mystery. an observation that we cannot (yet) explain....mystery. an observation that we cannot (yet)...
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Mystery. An observation that we cannot (yet) explain.
Enigma. An observation that, according to our understanding, should not have happened. (Related term: out-of-sample behaviour)
Proposal: To really improve understanding we should be targeting climate mysteries and enigmas (more than is happening now).
Monday, 24 March 14
Mystery. An observation that we cannot (yet) explain.
Enigma. An observation that, according to our understanding, should not have happened. (Related term: out-of-sample behaviour)
Proposal: To really improve understanding we should be targeting climate mysteries and enigmas (more than is happening now).
—> Search for Climate Response Enigmas and Mysteries (SCREaM)
Monday, 24 March 14
2 Feb – 15 Feb 2010
Li#le gain with 1.33 km simula4on
Over-‐predic4on of rainfall over mountain slopes
But TRMM seems to be underpredic4ng over steep terrain (Fig. 5a of Ma#hews et al., 2013, JGR: The effect of the Madden-‐Julian Oscilla4on on sta4on rainfall and river level in the Fly River system, Papua New Guinea)
M. Hassim, Todd Lane
Traditional model test: the Case Study
Monday, 24 March 14
Transition to continental characteristics is captured by WRF
Does not involve: - CAPE - PBL thickness - aerosols
Mesoscale heterogeneity and frontal dynamics are key.
Coloured lines show WRF CRM simulations w/different
initial soundings.
+ TRMM at an island
◼︎ continental/ocean means
Mor
rison
sch
eme
Thom
pson
sch
eme
Robinson et al. 2011
Systematic trend in behaviour
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Max. elevation 3-18 m 18-112 m112-684 m684-4200 m
Larger island -->
<--
str
onge
r co
nvec
tion
Higher orography reduces convective strength
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Climate sensitivity, LGM vs. futuresomewhat enigmatic...
Crucifix 2006IPCC 2013 (Masson-Delmotte et al.)
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• Rohling et al. 2013: Paleo gives 2.2-4.8 °C (68%)• LGM suggests 2-2.5 °C most likely value but with low resolving power
(IPCC 2013)• Recent warming seems to imply ECS<3 °C (e.g. Otto et al. 2013, Stott et
al. 2013)• “Emergent constraints” on models (Sherwood et al. 2014, Fasullo and
Trenberth 2012) imply ECS>3 °C.
Climate sensitivity estimates beginning to diverge
IPCC 2013 Sherwood et al. 2014
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Enigma candidate 1: Equable Climates
Lunt et al. 2013 (Phil. Trans)
Land surface zonal/annual means
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Enigma candidate 1: Equable Climates
Fedorov et al. 2013: - early Pliocene SST gradients flat in both meridional and zonal directions!- cannot reproduce with CCSM3, but fudging with subtropical cloud albedo helps.
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Enigma candidate 2: Hydrologic cycle
Durack et al. (2012, Science)
See also: Wentz et al. 2007
Wet-get-wetter response over oceans 1950-2000 is captured by models, but at ~1/3 to 1/2 the amplitude.
Obs CMIP3 20thC
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Enigma candidate 3: Continental Drying
Sherwood and Fu (2014, Science)
A
B
Change by 2100, RCP8.5
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Enigma candidate 4: Tropical Expansion
Johanson and Fu 2009 (J. Clim)
See also Allen et al. (2012)
Obs
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Enigma candidate 5: Decadal Variability
Ault et al. (2013, J. Climate)
England et al. (2014, Nat. Clim. Change)
20-yr trend in Pacific trade windsis ~5-sigma
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SCREaM teams
• Choose worthy enigma(s) if any and form focus teams?• Teams could:
• cross usual disciplinary lines with focused objective• speed the development and rejection of hypotheses• propose new model experiments to explore possible
explanations for enigmatic behaviour• Benefits: possible acceleration of progress; improve credibility
of science by confronting weaknesses head on; interesting!• Weaknesses: unsure if enigmas are real and represent errors
in processes (as opposed to, e.g., missing carbon cycle feedbacks, misinterpreted data). Potentially a high-risk strategy.
Monday, 24 March 14