Forecasting monthly gas field production based on the CNN-LSTM model

W Zha, Y Liu, Y Wan, R Luo, D Li, S Yang, Y Xu - Energy, 2022 - Elsevier
Accurate prediction of gas field production is an important task for reservoir engineers, which
is challenging due to many unknown reservoir parameters. Aiming to have a low-cost …

Conventional models and artificial intelligence-based models for energy consumption forecasting: A review

N Wei, C Li, X Peng, F Zeng, X Lu - Journal of Petroleum Science and …, 2019 - Elsevier
Conventional models and artificial intelligence (AI)-based models have been widely applied
for energy consumption forecasting over the past decades. This paper reviews conventional …

Drivers of natural gas and renewable energy utilization in the USA: how about household energy efficiency-energy expenditure and retail electricity prices?

TS Adebayo, AA Alola - Energy, 2023 - Elsevier
Besides the substantial investments in renewable energy development across various
economies, natural gas is being widely considered as a transitional fuel to advance global …

A combination model based on wavelet transform for predicting the difference between monthly natural gas production and consumption of US

W Qiao, W Liu, E Liu - Energy, 2021 - Elsevier
The prediction model's performance in view of the wavelet transform (WT) is affected
because the wavelet basis function (WBF) and its orders and layers are determined …

Short-term forecasting of natural gas prices by using a novel hybrid method based on a combination of the CEEMDAN-SE-and the PSO-ALS-optimized GRU network

J Wang, J Cao, S Yuan, M Cheng - Energy, 2021 - Elsevier
With the continuous growth of the global natural gas trade, the accurate prediction of natural
gas prices has become one of the most critical issues in the planning and operation of public …

Forecasting China's natural gas demand based on optimised nonlinear grey models

F Shaikh, Q Ji, PH Shaikh, NH Mirjat, MA Uqaili - Energy, 2017 - Elsevier
Natural gas increasingly has become an important policy choice for China to modify its high
carbon energy consumption structure. Natural gas is a low carbon energy option for China's …

[HTML][HTML] Point and interval forecasting for carbon price based on an improved analysis-forecast system

C Tian, Y Hao - Applied Mathematical Modelling, 2020 - Elsevier
Effective analysis and forecasting of carbon prices, which is an essential endeavor for the
carbon trading market, is still considered a difficult task because of the nonlinearity and …

China's natural gas production and consumption analysis based on the multicycle Hubbert model and rolling Grey model

J Wang, H Jiang, Q Zhou, J Wu, S Qin - Renewable and Sustainable …, 2016 - Elsevier
As fossil fuels reserves deplete rapidly and the low-carbon economy develops expeditiously,
especially in China, natural gas as a clean and alternative energy is underway to help meet …

Forecasting natural gas demand in China: Logistic modelling analysis

F Shaikh, Q Ji - International Journal of Electrical Power & Energy …, 2016 - Elsevier
Natural gas has increasingly appeared as an important policy choice for China's
government to modify high carbon energy consumption structure and deal with …

[PDF][PDF] Forecasting natural gas: A literature survey

JG Tamba, SN Essiane, EF Sapnken, FD Koffi… - International Journal of …, 2018 - zbw.eu
This work presents a state-of-the-art survey of published papers that forecast natural gas
production, consumption or demand, prices and income elasticity, market volatility and hike …