Evaluating climate emulation: fundamental impulse testing of simple climate models
<p>Simple climate models (SCMs) are numerical representations of the Earth's gas cycles and climate system. SCMs are easy to use and computationally inexpensive, making them an ideal tool in both scientific and decision-making contexts (e.g., complex climate model emulation, parameter est...
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doaj-23105cd4715a4354ba2481dadc69421d2020-11-25T01:55:55ZengCopernicus PublicationsEarth System Dynamics2190-49792190-49872019-11-011072973910.5194/esd-10-729-2019Evaluating climate emulation: fundamental impulse testing of simple climate modelsA. K. Schwarber0S. J. Smith1S. J. Smith2C. A. Hartin3B. A. Vega-Westhoff4R. Sriver5Department of Atmospheric and Oceanic Science, University of Maryland, College Park, MD 20742, USADepartment of Atmospheric and Oceanic Science, University of Maryland, College Park, MD 20742, USAJoint Global Change Research Institute, 5825 University Research Ct, College Park, MD 20740, USAJoint Global Change Research Institute, 5825 University Research Ct, College Park, MD 20740, USAJoint Global Change Research Institute, 5825 University Research Ct, College Park, MD 20740, USADepartment of Atmospheric Sciences, University of Illinois Urbana–Champaign, Champaign, IL 61820, USA<p>Simple climate models (SCMs) are numerical representations of the Earth's gas cycles and climate system. SCMs are easy to use and computationally inexpensive, making them an ideal tool in both scientific and decision-making contexts (e.g., complex climate model emulation, parameter estimation experiments, climate metric calculations, and probabilistic analyses). Despite their prolific use, the fundamental responses of SCMs are often not directly characterized. In this study, we use fundamental impulse tests of three chemical species (<span class="inline-formula">CO<sub>2</sub></span>, <span class="inline-formula">CH<sub>4</sub></span>, and black carbon – BC) to understand the fundamental gas cycle and climate system responses of several comprehensive (Hector v2.0, MAGICC 5.3, MAGICC 6.0) and idealized (FAIR v1.0, AR5-IR) SCMs. We find that while idealized SCMs are widely used, they fail to capture the magnitude and timescales of global mean climate responses under emissions perturbations, which can produce biased temperature results. Comprehensive SCMs, which have physically based nonlinear forcing and carbon cycle representations, show improved responses compared to idealized SCMs. Even the comprehensive SCMs, however, fail to capture the response timescales to BC emission perturbations seen recently in two general circulation models. Some comprehensive SCMs also generally respond faster than more complex models to a <span class="inline-formula">4×CO<sub>2</sub></span> concentration perturbation, although this was not evident for lower perturbation levels. These results suggest where improvements should be made to SCMs. Further, we demonstrate here a set of fundamental tests that we recommend as a standard evaluation suite for any SCM. Fundamental impulse tests allow users to understand differences in model responses and the impact of model selection on results.</p>https://www.earth-syst-dynam.net/10/729/2019/esd-10-729-2019.pdf |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
A. K. Schwarber S. J. Smith S. J. Smith C. A. Hartin B. A. Vega-Westhoff R. Sriver |
spellingShingle |
A. K. Schwarber S. J. Smith S. J. Smith C. A. Hartin B. A. Vega-Westhoff R. Sriver Evaluating climate emulation: fundamental impulse testing of simple climate models Earth System Dynamics |
author_facet |
A. K. Schwarber S. J. Smith S. J. Smith C. A. Hartin B. A. Vega-Westhoff R. Sriver |
author_sort |
A. K. Schwarber |
title |
Evaluating climate emulation: fundamental impulse testing of simple climate models |
title_short |
Evaluating climate emulation: fundamental impulse testing of simple climate models |
title_full |
Evaluating climate emulation: fundamental impulse testing of simple climate models |
title_fullStr |
Evaluating climate emulation: fundamental impulse testing of simple climate models |
title_full_unstemmed |
Evaluating climate emulation: fundamental impulse testing of simple climate models |
title_sort |
evaluating climate emulation: fundamental impulse testing of simple climate models |
publisher |
Copernicus Publications |
series |
Earth System Dynamics |
issn |
2190-4979 2190-4987 |
publishDate |
2019-11-01 |
description |
<p>Simple climate models (SCMs) are numerical representations of the Earth's gas cycles and climate system. SCMs are easy to use and computationally inexpensive, making them an ideal tool in both scientific and decision-making contexts (e.g., complex climate model emulation, parameter estimation experiments, climate metric calculations, and probabilistic analyses). Despite their prolific use, the fundamental responses of SCMs are often not directly characterized. In this study, we use fundamental impulse tests of three chemical species (<span class="inline-formula">CO<sub>2</sub></span>, <span class="inline-formula">CH<sub>4</sub></span>, and black carbon – BC) to understand the fundamental gas cycle and climate system responses of several comprehensive (Hector v2.0, MAGICC 5.3, MAGICC 6.0) and idealized (FAIR v1.0, AR5-IR) SCMs. We find that while idealized SCMs are widely used, they fail to capture the magnitude and timescales of global mean climate responses under emissions perturbations, which can produce biased temperature results. Comprehensive SCMs, which have physically based nonlinear forcing and carbon cycle representations, show improved responses compared to idealized SCMs. Even the comprehensive SCMs, however, fail to capture the response timescales to BC emission perturbations seen recently in two general circulation models. Some comprehensive SCMs also generally respond faster than more complex models to a <span class="inline-formula">4×CO<sub>2</sub></span> concentration perturbation, although this was not evident for lower perturbation levels. These results suggest where improvements should be made to SCMs. Further, we demonstrate here a set of fundamental tests that we recommend as a standard evaluation suite for any SCM. Fundamental impulse tests allow users to understand differences in model responses and the impact of model selection on results.</p> |
url |
https://www.earth-syst-dynam.net/10/729/2019/esd-10-729-2019.pdf |
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