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Prediksi Faktor Penyebab Emisi CO2 pada Kendaraan Menggunakan Gradient Boosting Regression

Year: 2024

Type: article

Abstract: In 2023, Indonesia will be reported worldwide that one of the cities in Indonesia, namely Jakarta, will be ranked second with the worst air quality in the world. This is the basis for research on air quality in Indonesia. Air quality is caused by the large amount of CO2 emissions in the environment around us. CO2 emissions are caused by motorized vehicles, forest fires, factory smoke, etc. The largest CO2 emissions are motorized vehicles. The results of data processing on the cause of CO2 emissions in vehicles are caused by engine size with an accuracy value of Gradientboosting Regression of 99.43%, Linear Regression of 98.91%, and Adaboost Regression of 94.90%. So it can be concluded that the Gradientboosting Regression algorithm has the highest accuracy value compared to other algorithms with a value of 99.43%.

Source: Jurnal Fokus Elektroda Energi Listrik Telekomunikasi Komputer Elektronika dan Kendali)

DOI: 10.33772/jfe.v9i4.184

Authors: Agus Setiyono, Aditya Dharmawan, Zami Furqon

Institution: Politeknik Energi dan Mineral Akamigas

Language: English

Topic: Vehicle emissions and performance

Subfield: Automotive Engineering

Field: Engineering

Domain: Physical Sciences

SDGs: Climate action, Sustainable cities and communities, Industry, innovation and infrastructure

Open Access status: diamond

OpenAlex ID: W4409822219

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