Scenario simulations of China's natural gas consumption under the dual-carbon target

J Fan, J Wang, M Liu, W Sun, Z Lan - Energy, 2022 - Elsevier
A dual-carbon target (ie, carbon peak and carbon neutrality) has been a critical external
factor for the usage of China's fossil energy in the future. As the lowest-carbon fossil energy …

Review of load forecasting based on artificial intelligence methodologies, models, and challenges

H Hou, C Liu, Q Wang, X Wu, J Tang, Y Shi… - Electric Power Systems …, 2022 - Elsevier
Accurate load forecasting can efficiently reduce the day-ahead dispatch stress of power
system or microgrid. The overview of load forecasting based on artificial intelligence models …

Forecasting annual natural gas consumption in USA: Application of machine learning techniques-ANN and SVM

S Singh, P Bansal, M Hosen, SK Bansal - Resources Policy, 2023 - Elsevier
Extreme summers and severe winters, along with natural disasters are causing serious
economic and environmental challenges in the United States of America (USA). The severity …

Predicting monthly natural gas production in China using a novel grey seasonal model with particle swarm optimization

N Li, J Wang, L Wu, Y Bentley - Energy, 2021 - Elsevier
Accurate prediction of short and medium-term monthly natural gas production in a country is
the basis for understanding the supply capacity of natural gas in different months, and for the …

What is the short-term outlook for the EU's natural gas demand? Individual differences and general trends based on monthly forecasts

N Li, J Wang, R Liu, Y Zhong - Environmental Science and Pollution …, 2022 - Springer
As a fossil energy with low carbon, natural gas has been regarded as an important energy
for the energy green transition in the past few decades. It has long shouldered the mission of …

[PDF][PDF] 数据驱动的综合能源系统负荷预测综述

朱继忠, 董瀚江, 李盛林, 陈梓瑜, 骆腾燕 - 中国电机工程学报, 2021 - researchgate.net
To further improve energy efficiency, integrated energy system (IES) has realized closer
interactions of various energy vectors and has become an important energy utilization way …

Forecasting the carbon dioxide emissions in 53 countries and regions using a non-equigap grey model

Z Xu, L Liu, L Wu - Environmental Science and Pollution Research, 2021 - Springer
Abstract Non-equigap GM (1, 1) model with conformable fractional accumulation (CFNGM
(1, 1)) is proposed to analyze the relationship between energy consumption and carbon …

A study on natural gas consumption forecasting in China using the LMDI-PSO-LSTM model: Factor decomposition and scenario analysis

Q Wang, R Suo, Q Han - Energy, 2024 - Elsevier
Natural gas, as a clean and low-carbon energy resource, assumes a vital role in facilitating
the transformation of the Chinese energy structure. Effectively forecasting its consumption …

Forecasting annual natural gas consumption via the application of a novel hybrid model

F Gao, X Shao - Environmental Science and Pollution Research, 2021 - Springer
Accurate prediction of natural gas consumption (NGC) can offer effective information for
energy planning and policy-making. In this study, a novel hybrid forecasting model based on …

Modeling, prediction and analysis of natural gas consumption in China using a novel dynamic nonlinear multivariable grey delay model

F Qin, M Tong, Y Huang, Y Zhang - Energy, 2024 - Elsevier
Accurately predicting natural gas consumption is essential for developing a clean, low-
carbon, safe, and efficient energy system. Therefore, this paper integrates the idea of the …