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 of daily natural gas consumption on regional basis in Turkey using various computational methods

F Taşpınar, N Celebi, N Tutkun - Energy and buildings, 2013 - Elsevier
It is widely accepted that natural gas is a clean energy source that can be used to meet
energy demand for heating and industrial purpose among the fossil fuels and its usage …

Year ahead demand forecast of city natural gas using seasonal time series methods

M Akpinar, N Yumusak - Energies, 2016 - mdpi.com
Consumption of natural gas, a major clean energy source, increases as energy demand
increases. We studied specifically the Turkish natural gas market. Turkey's natural gas …

Improving the residential natural gas consumption forecasting models by using solar radiation

B Soldo, P Potočnik, G Šimunović, T Šarić… - Energy and …, 2014 - Elsevier
Natural gas is known as a clean energy source used for space heating in residential
buildings. Residential sector is a major natural gas consumer that usually demands …

Forecasting natural gas consumption in Turkey using grey prediction

FE Boran - Energy Sources, Part B: Economics, Planning, and …, 2015 - Taylor & Francis
Natural gas, used for heating and electricity generation, has become one of the important
energy sources in the world since it provides low level emission of greenhouse gases and …

[HTML][HTML] Energy consumption in buildings: A compilation of current studies

FJ Zarco-Soto, IM Zarco-Soto, SSS Ali… - Energy Reports, 2025 - Elsevier
Although the area occupied by cities is very small, they consume between 60% and 80% of
the energy. Specifically, in buildings it reaches 36%. For this reason, any measure that …

Impact of the surrounding built environment on energy consumption in mixed-use building

YE Woo, GH Cho - Sustainability, 2018 - mdpi.com
While a mixture of residential and non-residential uses in urban development has
advantages in reducing transportation energy consumption and improving efficiency of land …

Government performance evaluation in the context of carbon neutrality: Energy-saving of new residential building projects

J Jia, Z Huang, J Deng, F Hu, L Li - Sustainability, 2022 - mdpi.com
The government's supervision of new residential building projects'(NRBPs) energy-saving
can promote carbon neutrality policies within its jurisdiction. A scientific and systematic …

A general neural and fuzzy-neural algorithm for natural gas flow prediction in city gate stations

A Aramesh, N Montazerin, A Ahmadi - Energy and Buildings, 2014 - Elsevier
This paper presents an approach to predict the transmission of natural gas (NG) in city gate
stations (CGSs) by neural and fuzzy neural networks. The proposed approach constructs a …

Forecasting natural gas consumption with hybrid neural networks—Artificial bee colony

M Akpinar, MF Adak, N Yumusak - 2016 2nd International …, 2016 - ieeexplore.ieee.org
Natural gas distribution companies have different consumer types including manufacturing
industry, organized industrial zones, food and beverage industry, household and other low …