Recent advances in seasonal and multi-annual tropical cyclone forecasting

IF 2.4 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES
Yuhei Takaya , Louis-Philippe Caron , Eric Blake , François Bonnardot , Nicolas Bruneau , Joanne Camp , Johnny Chan , Paul Gregory , Jhordanne J. Jones , Namyoung Kang , Philip J. Klotzbach , Yuriy Kuleshov , Marie-Dominique Leroux , Julia F. Lockwood , Hiroyuki Murakami , Akio Nishimura , Dushmanta R. Pattanaik , Tom J. Philp , Yohan Ruprich-Robert , Ralf Toumi , Ruifen Zhan
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引用次数: 0

Abstract

Seasonal tropical cyclone (TC) forecasting has evolved substantially since its commencement in the early 1980s. However, present operational seasonal TC forecasting services still do not meet the requirements of society and stakeholders: current operational products are mainly basin-scale information, while more detailed sub-basin scale information such as potential risks of TC landfall is anticipated for decision making. To fill this gap and make the TC science and services move forward, this paper reviews recent research and development in seasonal tropical cyclone (TC) forecasting. In particular, this paper features new research topics on seasonal TC predictability in neutral conditions of El Niño–Southern Oscillation (ENSO), emerging forecasting techniques of seasonal TC activity including Machine Learning/Artificial Intelligence, and multi-annual TC predictions. We also review the skill of forecast systems at predicting landfalling statistics for certain regions of the North Atlantic, Western North Pacific and South Indian oceans and discuss the gap that remains between current products and potential user's expectations. New knowledge and advanced forecasting techniques are expected to further enhance the capability of seasonal TC forecasting and lead to more actionable and fit-for-purpose products.

季节性和多年热带气旋预报的最新进展
季节性热带气旋预报自20世纪80年代初开始进行以来,已有很大的发展。然而,目前的季节热带气旋预报业务仍不能满足社会和利益相关者的需求:目前的业务产品主要是流域尺度的信息,而更详细的子流域尺度信息,如热带气旋登陆的潜在风险预测,以供决策。为了填补这一空白,使热带气旋科学和服务不断向前发展,本文综述了近年来热带气旋预报的研究进展。本文特别介绍了El Niño-Southern涛动(ENSO)中性条件下的季节性TC可预测性、季节性TC活动的新兴预测技术(包括机器学习/人工智能)和多年度TC预测等新研究课题。我们还审查了预报系统在预测北大西洋、西北太平洋和南印度洋某些地区的登陆统计数据方面的技能,并讨论了当前产品与潜在用户期望之间仍然存在的差距。新的知识和先进的预测技术有望进一步提高季节性TC预测的能力,并产生更多可操作和适合用途的产品。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Tropical Cyclone Research and Review
Tropical Cyclone Research and Review METEOROLOGY & ATMOSPHERIC SCIENCES-
CiteScore
4.60
自引率
3.40%
发文量
184
审稿时长
30 weeks
期刊介绍: Tropical Cyclone Research and Review is an international journal focusing on tropical cyclone monitoring, forecasting, and research as well as associated hydrological effects and disaster risk reduction. This journal is edited and published by the ESCAP/WMO Typhoon Committee (TC) and the Shanghai Typhoon Institute of the China Meteorology Administration (STI/CMA). Contributions from all tropical cyclone basins are welcome. Scope of the journal includes: • Reviews of tropical cyclones exhibiting unusual characteristics or behavior or resulting in disastrous impacts on Typhoon Committee Members and other regional WMO bodies • Advances in applied and basic tropical cyclone research or technology to improve tropical cyclone forecasts and warnings • Basic theoretical studies of tropical cyclones • Event reports, compelling images, and topic review reports of tropical cyclones • Impacts, risk assessments, and risk management techniques related to tropical cyclones
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