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 …

Modeling of energy consumption based on economic and demographic factors: The case of Turkey with projections

G Aydin - Renewable and Sustainable Energy Reviews, 2014 - Elsevier
Modeling and forecasting of the primary energy consumption (PEC) play a vital role for
policy makers and related organizations in developing countries such as Turkey. In this …

A novel hybrid approach based on particle swarm optimization and ant colony algorithm to forecast energy demand of Turkey

MS Kıran, E Özceylan, M Gündüz, T Paksoy - Energy conversion and …, 2012 - Elsevier
This paper proposes a new hybrid method (HAP) for estimating energy demand of Turkey
using Particle Swarm Optimization (PSO) and Ant Colony Optimization (ACO). Proposed …

Modeling and prediction of Turkey's electricity consumption using artificial neural networks

K Kavaklioglu, H Ceylan, HK Ozturk… - Energy Conversion and …, 2009 - Elsevier
Artificial Neural Networks are proposed to model and predict electricity consumption of
Turkey. Multi layer perceptron with backpropagation training algorithm is used as the neural …

Ant colony optimization approach to estimate energy demand of Turkey

MD Toksarı - Energy Policy, 2007 - Elsevier
This paper attempts to shed light on the determinants of energy demand in Turkey. Energy
demand model is first proposed using the ant colony optimization (ACO) approach. It is multi …

Archimedes optimization algorithm based approaches for solving energy demand estimation problem: a case study of Turkey

M Aslan - Neural Computing and Applications, 2023 - Springer
Energy consumption is getting rising gradually around the planet. Therefore, the importance
of energy management has increased for all nations worldwide, and long-term energy …

Transport energy modeling with meta-heuristic harmony search algorithm, an application to Turkey

H Ceylan, H Ceylan, S Haldenbilen, O Baskan - Energy policy, 2008 - Elsevier
This study proposes a new method for estimating transport energy demand using a harmony
search (HS) approach. HArmony Search Transport Energy Demand Estimation (HASTEDE) …

Swarm intelligence approaches to estimate electricity energy demand in Turkey

MS Kıran, E Özceylan, M Gündüz, T Paksoy - Knowledge-Based Systems, 2012 - Elsevier
This paper proposes two new models based on artificial bee colony (ABC) and particle
swarm optimization (PSO) techniques to estimate electricity energy demand in Turkey. ABC …

A PSO–GA optimal model to estimate primary energy demand of China

S Yu, YM Wei, K Wang - Energy Policy, 2012 - Elsevier
To improve estimation efficiency for future projections, the present study has proposed a
hybrid algorithm, Particle Swarm Optimization and Genetic Algorithm optimal Energy …

[HTML][HTML] Realization of Turkey's energy demand forecast with the improved arithmetic optimization algorithm

M Aslan, M Beşkirli - Energy Reports, 2022 - Elsevier
Due to the increasing energy consumption, energy has become a constant problem in the
world. Rapidly increasing population, urbanization and economic activities increase the …