Natural gas consumption forecasting: A discussion on forecasting history and future challenges

J Liu, S Wang, N Wei, X Chen, H Xie, J Wang - Journal of Natural Gas …, 2021 - Elsevier
Natural gas consumption forecasting technology has been researched for 70 years. This
paper reviews the history of natural gas consumption forecasting, and discusses the …

Forecasting natural gas consumption

B Soldo - Applied energy, 2012 - Elsevier
Publishing papers in the area of forecasting natural gas consumption has begun in the
middle of last century and led to a tremendous surge in research activities in the past …

Combination of artificial neural-network forecasters for prediction of natural gas consumption

A Khotanzad, H Elragal, TL Lu - IEEE transactions on neural …, 2000 - ieeexplore.ieee.org
The focus of this paper is on combination of artificial neural-network (ANN) forecasters with
application to the prediction of daily natural gas consumption needed by gas utilities. ANN …

Short-term natural gas demand prediction based on support vector regression with false neighbours filtered

L Zhu, MS Li, QH Wu, L Jiang - Energy, 2015 - Elsevier
This paper presents a novel approach, named the SVR (support vector regression) based
SVRLP (support vector regression local predictor) with FNF-SVRLP (false neighbours …

Data-driven short-term natural gas demand forecasting with machine learning techniques

V Sharma, Ü Cali, B Sardana, M Kuzlu, D Banga… - Journal of Petroleum …, 2021 - Elsevier
Natural gas demand forecasting is one of the most crucial steps in the proper planning and
operation of natural gas supply systems. The demand and supply of natural gas must be …

Forecasting of natural gas consumption in poland based on ARIMA-LSTM hybrid model

A Manowska, A Rybak, A Dylong, J Pielot - Energies, 2021 - mdpi.com
Natural gas is one of the main energy sources in Poland and accounts for about 15% of the
primary energy consumed in the country. Poland covers only 1/5 of its demand from …

Forecasting residential natural gas demand

H Aras, N Aras - Energy Sources, 2004 - Taylor & Francis
In Turkey, the major purpose of natural gas demand in residences is heating, where the
residential gas usage is approximately 18% of total gas consumption. The studies on …

[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 …

Short-term natural gas consumption forecasting from long-term data collection

R Svoboda, V Kotik, J Platos - Energy, 2021 - Elsevier
The development of natural gas consumption forecasting tools is an important application of
forecasting models. Plenty of research efforts have already been made in this area …

Machine learning for energy-water nexus: challenges and opportunities

SMA Zaidi, V Chandola, MR Allen, J Sanyal… - Big Earth …, 2018 - Taylor & Francis
Modeling the interactions of water and energy systems is important to the enforcement of
infrastructure security and system sustainability. To this end, recent technological …