DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Data-driven upper bounds and event attribution for unprecedented heatwaves

Journal Article · · Weather and Climate Extremes
ORCiD logo [1];  [2];  [1]
  1. Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
  2. Univ. of Missouri, Columbia, MO (United States)

The last decade has seen numerous record-shattering heatwaves in all corners of the globe. In the aftermath of these devastating events, there is interest in identifying worst-case thresholds or upper bounds that quantify just how hot temperatures can become. Generalized Extreme Value theory provides a data-driven estimate of extreme thresholds; however, upper bounds may be exceeded by future events, which undermines attribution and planning for heatwave impacts. Here, we show how the occurrence and relative probability of observed yet unprecedented events that exceed a priori upper bound estimates, so-called “impossible” temperatures, has changed over time. We find that many unprecedented events are actually within data-driven upper bounds, but only when using modern spatial statistical methods. Furthermore, there are clear connections between anthropogenic forcing and the “impossibility” of the most extreme temperatures. Robust understanding of heatwave thresholds provides critical information about future record-breaking events and how their extremity relates to historical measurements.

Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States). National Energy Research Scientific Computing Center (NERSC)
Sponsoring Organization:
USDOE Office of Science (SC), Basic Energy Sciences (BES). Scientific User Facilities (SUF); USDOE Office of Science (SC), Biological and Environmental Research (BER)
Grant/Contract Number:
AC02-05CH11231
OSTI ID:
2510932
Journal Information:
Weather and Climate Extremes, Journal Name: Weather and Climate Extremes Vol. 47; ISSN 2212-0947
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English

References (50)

Attributable Human-Induced Changes in the Likelihood and Magnitude of the Observed Extreme Precipitation during Hurricane Harvey: CHANGES IN EXTREME PRECIPITATION IN TX journal December 2017
A multivariate spatial skew‐t process for joint modeling of extreme precipitation indexes journal October 2019
A probabilistic gridded product for daily precipitation extremes over the United States journal February 2019
Quantifying the influence of natural climate variability on in situ measurements of seasonal total and extreme daily precipitation journal February 2021
High-dimensional modeling of spatial and spatio-temporal conditional extremes using INLA and Gaussian Markov random fields journal July 2023
Understanding predictive information criteria for Bayesian models journal August 2013
Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC journal August 2016
Leveraging Extremal Dependence to Better Characterize the 2021 Pacific Northwest Heatwave journal June 2024
CMIP6 model simulation of concurrent continental warming holes in Eurasia and North America since 1990 and their relation to the Indo-Pacific SST warming journal June 2022
Quantifying statistical uncertainty in the attribution of human influence on severe weather journal June 2018
Was there a basis for anticipating the 2010 Russian heat wave?: THE 2010 RUSSIAN HEAT WAVE journal March 2011
Diversity of ENSO Events Unified by Convective Threshold Sea Surface Temperature: A Nonlinear ENSO Index journal September 2018
Anthropogenic Contributions to the 2021 Pacific Northwest Heatwave journal December 2022
How Unexpected Was the 2021 Pacific Northwest Heatwave? journal September 2022
The Effect of a Short Observational Record on the Statistics of Temperature Extremes journal August 2023
Some statistics useful in regional frequency analysis journal February 1993
Identifying a human signal in the North Atlantic warming hole journal March 2020
The most at-risk regions in the world for high-impact heatwaves journal April 2023
Storylines for unprecedented heatwaves based on ensemble boosting journal August 2023
Heat extremes in Western Europe increasing faster than simulated due to atmospheric circulation trends journal October 2023
Anthropogenic aerosols mask increases in US rainfall by greenhouse gases journal February 2024
Extreme heat-related mortality avoided under Paris Agreement goals journal June 2018
Multiple drivers of the North Atlantic warming hole journal June 2020
Prediction and projection of heatwaves journal December 2022
An anomalous warm-season trans-Pacific atmospheric river linked to the 2021 western North America heatwave journal June 2022
Increase of extreme events in a warming world journal October 2011
An upper bound for extreme temperatures over midlatitude land journal March 2023
The ASA Statement on p -Values: Context, Process, and Purpose journal April 2016
Modeling Spatial Processes with Unknown Extremal Dependence Class journal June 2018
On the Influence of Carbonic Acid in the Air upon the Temperature of the Earth journal February 1897
Timing and seasonality of the United States ‘warming hole’ journal March 2017
Human contribution to the record-breaking June and July 2019 heatwaves in Western Europe journal September 2020
The 2021 western North America heat wave among the most extreme events ever recorded globally journal May 2022
Bayesian Computing with INLA: A Review journal March 2017
Influence of Modes of Climate Variability on Global Temperature Extremes journal August 2008
A Multiscalar Drought Index Sensitive to Global Warming: The Standardized Precipitation Evapotranspiration Index journal April 2010
The Influence of Large-Scale Climate Variability on Winter Maximum Daily Precipitation over North America journal June 2010
Extreme Cold Winter Temperatures in Europe under the Influence of North Atlantic Atmospheric Blocking journal November 2011
Multidecadal Climate Variability and the “Warming Hole” in North America: Results from CMIP5 Twentieth- and Twenty-First-Century Climate Simulations* journal May 2013
Projecting North American Climate over the Next 50 Years: Uncertainty due to Internal Variability journal March 2014
Plausible Drying and Wetting Scenarios for Summer in Southeastern South America journal November 2023
An Overview of the Global Historical Climatology Network-Daily Database journal July 2012
Bayesian Spatial Modeling of Extreme Precipitation Return Levels journal September 2007
A Computer Movie Simulating Urban Growth in the Detroit Region journal June 1970
Investigating Causal Relations by Econometric Models and Cross-spectral Methods journal August 1969
Maximum likelihood estimators based on the block maxima method journal August 2019
A protocol for probabilistic extreme event attribution analyses journal January 2020
Quantifying the statistical dependence of mid-latitude heatwave intensity and likelihood on prevalent physical drivers and climate change journal July 2023
Past and future response of the North Atlantic warming hole to anthropogenic forcing journal June 2023
Reference Priors for the Generalized Extreme Value Distribution journal January 2024