κE optimizations with varying complexity (e.g., single-phase constant, two-phase constants, single-phase linear changes, two-phase nonlinear changes, etc.) were also performed to evaluate how the temporal evolution of κE may affect models’ warming rates. We find that more sensitive (“hotter”) models (i.e., higher ECS) under the 1pctCO2 scenario tend to be more responsive initially (i.e., having larger TCR1/ECS) due to κE differences; however, under 4xCO2 forcing, hotter models tend to be less responsive initially due to κE. This contrast remains consistent across emulations with varying complexities. The interpretation using κE is consistent with the simple observation that, under the 4xCO2 scenario hotter models warm less (relatively) in the first 10 years compared to cooler models, while preferring to warm up more (relatively) in the later years.
The physical processes underpinning κE diversity in models and κE changes in time are investigated with particular attention. It was found that κE increases with time/warming for all CMIP6 models under the 1pctCO2 scenario, and for most models under the 4xCO2 scenario, leading to an even greater delaying effect on the global warming onset. The complex interconnection between ocean heat uptake and cloud feedback over different ocean basins, such as the Southern Ocean, will also be investigated. Physical mechanisms are corroborated by analyzing other extended “long-run” experiments in which some of the global models nearly approach full equilibrium.
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