Conventional models and artificial intelligence (AI)-based models have been widely applied
for energy consumption forecasting over the past decades. This paper reviews conventional …

Natural gas consumption forecasting technology has been researched for 70 years. This
paper reviews the history of natural gas consumption forecasting, and discusses the …

Short-term natural gas consumption prediction is an important indicator of natural gas
pipeline network planning and design, which is of great significance. The purpose of this …

Pipeline plays an important role in the oil and gas transportation industry. In recent years,
more and more pipeline damages and breakdowns are caused by corrosion, which hurts the …

Accurate mid-to-long term China's renewable energy forecasting is becoming more and
more important for integrating renewable energy systems with smart grid and energy …

In daily natural gas consumption forecasting, the accuracy of forecasting models is
vulnerably affected by the noise data in historical time series. Singular spectrum analysis …

The demand for natural gas is expected to continuously increase due to its significant role in
the transition towards a low-carbon energy structure. Based on the nonhomogeneous grey …

The accurate prediction of natural gas consumption plays a central role in long-distance
pipeline system production and transportation planning, and it becomes even more …

Load forecasting (LF), particularly short‐term load forecasting (STLF), plays a vital role
throughout the operation of the conventional power system. The precise modelling and …

Compared with artificial intelligence black-box models, statistical white-box models have
less application and lower accuracy in forecasting daily natural gas consumption that …