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Baseline evaluation of the impact of updates to the MIT Earth System Model on its model parameter estimates

机译:基线评估更新对MIT地球系统模型对其模型参数估计的影响

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For over 20?years, the Massachusetts Institute of Technology Earth System Model (MESM) has been used extensively for climate change research. The model is under continuous development with components being added and updated. To provide transparency in the model development, we perform a baseline evaluation by comparing model behavior and properties in the newest version to the previous model version. In particular, changes resulting from updates to the land surface model component and the input forcings used in historical simulations of climate change are investigated. We run an 1800-member ensemble of MESM historical climate simulations where the model parameters that set climate sensitivity, the rate of ocean heat uptake, and the net anthropogenic aerosol forcing are systematically varied. By comparing model output to observed patterns of surface temperature changes and the linear trend in the increase in ocean heat content, we derive probability distributions for the three model parameters. Furthermore, we run a 372-member ensemble of transient climate simulations where all model forcings are fixed and carbon dioxide concentrations are increased at the rate of 1%year?1. From these runs, we derive response surfaces for transient climate response and thermosteric sea level rise as a function of climate sensitivity and ocean heat uptake. We show that the probability distributions shift towards higher climate sensitivities and weaker aerosol forcing when using the new model and that the climate response surfaces are relatively unchanged between model versions. Because the response surfaces are independent of the changes to the model forcings and similar between model versions with different land surface models, we suggest that the change in land surface model has limited impact on the temperature evolution in the model. Thus, we attribute the shifts in parameter estimates to the updated model forcings.
机译:多年来,马萨诸塞州科技科技地球系统模型(MESM)已广泛用于气候变化研究。该模型正在连续开发,添加和更新组件。为了在模型开发中提供透明度,我们通过将最新版本中的模型行为和属性与以前的模型版本进行比较来执行基线评估。特别地,研究了由陆地面模型组件的更新和在气候变化的历史模拟中使用的输入强制产生的变化。我们经营了一个1800-成员的MESM历史气候​​模拟,其中设定了气候敏感性,海洋热量率和净人为气溶胶强制的模型参数得到了系统地变化。通过比较模型输出来观察到的表面温度变化模式和海洋热含量增加的线性趋势,我们推导了三种模型参数的概率分布。此外,我们运行了一个372-成员的瞬态气候模拟集合,其中所有模型强制都是固定的,二氧化碳浓度以1%的速度增加了1%?1。从这些运行中,由于气候敏感性和海洋热量的功能,我们源于瞬态气候响应和恒温海平面上升的响应曲面。我们表明,在使用新模型时,概率分布朝着更高的气候敏感性和较弱的气溶胶强制迫使迫使气候响应表面在模型版本之间相对不变。由于响应表面与模型强制的变化无关,并且模型版本与不同的土地表面模型之间的模型版本相似,因此建议陆地面模型的变化对模型的温度演变影响有限。因此,我们将参数估计中的变化归因于更新的模型强制。

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