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Storylines for unprecedented heatwaves based on ensemble boosting

Author

Listed:
  • E. M. Fischer

    (ETH Zurich)

  • U. Beyerle

    (ETH Zurich)

  • L. Bloin-Wibe

    (ETH Zurich)

  • C. Gessner

    (ETH Zurich)

  • V. Humphrey

    (ETH Zurich)

  • F. Lehner

    (Cornell University
    National Center for Atmospheric Research
    Polar Bears International)

  • A. G. Pendergrass

    (Cornell University
    National Center for Atmospheric Research)

  • S. Sippel

    (ETH Zurich
    Leipzig University)

  • J. Zeder

    (ETH Zurich)

  • R. Knutti

    (ETH Zurich)

Abstract

Recent temperature extremes have shattered previously observed records, reaching intensities that were inconceivable before the events. Could the possibility of an event with such unprecedented intensity as the 2021 Pacific Northwest heatwave have been foreseen, based on climate model information available before the event? Could the scientific community have quantified its potential intensity based on the current generation of climate models? Here, we demonstrate how an ensemble boosting approach can be used to generate physically plausible storylines of a heatwave hotter than observed in the Pacific Northwest. We also show that heatwaves of much greater intensities than ever observed are possible in other locations like the Greater Chicago and Paris regions. In order to establish confidence in storylines of ‘black swan’-type events, different lines of evidence need to be combined along with process understanding to make this information robust and actionable for stakeholders.

Suggested Citation

  • E. M. Fischer & U. Beyerle & L. Bloin-Wibe & C. Gessner & V. Humphrey & F. Lehner & A. G. Pendergrass & S. Sippel & J. Zeder & R. Knutti, 2023. "Storylines for unprecedented heatwaves based on ensemble boosting," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-40112-4
    DOI: 10.1038/s41467-023-40112-4
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    References listed on IDEAS

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    1. Efi Rousi & Kai Kornhuber & Goratz Beobide-Arsuaga & Fei Luo & Dim Coumou, 2022. "Accelerated western European heatwave trends linked to more-persistent double jets over Eurasia," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    2. Oliver Wetter & Christian Pfister & Johannes Werner & Eduardo Zorita & Sebastian Wagner & Sonia Seneviratne & Jürgen Herget & Uwe Grünewald & Jürg Luterbacher & Maria-Joao Alcoforado & Mariano Barrien, 2014. "The year-long unprecedented European heat and drought of 1540 – a worst case," Climatic Change, Springer, vol. 125(3), pages 349-363, August.
    3. W. Hazeleger & B.J.J.M. van den Hurk & E. Min & G.J. van Oldenborgh & A.C. Petersen & D.A. Stainforth & E. Vasileiadou & L.A. Smith, 2015. "Tales of future weather," Nature Climate Change, Nature, vol. 5(2), pages 107-113, February.
    4. Arthur Charpentier, 2011. "Erratum to: On the return period of the 2003 heat wave," Climatic Change, Springer, vol. 109(3), pages 261-261, December.
    5. Theodore G. Shepherd & Emily Boyd & Raphael A. Calel & Sandra C. Chapman & Suraje Dessai & Ioana M. Dima-West & Hayley J. Fowler & Rachel James & Douglas Maraun & Olivia Martius & Catherine A. Senior , 2018. "Storylines: an alternative approach to representing uncertainty in physical aspects of climate change," Climatic Change, Springer, vol. 151(3), pages 555-571, December.
    6. Arthur Charpentier, 2011. "On the return period of the 2003 heat wave," Climatic Change, Springer, vol. 109(3), pages 245-260, December.
    7. Vikki Thompson & Dann Mitchell & Gabriele C. Hegerl & Matthew Collins & Nicholas J. Leach & Julia M. Slingo, 2023. "The most at-risk regions in the world for high-impact heatwaves," Nature Communications, Nature, vol. 14(1), pages 1-8, December.
    8. Vikki Thompson & Nick J. Dunstone & Adam A. Scaife & Doug M. Smith & Julia M. Slingo & Simon Brown & Stephen E. Belcher, 2017. "High risk of unprecedented UK rainfall in the current climate," Nature Communications, Nature, vol. 8(1), pages 1-6, December.
    9. Suraje Dessai & Mike Hulme, 2004. "Does climate adaptation policy need probabilities?," Climate Policy, Taylor & Francis Journals, vol. 4(2), pages 107-128, June.
    10. Tim Cowan & Sabine Undorf & Gabriele C. Hegerl & Luke J. Harrington & Friederike E. L. Otto, 2020. "Present-day greenhouse gases could cause more frequent and longer Dust Bowl heatwaves," Nature Climate Change, Nature, vol. 10(6), pages 505-510, June.
    11. E. M. Fischer & S. Sippel & R. Knutti, 2021. "Increasing probability of record-shattering climate extremes," Nature Climate Change, Nature, vol. 11(8), pages 689-695, August.
    12. W. Hazeleger & B. J. J. M. van den Hurk & E. Min & G. J. van Oldenborgh & A. C. Petersen & D. A. Stainforth & E. Vasileiadou & L. A. Smith, 2015. "Erratum: Tales of future weather," Nature Climate Change, Nature, vol. 5(3), pages 280-280, March.
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