使用抽象解释的气候模式估计温度的最大上升

IF 0.3 Q4 COMPUTER SCIENCE, THEORY & METHODS Acta Universitatis Sapientiae Informatica Pub Date : 2019-08-01 DOI:10.2478/ausi-2019-0001
P. Revesz, Robert J. Woodward
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引用次数: 0

摘要

当前的气候模式是一种复杂的计算机程序,通常是逐时间步迭代,以预测气候相关变量的下一组值。由于这些迭代方法必须只计算固定次数的迭代,因此它们无法回答全球温度上升是否存在限制的自然问题。为了回答这个问题,我们建议将气候模型与软件验证技术相结合,可以找到一组程序变量的不变条件。特别是,我们将约束数据库方法应用于软件验证,发现全球温度的上升是有界的,根据实现Wigley/Raper上升流-扩散能量平衡模型气候模型的通用Java气候模型。
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Estimating the maximum rise in temperature according to climate models using abstract interpretation
Abstract Current climate models are complex computer programs that are typically iterated time-step by time-step to predict the next set of values of the climate-related variables. Since these iterative methods are necessarily computed only for a fixed number of iterations, they are unable to answer the natural question whether there is a limit to the rise of global temperature. In order to answer that question we propose to combine climate models with software verification techniques that can find invariant conditions for the set of program variables. In particular, we apply the constraint database approach to software verification to find that the rise in global temperature is bounded according to the common Java Climate Model that implements the Wigley/Raper Upwelling-Diffusion Energy Balance Model climate model.
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来源期刊
Acta Universitatis Sapientiae Informatica
Acta Universitatis Sapientiae Informatica COMPUTER SCIENCE, THEORY & METHODS-
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