{"title":"应用于重建和模拟古气候时间序列的先进分析方法","authors":"C. Herrero, A. García-Olivares","doi":"10.21701/BOLGEOMIN.129.3.003","DOIUrl":null,"url":null,"abstract":"The results of a simulated CO2 (C) and a global ice volume (V) time series, derived from a simple relaxation model of the glacial-interglacial cycles (García-Olivares and Herrero, 2013), have been analyzed using linear and non-linear techniques to evaluate the ability of the model on simulating the dynamics embedded on the climate system. On a first approximation, we have compared simulated time series with the corresponding paleoclimatic reconstructions, obtaining correlations of 0.88 between proxy-record δO (Lisiecki and Raymo, 2005) and simulated V, and 0.79 between reconstructed atmospheric CO2 concentration (Petit et al., 1999; Indermuhle et al., 2000; Monnin et al., 2001; Siegenthaler et al., 2005; Luthi et al., 2008) and simulated C. Spectral analysis using Fourier transform and continuous wavelet transform are useful tools to quantify the performance of a model for reproducing the dynamics embedded in reconstructed time series. The analysis shows that the model reproduces closely the dynamics embedded in the ice volume time series, but the coherence between the simulated and reconstructed CO2 is only sporadic, indicating that both time series do not follow the same dynamical behaviour, although in the deglacial periods the two carbon series become dynamically close. The analysis reinforces the hypothesis that some specific mechanisms included in the model are able to closely reproduce the glacial-interglacial oscillations and thus suggests which specific mechanisms should be more seriously investigated in the climate system. These techniques may be applied to other climatic time series to quantify the performance of a model simulating the dynamics of the climate system.","PeriodicalId":45458,"journal":{"name":"BOLETIN GEOLOGICO Y MINERO","volume":"1 1","pages":""},"PeriodicalIF":0.2000,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Advanced analysis methods applied to reconstructed and simulated paleoclimatic time series\",\"authors\":\"C. Herrero, A. García-Olivares\",\"doi\":\"10.21701/BOLGEOMIN.129.3.003\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The results of a simulated CO2 (C) and a global ice volume (V) time series, derived from a simple relaxation model of the glacial-interglacial cycles (García-Olivares and Herrero, 2013), have been analyzed using linear and non-linear techniques to evaluate the ability of the model on simulating the dynamics embedded on the climate system. On a first approximation, we have compared simulated time series with the corresponding paleoclimatic reconstructions, obtaining correlations of 0.88 between proxy-record δO (Lisiecki and Raymo, 2005) and simulated V, and 0.79 between reconstructed atmospheric CO2 concentration (Petit et al., 1999; Indermuhle et al., 2000; Monnin et al., 2001; Siegenthaler et al., 2005; Luthi et al., 2008) and simulated C. Spectral analysis using Fourier transform and continuous wavelet transform are useful tools to quantify the performance of a model for reproducing the dynamics embedded in reconstructed time series. The analysis shows that the model reproduces closely the dynamics embedded in the ice volume time series, but the coherence between the simulated and reconstructed CO2 is only sporadic, indicating that both time series do not follow the same dynamical behaviour, although in the deglacial periods the two carbon series become dynamically close. The analysis reinforces the hypothesis that some specific mechanisms included in the model are able to closely reproduce the glacial-interglacial oscillations and thus suggests which specific mechanisms should be more seriously investigated in the climate system. These techniques may be applied to other climatic time series to quantify the performance of a model simulating the dynamics of the climate system.\",\"PeriodicalId\":45458,\"journal\":{\"name\":\"BOLETIN GEOLOGICO Y MINERO\",\"volume\":\"1 1\",\"pages\":\"\"},\"PeriodicalIF\":0.2000,\"publicationDate\":\"2018-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"BOLETIN GEOLOGICO Y MINERO\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.21701/BOLGEOMIN.129.3.003\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"GEOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"BOLETIN GEOLOGICO Y MINERO","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.21701/BOLGEOMIN.129.3.003","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"GEOLOGY","Score":null,"Total":0}
Advanced analysis methods applied to reconstructed and simulated paleoclimatic time series
The results of a simulated CO2 (C) and a global ice volume (V) time series, derived from a simple relaxation model of the glacial-interglacial cycles (García-Olivares and Herrero, 2013), have been analyzed using linear and non-linear techniques to evaluate the ability of the model on simulating the dynamics embedded on the climate system. On a first approximation, we have compared simulated time series with the corresponding paleoclimatic reconstructions, obtaining correlations of 0.88 between proxy-record δO (Lisiecki and Raymo, 2005) and simulated V, and 0.79 between reconstructed atmospheric CO2 concentration (Petit et al., 1999; Indermuhle et al., 2000; Monnin et al., 2001; Siegenthaler et al., 2005; Luthi et al., 2008) and simulated C. Spectral analysis using Fourier transform and continuous wavelet transform are useful tools to quantify the performance of a model for reproducing the dynamics embedded in reconstructed time series. The analysis shows that the model reproduces closely the dynamics embedded in the ice volume time series, but the coherence between the simulated and reconstructed CO2 is only sporadic, indicating that both time series do not follow the same dynamical behaviour, although in the deglacial periods the two carbon series become dynamically close. The analysis reinforces the hypothesis that some specific mechanisms included in the model are able to closely reproduce the glacial-interglacial oscillations and thus suggests which specific mechanisms should be more seriously investigated in the climate system. These techniques may be applied to other climatic time series to quantify the performance of a model simulating the dynamics of the climate system.
期刊介绍:
The journal publishes papers on a wide range of research topics in the field of Earth Sciences. - Stratigraphy, sedimentology and palaeogeography - Historical and regional geology - Tectonics, structural geology and geophysics - Earthquate Geology and Paleosismology - Marine geology and oceanography - Geomorphology and physical geography - Hydrology, hydrogeology and water resources management - Pedology and soil sciences - Mineralogy, crystallography, metallography and mineral deposits - Petrology and geochemistry - Palaeontology - Geoscientific mapping and information systems - Environmental geology, Palaeoclimatoloy and Global Change - Planetary geology - Applied geology, geotechnics, geological and ground engineering - Mining prospecting and research, mineral resources management and underground works - Metallurgy, metallurgical engineering, materials science and technology - History and epistemology of earth sciences - Popular science, geological and mining heritage - Geological hazards - Economic aspects of earth sciences - Other related topics…