http://www.atmos-chem-phys-discuss.net/acp-2016-535/

Multi-model dynamic climate emulator for solar geoengineering
: 24 Jun 2016

Abstract. Climate emulators trained on existing simulations can be used to
project the climate effects that would result from different possible
future pathways of anthropogenic forcing, without relying on general
circulation model (GCM) simulations for every possible pathway. We extend
this idea to include different amounts of solar geoengineering in addition
to different pathways of green-house gas concentrations by training
emulators from a multi-model ensemble of simulations from the
Geoengineering Model Intercomparison Project (GeoMIP). The emulator is
trained on the abrupt 4 x CO2 and a compensating solar reduction simulation
(G1), and evaluated by comparing predictions against a simulated 1 % per
year CO2 increase and a similarly smaller solar reduction (G2). We find
reasonable agreement in most models for predicting changes in temperature
and precipitation (including regional effects), and annual-mean Northern
hemisphere sea ice extent, with the difference between simulation and
prediction typically smaller than natural variability. This verifies that
the linearity assumption used in constructing the emulator is sufficient
for these variables over the range of forcing considered. Annual-minimum
Northern hemisphere sea ice extent is less-well predicted, indicating the
limits of the linearity assumption. For future pathways involving
relatively small forcing from solar geoengineering, the errors introduced
from nonlinear effects may be smaller than the uncertainty due to natural
variability, and the emulator prediction may be a more accurate estimate of
the forced component of the models' response than an actual simulation
would be.

Citation: MacMartin, D. G. and Kravitz, B.: Multi-model dynamic climate
emulator for solar geoengineering, Atmos. Chem. Phys. Discuss.,
doi:10.5194/acp-2016-535, in review, 2016.

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