CNRS, LPTMS, Université Paris-Saclay, 530 Rue André Rivière, 91405, Orsay, France.
Dipartimento di Fisica, Università "Sapienza", 00185, Rome, Italy.
Sci Rep. 2022 Sep 12;12(1):15320. doi: 10.1038/s41598-022-18406-2.
The detection of cause-effect relationships from the analysis of paleoclimatic records is a crucial step to disentangle the main mechanisms at work in the climate system. Here, we show that the approach based on the generalized Fluctuation-Dissipation Relation, complemented by the analysis of the Transfer Entropy, allows the causal links to be identified between temperature, CO[Formula: see text] concentration and astronomical forcing during the glacial cycles of the last 800 kyr based on Antarctic ice core records. When considering the whole spectrum of time scales, the results of the analysis suggest that temperature drives CO[Formula: see text] concentration, or that are both driven by the common astronomical forcing. However, considering only millennial-scale fluctuations, the results reveal the presence of more complex causal links, indicating that CO[Formula: see text] variations contribute to driving the changes of temperature on such time scales. The results also evidence a slow temporal variability in the strength of the millennial-scale causal links between temperature and CO[Formula: see text] concentration.
从古气候记录的分析中检测因果关系是厘清气候系统中主要机制的关键步骤。在这里,我们表明,基于广义涨落耗散关系的方法,辅以传递熵分析,可以根据南极冰芯记录,在过去 800 千年来的冰川循环中,确定温度、CO[Formula: see text]浓度和天文强迫之间的因果关系。当考虑整个时间尺度谱时,分析结果表明温度驱动 CO[Formula: see text]浓度,或者两者都受共同的天文强迫驱动。然而,仅考虑千年尺度的波动时,结果揭示了更复杂的因果关系的存在,表明 CO[Formula: see text]变化有助于在这种时间尺度上驱动温度的变化。结果还表明,温度和 CO[Formula: see text]浓度之间的千年尺度因果关系的强度存在缓慢的时间变化。