Forecasting of Electricity Generation Shares by Fossil Fuels Using Artificial Neural Network and Regression Analysis in Turkey
Journal Title: International Scientific and Vocational Studies Journal - Year 2018, Vol 2, Issue 2
Abstract
This study is conducted to get predictions for the generation of electricity by annual production shares and decide the most suitable method for future periods. Between 2010-2017 in Turkey, the relation of generation shares of coal, natural gas, liquid fuels with the greenhouse gas is examined with the artificial neural network and the regression analysis. The input “greenhouse gas” to explain the effect in the using the energy sources for the electricity generation is searched. Artificial neural network (ANN) and regression analysis methods are used in the study. As a result, ANN gives better results than the regression analysis.
Authors and Affiliations
Elifcan Göçmen, Onur Derse
Keywords
Related Articles
- EP ID EP35728
- DOI -
- Views 324
- Downloads 0
The Status Of Automation System At The International Islamic University Chittagong (IIUC) Library, Bangladesh: A Study
This study evaluated the performance of the central library at International Islamic University Chittagong in Bangladesh and tried to measure the operational process of “Koha open source integrated library system (ILS)”...
Improved Compound Multiphase Waveforms with Additional Amplitude Modulation (periodic mode) for Marine Radars
This paper has presented the basis of a compound multiphase waveform design with additional amplitude modulation, capable of controlling a waveform pick-factor, suitable for use with marine radar. The waveform shows goo...
Short-Term Load Forecasting Model Using Flower Pollination Algorithm
Electricity is natural but not a storable resource and has a vital role in modern life. Balancing between consumption and production of the electricity is highly important for power plants and production facilities. Res...
Solar Cell Usage in a House in Erdemli District of Mersin for Meeting Electricity Demand and Cost Analysis
Energy is the one of the basic needs in order to survive since human existence. The vast majority of this energy is derived from fosil fuels. The increase in energy demand, the limited resources, and harmful effect of di...
A Comparison of Five Methods for Missing Value Imputation in Data Sets
The missing values in the data sets do not allow for accurate analysis. Therefore, the correct imputation of missing values has become the focus of attention of researchers in recent years. This paper focuses on a compar...