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Evolution of the Climate as an Attributable Complex System with Main Cause
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Abstract
Attributable complex systems can be classified into two categories: those with a main cause and those without. The climate is an attributable complex system with a main cause, where CO2 concentration serves as the primary fingerprint. The essential dynamics of climate change can be effectively captured through the representation of CO2 concentration. In this study, we analyze global warming in detail, discovering that historical CO2 concentration data can be well described by exponential growth. Extending the simulation of CO2 concentration changes from 2015 to 2500 within the framework of Shared Socioeconomic Pathways (SSPs), we observe a transition from exponential growth to exponential decay in the later stages. To model this shift, we introduce a modified exponential function. Additionally, by accounting for natural climate variability and examining the correlation between global temperature anomalies and CO2 concentrations, we find that this correlation becomes evident only over the long term. Using this relationship and CO2 concentration data, we generate predictions for global temperature anomalies up to 2500, which can be compared with other models in the literature.
DOI
https://doi.org/10.31223/X5V43P
Subjects
Atmospheric Sciences, Climate
Keywords
attributable complex system, global warming, carbon dioxide concentration, data-driven prediction
Dates
Published: 2025-04-29 06:09
Last Updated: 2025-04-29 06:09
License
CC-BY Attribution-NonCommercial 4.0 International
Additional Metadata
Conflict of interest statement:
None
Data Availability (Reason not available):
Historical temperature anomaly data for GISTEMP is available at https://data.giss.nasa.gov/gistemp/zonal_means, and for HadCRUT5 at https://climate.metoffice.cloud/temperature.html#datasets. Historical CO2 concentration data can be accessed at https://scrippsco2.ucsd.edu/data/atmospheric_co2/primary_mlo_co2_record.html. Historical CO2 emissions data is available at https://www.icos-cp.eu/science-and-impact/global-carbon-budget/2024. Data on future CO2 concentrations under five Shared Socioeconomic Pathways (SSPs) scenarios can be found at https://greenhousegases.science.unimelb.edu.au/#!/view. Data on changes in global surface air temperature up to 2300 under these five SSP scenarios is available at https://gitlab.com/magicc/ar6-wg1-plots-and-processing.
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