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Evolution of the Climate as an Attributable Complex System with Main Cause

Evolution of the Climate as an Attributable Complex System with Main Cause

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Authors

Liaofu Luo, Jun Lv

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.