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TRACE 2018 – Tree Rings in Archaeology, Climatology and Ecology | Greifswald, Germany | April 26, 2018
SCOTT ST. GEORGE TOBY AULT JASON SMERDON SLOAN COATS CARLOS CARRILLO BEN COOK SAMANTHA STEVENSON
A NEW FRAMEWORK TO TEST
THE ORIGINS
OF WESTERN AMERICAN MEGADROUGHT
LONG-DURATION
Megadroughts are rare but not unlikely.
Clusters of them truly are unusual and
require out-of-sample climate states.
Source: Bryce Gray
Based on a survey of relict tree stumps in the Sierra Nevada,
Scott Stine identified two centennial-scale dry periods in
California between 862–1074 CE and 1122–1299 CE.
NADA(North American Drought Atlas)
During the 11th century, more than 40% of the western United States
experienced drought, even when averaged over several decades.
Sources: Cook et al. (2004). Long-term aridity changes in the western United States. Science 306:1015–1018; Cook et al., (2016),
North American megadroughts in the Common Era: reconstructions and simulations. WIREs Climate Change, 7:411–432 .
WHAT ARE THE RISKS POSED
BY FUTURE MEGADROUGHTS?
WHAT ARE THE CAUSAL MECHANISMS
RESPONSIBLE FOR MEGADROUGHT
IN THE WESTERN UNITED STATES?
In order to get prolonged megadroughts in the western
United States, the climate system needs to be “pushed’
by exotic external forcings that have not occurred during
the more recent instrumental period.
HYPOTHESIS
When considered over a sufficiently long interval,
megadroughts are inevitable and occur purely as a
consequence of internal climate variability.
HYPOTHESIS
?
IS IT POSSIBLE THAT
(WITH ENOUGH TIME)
INTERANNUAL VARIABILITY
PLUS SPATIOTEMPORAL STRUCTURE
IN GLOBAL SSTs AND WESTERN US HYDROCLIMATE
CAN PRODUCE MEGADROUGHT?
GCMs are expensive and are known to exhibit systematic biases
in mean precipitation and tropical Pacific variability.
MEGADROUGHTS
— BY THEIR
NATURE — ARE
RARE EVENTS.
Toby Ault Cornell University
LIM(Linear Inverse Model)
1000 SIMULATIONS
EACH 1000 YEARS LONG
NULL HYPOTHESIS
The characteristics of megadrought in the western US (as reconstructed
by tree rings) are consistent with those arising from a stochastically
forced, linearly damped system with stationary statistics.
REAL(TREE-RING ESTIMATES OF
SUMMER DROUGHT SEVERITY)
We use the NADA, which was recently updated to a spatial resolution
of one-half degree (Cook et al., 2014), as our ‘gold standard’
to test how well the LIM reproduces reality.
Source: Cook et al., 2014: Pan-continental droughts in North America over the last millennium. Journal of Climate, 27, 383–397.
FAKE(SYNTHETIC PDSI AND SST DATA
GENERATED BY THE LIM)
Source: Ault et al., Journal of Climate (2018)
Even though it’s conditioned on seasonal climate data from the late
20th century (only), the LIM still produces synthetic megadroughts
(several in this single run) if it’s allowed to run for a millennium.
Drought Area Index (%)
Can a simple statistical emulator actually reproduce
the characteristics of real (reconstructed) megadroughts?
IMPLICATION
1000800 CE 1200 1400 1600 1800 2000
The cluster of megadroughts reconstructed
between 800 and 1300 CE is unlikely to be generated
by stationary statistics and stochastic forcing.
“ ”GIVEN THE OFTEN DRAMATIC CONSEQUENCES
OF EVEN SINGLE-YEAR DROUGHT EVENTS, AND
THE UBIQUITY
OF MULTIDECADAL MEGADROUGHTS
IN THE PALEOCLIMATE RECORD
IT IS PERHAPS FORTUITOUS
THAT NORTH AMERICA
HAS NOT EXPERIENCED A MEGADROUGHT
IN THE LAST SEVERAL HUNDRED YEARS.
Cook et al., 2016
WIREs Climate Change
Megadroughts are rare but not unlikely.
Clusters of them truly are unusual and
require out-of-sample climate states.
WHAT ARE THE RISKS POSED
BY FUTURE MEGADROUGHTS?
H0
Adapting the LIM to high-resolution proxies could help determine
the importance of internal variability and forced climate change
across a broad range of phenomena.
@scottstgeorge
github.com/cornell-eas/LIM
Source: Ault et al., Journal of Climate (2018)

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A new framework to test the origins of western American megadrought

  • 1. TRACE 2018 – Tree Rings in Archaeology, Climatology and Ecology | Greifswald, Germany | April 26, 2018 SCOTT ST. GEORGE TOBY AULT JASON SMERDON SLOAN COATS CARLOS CARRILLO BEN COOK SAMANTHA STEVENSON A NEW FRAMEWORK TO TEST THE ORIGINS OF WESTERN AMERICAN MEGADROUGHT
  • 3. Megadroughts are rare but not unlikely. Clusters of them truly are unusual and require out-of-sample climate states.
  • 4.
  • 5. Source: Bryce Gray Based on a survey of relict tree stumps in the Sierra Nevada, Scott Stine identified two centennial-scale dry periods in California between 862–1074 CE and 1122–1299 CE.
  • 7. During the 11th century, more than 40% of the western United States experienced drought, even when averaged over several decades. Sources: Cook et al. (2004). Long-term aridity changes in the western United States. Science 306:1015–1018; Cook et al., (2016), North American megadroughts in the Common Era: reconstructions and simulations. WIREs Climate Change, 7:411–432 .
  • 8. WHAT ARE THE RISKS POSED BY FUTURE MEGADROUGHTS?
  • 9. WHAT ARE THE CAUSAL MECHANISMS RESPONSIBLE FOR MEGADROUGHT IN THE WESTERN UNITED STATES?
  • 10.
  • 11. In order to get prolonged megadroughts in the western United States, the climate system needs to be “pushed’ by exotic external forcings that have not occurred during the more recent instrumental period. HYPOTHESIS
  • 12.
  • 13. When considered over a sufficiently long interval, megadroughts are inevitable and occur purely as a consequence of internal climate variability. HYPOTHESIS
  • 14. ? IS IT POSSIBLE THAT (WITH ENOUGH TIME) INTERANNUAL VARIABILITY PLUS SPATIOTEMPORAL STRUCTURE IN GLOBAL SSTs AND WESTERN US HYDROCLIMATE CAN PRODUCE MEGADROUGHT?
  • 15. GCMs are expensive and are known to exhibit systematic biases in mean precipitation and tropical Pacific variability.
  • 16. MEGADROUGHTS — BY THEIR NATURE — ARE RARE EVENTS.
  • 17. Toby Ault Cornell University
  • 19.
  • 20.
  • 21.
  • 23. NULL HYPOTHESIS The characteristics of megadrought in the western US (as reconstructed by tree rings) are consistent with those arising from a stochastically forced, linearly damped system with stationary statistics.
  • 25. We use the NADA, which was recently updated to a spatial resolution of one-half degree (Cook et al., 2014), as our ‘gold standard’ to test how well the LIM reproduces reality. Source: Cook et al., 2014: Pan-continental droughts in North America over the last millennium. Journal of Climate, 27, 383–397.
  • 26. FAKE(SYNTHETIC PDSI AND SST DATA GENERATED BY THE LIM)
  • 27. Source: Ault et al., Journal of Climate (2018) Even though it’s conditioned on seasonal climate data from the late 20th century (only), the LIM still produces synthetic megadroughts (several in this single run) if it’s allowed to run for a millennium. Drought Area Index (%)
  • 28. Can a simple statistical emulator actually reproduce the characteristics of real (reconstructed) megadroughts?
  • 29.
  • 30.
  • 31.
  • 32. IMPLICATION 1000800 CE 1200 1400 1600 1800 2000 The cluster of megadroughts reconstructed between 800 and 1300 CE is unlikely to be generated by stationary statistics and stochastic forcing.
  • 33.
  • 34. “ ”GIVEN THE OFTEN DRAMATIC CONSEQUENCES OF EVEN SINGLE-YEAR DROUGHT EVENTS, AND THE UBIQUITY OF MULTIDECADAL MEGADROUGHTS IN THE PALEOCLIMATE RECORD IT IS PERHAPS FORTUITOUS THAT NORTH AMERICA HAS NOT EXPERIENCED A MEGADROUGHT IN THE LAST SEVERAL HUNDRED YEARS. Cook et al., 2016 WIREs Climate Change
  • 35. Megadroughts are rare but not unlikely. Clusters of them truly are unusual and require out-of-sample climate states.
  • 36. WHAT ARE THE RISKS POSED BY FUTURE MEGADROUGHTS?
  • 37. H0
  • 38. Adapting the LIM to high-resolution proxies could help determine the importance of internal variability and forced climate change across a broad range of phenomena.