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Liquified Petroleum Gas-Fuelled Vehicle CO 2 Emission Modelling Based on Portable Emission Measurement System, On-Board Diagnostics Data, and Gradient-Boosting Machine Learning

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  • Maksymilian Mądziel

    (Faculty of Mechanical Engineering and Aeronautics, Rzeszow University of Technology, 35-959 Rzeszow, Poland)

Abstract

One method to reduce CO 2 emissions from vehicle exhaust is the use of liquified petroleum gas (LPG) fuel. The global use of this fuel is high in European countries such as Poland, Romania, and Italy. There are a small number of computational models for the purpose of estimating the emissions of LPG vehicles. This work is one of the first to present a methodology for developing microscale CO 2 emission models for LPG vehicles. The developed model is based on data from road tests using the portable emission measurement system (PEMS) and on-board diagnostic (OBDII) interface. This model was created from a previous exploratory data analysis while using gradient-boosting machine learning methods. Vehicle velocity and engine RPM were chosen as the explanatory variables for CO 2 prediction. The validation of the model indicates its good precision, while its use is possible for the analysis of continuous CO 2 emissions and the creation of emission maps for environmental analyses in urban areas. The validation coefficients for the selected gradient-boosting method of modelling CO 2 emissions for an LPG vehicle are the R 2 test of 0.61 and the MSE test of 0.77.

Suggested Citation

  • Maksymilian Mądziel, 2023. "Liquified Petroleum Gas-Fuelled Vehicle CO 2 Emission Modelling Based on Portable Emission Measurement System, On-Board Diagnostics Data, and Gradient-Boosting Machine Learning," Energies, MDPI, vol. 16(6), pages 1-15, March.
    • Handle: RePEc:gam:jeners:v:16:y:2023:i:6:p:2754-:d:1098513
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    1. Zhaoxuan Li & SM Mahbobur Rahman & Rolando Vega & Bing Dong, 2016. "A Hierarchical Approach Using Machine Learning Methods in Solar Photovoltaic Energy Production Forecasting," Energies, MDPI, vol. 9(1), pages 1-12, January.
    2. Tom Brown & Mirko Schäfer & Martin Greiner, 2019. "Sectoral Interactions as Carbon Dioxide Emissions Approach Zero in a Highly-Renewable European Energy System," Energies, MDPI, vol. 12(6), pages 1-16, March.
    3. Olimpia Neagu & Mircea Constantin Teodoru, 2019. "The Relationship between Economic Complexity, Energy Consumption Structure and Greenhouse Gas Emission: Heterogeneous Panel Evidence from the EU Countries," Sustainability, MDPI, vol. 11(2), pages 1-29, January.
    4. Jacqueline Hollada & Kendra N. Williams & Catherine H. Miele & David Danz & Steven A. Harvey & William Checkley, 2017. "Perceptions of Improved Biomass and Liquefied Petroleum Gas Stoves in Puno, Peru: Implications for Promoting Sustained and Exclusive Adoption of Clean Cooking Technologies," IJERPH, MDPI, vol. 14(2), pages 1-14, February.
    5. Rui Jiang & Peng Wu & Chengke Wu, 2022. "Driving Factors behind Energy-Related Carbon Emissions in the U.S. Road Transport Sector: A Decomposition Analysis," IJERPH, MDPI, vol. 19(4), pages 1-17, February.
    6. H. Christopher Frey & Xiaohui Zheng & Jiangchuan Hu, 2020. "Variability in Measured Real-World Operational Energy Use and Emission Rates of a Plug-In Hybrid Electric Vehicle," Energies, MDPI, vol. 13(5), pages 1-23, March.
    7. Mohammed Obaid & Arpad Torok & Jairo Ortega, 2021. "A Comprehensive Emissions Model Combining Autonomous Vehicles with Park and Ride and Electric Vehicle Transportation Policies," Sustainability, MDPI, vol. 13(9), pages 1-15, April.
    8. Tobias Haas & Hendrik Sander, 2020. "Decarbonizing Transport in the European Union: Emission Performance Standards and the Perspectives for a European Green Deal," Sustainability, MDPI, vol. 12(20), pages 1-15, October.
    9. Branislav Šarkan & Marek Jaśkiewicz & Przemysław Kubiak & Dariusz Tarnapowicz & Michal Loman, 2022. "Exhaust Emissions Measurement of a Vehicle with Retrofitted LPG System," Energies, MDPI, vol. 15(3), pages 1-22, February.
    10. Han, Dandan & E, Jiaqiang & Deng, Yuanwang & Chen, Jingwei & Leng, Erwei & Liao, Gaoliang & Zhao, Xiaohuan & Feng, Changling & Zhang, Feng, 2021. "A review of studies using hydrocarbon adsorption material for reducing hydrocarbon emissions from cold start of gasoline engine," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    11. Kazimierz Lejda & Artur Jaworski & Maksymilian Mądziel & Krzysztof Balawender & Adam Ustrzycki & Danylo Savostin-Kosiak, 2021. "Assessment of Petrol and Natural Gas Vehicle Carbon Oxides Emissions in the Laboratory and On-Road Tests," Energies, MDPI, vol. 14(6), pages 1-19, March.
    12. Jarosław Ziółkowski & Mateusz Oszczypała & Jerzy Małachowski & Joanna Szkutnik-Rogoż, 2021. "Use of Artificial Neural Networks to Predict Fuel Consumption on the Basis of Technical Parameters of Vehicles," Energies, MDPI, vol. 14(9), pages 1-23, May.
    13. Heena Panchasara & Nahidul Hoque Samrat & Nahina Islam, 2021. "Greenhouse Gas Emissions Trends and Mitigation Measures in Australian Agriculture Sector—A Review," Agriculture, MDPI, vol. 11(2), pages 1-16, January.
    14. Łukasz Warguła & Mateusz Kukla & Piotr Lijewski & Michał Dobrzyński & Filip Markiewicz, 2020. "Influence of the Use of Liquefied Petroleum Gas (LPG) Systems in Woodchippers Powered by Small Engines on Exhaust Emissions and Operating Costs," Energies, MDPI, vol. 13(21), pages 1-17, November.
    15. Han Hao & Zhexuan Mu & Shuhua Jiang & Zongwei Liu & Fuquan Zhao, 2017. "GHG Emissions from the Production of Lithium-Ion Batteries for Electric Vehicles in China," Sustainability, MDPI, vol. 9(4), pages 1-12, April.
    16. Antti Lajunen & Klaus Kivekäs & Jari Vepsäläinen & Kari Tammi, 2020. "Influence of Increasing Electrification of Passenger Vehicle Fleet on Carbon Dioxide Emissions in Finland," Sustainability, MDPI, vol. 12(12), pages 1-13, June.
    17. Raffaele Cioffi & Marta Travaglioni & Giuseppina Piscitelli & Antonella Petrillo & Fabio De Felice, 2020. "Artificial Intelligence and Machine Learning Applications in Smart Production: Progress, Trends, and Directions," Sustainability, MDPI, vol. 12(2), pages 1-26, January.
    18. Muhammad Ali & Muhammad Daud Kamal & Ali Tahir & Salman Atif, 2021. "Fuel Consumption Monitoring through COPERT Model—A Case Study for Urban Sustainability," Sustainability, MDPI, vol. 13(21), pages 1-12, October.
    19. Pradyot Ranjan Jena & Shunsuke Managi & Babita Majhi, 2021. "Forecasting the CO 2 Emissions at the Global Level: A Multilayer Artificial Neural Network Modelling," Energies, MDPI, vol. 14(19), pages 1-23, October.
    20. Walter Leal Filho & Ismaila Rimi Abubakar & Richard Kotter & Thomas Skou Grindsted & Abdul-Lateef Balogun & Amanda Lange Salvia & Yusuf A. Aina & Franziska Wolf, 2021. "Framing Electric Mobility for Urban Sustainability in a Circular Economy Context: An Overview of the Literature," Sustainability, MDPI, vol. 13(14), pages 1-23, July.
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