Application of the VMD-CNN-BiLSTM-Attention Model in Daily Price Forecasting of NYMEX Natural Gas Futures

As a core clean energy source in the global energy transition, natural gas price fluctuations directly affect the energy market supply demand balance, industrial chain cost control, etc. Thus, accurate natural gas price prediction is crucial for market participants’ decision making and policymakers’...

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Bibliographic Details

Published in:	Applied Sciences
Main Authors:	Qiuli Jiang, Zebei Lin, Jiao Hu, Xuhui Liu
Format:	Article
Language:	English
Published:	MDPI AG 2025-10-01
Subjects:	VMD-CNN-BiLSTM-attention model variational mode decomposition (VMD) natural gas price forecasting
Online Access:	https://www.mdpi.com/2076-3417/15/20/11169