic understanding for identifying high-risk regions and developing targeted adaptation strategies.
Keywords
widefire,AI
Speaker
策李格尔
学生 中国科学院大气物理研究所

Submission Author
策李格尔 中国科学院大气物理研究所
李芳 中国科学院大气物理研究所
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Important Date
  • Conference Date

    Apr 25

    2026

    to

    Apr 29

    2026

  • Apr 07 2026

    Draft paper submission deadline

  • Jun 17 2026

    Registration deadline

Sponsored By
未来大气科学论坛理事会
Organized By
河海大学海洋学院
南京大学南京赫尔辛基大气与地球系统科学学院
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