Global forecasting of atmospheric CO <sub>2</sub> concentrations using a hybrid STL-Prophet-LSTM model

Zhenzhong Liu; Yulin Cai; Shili Meng; Zizheng Zhu; Xianglei Meng; Xinglu Wang; Lin Sun

doi:10.1080/13504509.2025.2490667

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Global forecasting of atmospheric CO ₂ concentrations using a hybrid STL-Prophet-LSTM model

Zhenzhong Liu Yulin Cai Shili Meng Zizheng Zhu Xianglei Meng Xinglu Wang Lin Sun

Year: 2025 Journal: International Journal of Sustainable Development & World Ecology Vol: 32 (4)Pages: 498-508 Publisher: Taylor & Francis

DOI: 10.1080/13504509.2025.2490667

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Keywords:

Environmental science Meteorology Computer science Climatology Geology Physics

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Atmospheric and Environmental Gas Dynamics

Physical Sciences → Environmental Science → Global and Planetary Change

Forecasting Techniques and Applications

Social Sciences → Decision Sciences → Management Science and Operations Research

Grey System Theory Applications

Social Sciences → Decision Sciences → Management Science and Operations Research

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Global forecasting of atmospheric CO 2 concentrations using a hybrid STL-Prophet-LSTM model

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