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An innovative MGM–BPNN–ARIMA model for China’s energy consumption structure forecasting from the perspective of compositional data

Abstract Effective forecasting of energy consumption structure is vital for China to reach its “dual carbon” objective. However, little attention has been paid to existing studies on the holistic nature and internal properties of energy consumption structure. Therefore, this paper incorporates the t...

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Autori principali: Ruixia Suo, Qi Wang, Yuanyuan Tan, Qiutong Han
Natura: Artigo
Lingua:Inglês
Pubblicazione: Nature Portfolio 2024-04-01
Serie:Scientific Reports
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Accesso online:https://doi.org/10.1038/s41598-024-58966-z
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