Carbon dioxide CO2 Nitrous oxide N2O and Methane CH4 which cause global warming are greenhouse gases generated by various sectors. Greenhouse gas emissions generated by various sectors of the countries, including Turkey are followed and recorded in accordance with The United Nations Framework Convention on Climate Change (UNFCCC) rules. The greenhouse gas emissions generated by countries may change over time depending on many factors. Therefore, it is important for countries to estimate this value. The data used in this study and obtained from the European Environment Agency include greenhouse gas emissions between the years 1990-2014, belonging to Turkey's production, energy industry, residential and transport sectors. The data set was trained with Multi Layer Perceptrons (MLP), a machine learning technique. When the models established for three different greenhouse gases were examined, the highest values obtained were 0.86, 0.93, 0.91 and 0.95 for the production, energy industry, residential and transportation sectors, respectively. In addition, the emission values of three different greenhouse gases, which are foreseen to be released to nature in 2020, were estimated and the results were compared with the average of the data of the last 14 years. Accordingly, production, energy industry and transportation sectors have increased by up to 64%, while it is estimated that there will be an average decrease of 15% in some gases in the residential sector.
Publication Date : June 30, 2020
|APA||Oral, O , Uğuz, S . (2020). Türkiye’deki Farklı Sektörlere Ait Sera Gazı Emisyon Değerlerinin Çok Katmanlı Algılayıcılar ile Tahmin Edilmesi . International Journal of Engineering Research and Development , 12 (2) , 464-478 . DOI: 10.29137/umagd.646038|