Forecasting methods in energy planning models

KB Debnath, M Mourshed - Renewable and Sustainable Energy Reviews, 2018 - Elsevier
Energy planning models (EPMs) play an indispensable role in policy formulation and energy
sector development. The forecasting of energy demand and supply is at the heart of an EPM …

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 …

A meta-analysis on the price elasticity of energy demand

X Labandeira, JM Labeaga, X López-Otero - Energy policy, 2017 - Elsevier
Price elasticities of energy demand have become increasingly relevant in estimating the
socio-economic and environmental effects of energy policies or other events that influence …

Forecasting of natural gas consumption with artificial neural networks

J Szoplik - Energy, 2015 - Elsevier
In this study, the results of forecasting of the gas demand obtained with the use of artificial
neural networks are presented. Design and training of MLP (multilayer perceptron model) …

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] Application of a novel time-delayed polynomial grey model to predict the natural gas consumption in China

X Ma, Z Liu - Journal of Computational and Applied Mathematics, 2017 - Elsevier
The government of China is now trying to use natural gas as partial substitute of other fuels,
such as coal and gasoline. Develo** the natural gas industry has been written in the 13th …

A dynamic analysis on global natural gas trade network

JB Geng, Q Ji, Y Fan - Applied Energy, 2014 - Elsevier
This paper analyzes the evolution characteristics of the international natural gas trade
structure and the integration of the international natural gas market by using complex …

[HTML][HTML] Natural gas consumption forecasting using a novel two-stage model based on improved sparrow search algorithm

W Qiao, Q Ma, Y Yang, H **, N Huang, X Yang… - Journal of Pipeline …, 2025 - Elsevier
The foundation of natural gas intelligent scheduling is the accurate prediction of natural gas
consumption (NGC). However, its volatility, brings difficulties and challenges in accurately …

Optimization for design and operation of natural gas transmission networks

H Üster, Ş Dilaveroğlu - Applied Energy, 2014 - Elsevier
We consider the problem of designing a new natural gas transmission network or expanding
an existing network while minimizing the total investment and operating costs. We develop …

Evolution of the exergy flow network embodied in the global fossil energy trade: Based on complex network

X Hao, H An, H Qi, X Gao - Applied energy, 2016 - Elsevier
Different quality, reserves and production force countries to import fossil fuels to advance
their economic development. It is exergy of fossil fuels that is essentially important to …