Forecasting China's energy consumption and carbon emission based on multiple decomposition strategy

• Published in: Energy strategy reviews Vol. 49; p. 101160
• Main Authors: Zhou, Cheng, Chen, Xiyang
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.09.2023; Elsevier
• Subjects: Carbon emission; Carbon peak; Decomposition-ensemble; Energy consumption; Energy consumption; Carbon emission; Carbon peak; Decomposition-ensemble
• ISSN: 2211-467X; 2211-467X
• DOI: 10.1016/j.esr.2023.101160

Accurately predicting energy consumption (EC) and carbon emission is essential for China's achieving carbon peak by 2030 and carbon neutrality by 2060. In view of decomposition-ensemble (DE) strategy can effectively enhancing the prediction performance by decreasing the complexity and nonlinearity of the original EC forecasting problems. A novel three-layer DE forecasting approach is proposed, which combines the advantages of trend decomposition (TD), empirical mode decomposition (EMD) and wavelet decomposition (WD). Compared with traditional individual decomposition strategy or secondary decomposition strategy, the proposed three-layer DE forecasting method breaks EC dataset into more simpler trend subseries and non-trend subseries. Then the forecasting performance is improved by turning the original complex EC prediction task to some relatively simpler trend and non-trend subseries prediction tasks. The future carbon emission is solved out using IPCC carbon emission coefficient method and EC prediction results. Empirical analysis proves the validity of the proposed forecasting method. Finally, China's EC and carbon emission in 2021–2035 under different EC structure, economic growth, industrial structure, population, energy efficiency, household EC per capita Scenarios are predicted by the proposed three-layer DE forecasting model. And some relevant energy and carbon emission policies and suggestions are put forward. •A novel three-layer Decomposition-Ensemble (DE) forecasting framework is proposed.•Three-layer DE approach implement a deeper decomposing strategy to turn complex forecasting problem to more easy subseries forecasting problems.•The proposed three-layer DE based forecasting model outperforms all the other competition forecasting models.•China's energy consumption and carbon emissions in 2021–2035 under different scenarios are forecasted.