IDEAS home Printed from https://ideas.repec.org/a/aes/amfeco/v28y2026i71p288.html

Forecasting Transport Emissions through Machine Learning Approaches: Insights for Sustainable Logistics

Author

Listed:
  • Ozan Ozdemir

    (Suleyman Demirel University, Isparta, Turkey)

  • Sefika Ozdemir

    (Suleyman Demirel University, Isparta, Turkey)

Abstract

No abstract is available for this item.

Suggested Citation

  • Ozan Ozdemir & Sefika Ozdemir, 2026. "Forecasting Transport Emissions through Machine Learning Approaches: Insights for Sustainable Logistics," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 28(71), pages 288-288, February.
  • Handle: RePEc:aes:amfeco:v:28:y:2026:i:71:p:288
    as

    Download full text from publisher

    File URL: http://www.amfiteatrueconomic.ro/temp/Article_3513.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Hung-Ta Wen & Jau-Huai Lu & Deng-Siang Jhang, 2021. "Features Importance Analysis of Diesel Vehicles’ NO x and CO 2 Emission Predictions in Real Road Driving Based on Gradient Boosting Regression Model," IJERPH, MDPI, vol. 18(24), pages 1-28, December.
    2. Jiajian Zheng & Duan Xin & Qishuo Cheng & Miao Tian & Le Yang, 2024. "The Random Forest Model for Analyzing and Forecasting the US Stock Market in the Context of Smart Finance," Papers 2402.17194, arXiv.org.
    3. Xiaodong Li & Ai Ren & Qi Li, 2022. "Exploring Patterns of Transportation-Related CO 2 Emissions Using Machine Learning Methods," Sustainability, MDPI, vol. 14(8), pages 1-21, April.
    4. Mohammad Ali Sahraei & Keren Li & Qingyao Qiao, 2025. "A Multi-Stage Feature Selection and Explainable Machine Learning Framework for Forecasting Transportation CO 2 Emissions," Energies, MDPI, vol. 18(15), pages 1-26, August.
    5. Tao Lian & Changhao Li, 2024. "Linking Environmental Sustainability and Financial Resilience through the Environmental Footprints and Their Determinants: A Panel Data Approach for G7 Countries," Sustainability, MDPI, vol. 16(17), pages 1-17, September.
    6. Werner Antweiler & Brian R. Copeland & M. Scott Taylor, 2001. "Is Free Trade Good for the Environment?," American Economic Review, American Economic Association, vol. 91(4), pages 877-908, September.
    7. Yiyi Su & Di Fan, 2023. "Smart cities and sustainable development," Regional Studies, Taylor & Francis Journals, vol. 57(4), pages 722-738, April.
    8. Perry Sadorsky, 2021. "A Random Forests Approach to Predicting Clean Energy Stock Prices," JRFM, MDPI, vol. 14(2), pages 1-20, January.
    9. Fangying Liu & Chi Wei Su & Meng Qin & Muhammad Umar, 2023. "Is renewable energy a path towards sustainable development?," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(5), pages 3869-3880, October.
    10. Zhao, Liang & He, Zhenggang, 2025. "Using machine learning to analyze the factors influencing city-level transportation carbon emissions," Energy, Elsevier, vol. 333(C).
    11. Soo-Jin Kim & Seung-Jong Bae & Min-Won Jang, 2022. "Linear Regression Machine Learning Algorithms for Estimating Reference Evapotranspiration Using Limited Climate Data," Sustainability, MDPI, vol. 14(18), pages 1-20, September.
    12. Lin, Jinyao & Lu, Siyan & He, Xiaoyu & Wang, Fang, 2021. "Analyzing the impact of three-dimensional building structure on CO2 emissions based on random forest regression," Energy, Elsevier, vol. 236(C).
    13. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    14. Rodríguez Torres & Tovar Cardozo & Clavijo-Gallego, 2023. "Sustainable development and Health Sciences," Health Leadership and Quality of Life, AG Editor, vol. 2, pages 216-216.
    15. Grossman, G.M & Krueger, A.B., 1991. "Environmental Impacts of a North American Free Trade Agreement," Papers 158, Princeton, Woodrow Wilson School - Public and International Affairs.
    16. Milita Vienažindienė & Vilma Tamulienė & Jurgita Zaleckienė, 2021. "Green Logistics Practices Seeking Development of Sustainability: Evidence from Lithuanian Transportation and Logistics Companies," Energies, MDPI, vol. 14(22), pages 1-18, November.
    17. Supriyo Roy & R. P. Mohanty, 2024. "Green logistics operations and its impact on supply chain sustainability: An empirical study," Business Strategy and the Environment, Wiley Blackwell, vol. 33(2), pages 1447-1476, February.
    18. Michael Keith & Eugenie Birch & Nicolas J. A. Buchoud & Maruxa Cardama & William Cobbett & Michael Cohen & Thomas Elmqvist & Jessica Espey & Maarten Hajer & Gunnar Hartmann & Tadashi Matsumoto & Susan, 2023. "A new urban narrative for sustainable development," Nature Sustainability, Nature, vol. 6(2), pages 115-117, February.
    19. ., 2023. "The role of waqf in sustainable economic development," Chapters, in: Islamic Social Finance, chapter 2, pages 14-34, Edward Elgar Publishing.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Acheampong, Alex O., 2019. "Modelling for insight: Does financial development improve environmental quality?," Energy Economics, Elsevier, vol. 83(C), pages 156-179.
    2. Shahbaz, Muhammad & Nasreen, Samia & Ahmed, Khalid & Hammoudeh, Shawkat, 2017. "Trade openness–carbon emissions nexus: The importance of turning points of trade openness for country panels," Energy Economics, Elsevier, vol. 61(C), pages 221-232.
    3. Peng, Weizhuojia & Liu, Weibai & Li, Yijia, 2025. "The Impact of Financial Development on Pollution Reduction Evidence from Provinces in China," Technological Forecasting and Social Change, Elsevier, vol. 212(C).
    4. Řepová Miroslava & Lendel Viliam & Lendelová Lucie, 2025. "Sustainability in the European Automotive Sector: Approaches and Challenges," LOGI – Scientific Journal on Transport and Logistics, Sciendo, vol. 16(1), pages 201-212.
    5. Muhammad, Shahbaz & Tiwari, Aviral & Muhammad, Nasir, 2011. "The effects of financial development, economic growth, coal consumption and trade openness on environment performance in South Africa," MPRA Paper 32723, University Library of Munich, Germany, revised 10 Aug 2011.
    6. López, Ramón & Palacios, Amparo, 2011. "Why Europe has become environmentally cleaner: Decomposing the roles of fiscal, trade and environmental policies," CEPR Discussion Papers 8551, Centre for Economic Policy Research.
    7. Brock,W.A. & Taylor,M.S., 2003. "Economic growth and the environment : matching the stylized facts," Working papers 16, Wisconsin Madison - Social Systems.
    8. Guglielmo Maria Caporale & Gloria Claudio-Quiroga & Luis A. Gil-Alana, 2019. "CO2 Emissions and GDP: Evidence from China," CESifo Working Paper Series 7881, CESifo.
    9. Dellachiesa, Alejandro E. & Myint, Aung P., 2016. "Trade openness and the changing water polluting intensity patterns of ‘dirty’ and ‘clean’ industrial sectors," Ecological Economics, Elsevier, vol. 129(C), pages 143-151.
    10. Malin Niemi & Nicklas Nordfors & Anna Tompsett, 2025. "Trade and pollution: Evidence from India," Papers 2502.09289, arXiv.org, revised Jan 2026.
    11. Aiman Sana & Farzana Naheed Khan & Umaima Arif, 2021. "ICT diffusion and climate change: The role of economic growth, financial development and trade openness," Netnomics, Springer, vol. 22(2), pages 179-194, December.
    12. Balsalobre-Lorente, Daniel & Shahbaz, Muhammad & Roubaud, David & Farhani, Sahbi, 2018. "How economic growth, renewable electricity and natural resources contribute to CO2 emissions?," Energy Policy, Elsevier, vol. 113(C), pages 356-367.
    13. Aller, Carlos & Ductor, Lorenzo & Herrerias, M.J., 2015. "The world trade network and the environment," Energy Economics, Elsevier, vol. 52(PA), pages 55-68.
    14. Shahbaz, Muhammad & Sinha, Avik & Kontoleon, Andreas, 2020. "Decomposing Scale and Technique Effects of Economic Growth on Energy Consumption: Fresh Evidence in Developing Economies," MPRA Paper 102111, University Library of Munich, Germany, revised 27 Jul 2020.
    15. Zheng Fang & Bihong Huang & Zhuoxiang Yang, 2020. "Trade openness and the environmental Kuznets curve: Evidence from Chinese cities," The World Economy, Wiley Blackwell, vol. 43(10), pages 2622-2649, October.
    16. Weidong Huo & Xiaoxian Chen & Yacheng Zhou, 2024. "Export of Environment Goods from China, Importing Countries’ Energy Mix, and Carbon Emission Intensity," Sustainability, MDPI, vol. 16(2), pages 1-18, January.
    17. Louis Dupuy, 2012. "International Trade and Sustainability : A survey," Working Papers hal-00701426, HAL.
    18. Le Hoang Phong & Dang Thi Bach Van & Ho Hoang Gia Bao, 2018. "The Role of Globalization on CO2 Emission in Vietnam Incorporating Industrialization, Urbanization, GDP per Capita and Energy Use," International Journal of Energy Economics and Policy, Econjournals, vol. 8(6), pages 275-283.
    19. Stern, David I., 2014. "The Environmental Kuznets Curve: A Primer," Working Papers 249424, Australian National University, Centre for Climate Economics & Policy.
    20. Lu, Zhou & Mahalik, Mantu Kumar & Mahalik, Hrushikesh & Zhao, Rui, 2022. "The moderating effects of democracy and technology adoption on the relationship between trade liberalisation and carbon emissions," Technological Forecasting and Social Change, Elsevier, vol. 180(C).

    More about this item

    JEL classification:

    • R40 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Transportation Economics - - - General
    • C82 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Macroeconomic Data; Data Access
    • L91 - Industrial Organization - - Industry Studies: Transportation and Utilities - - - Transportation: General
    • Q56 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environment and Development; Environment and Trade; Sustainability; Environmental Accounts and Accounting; Environmental Equity; Population Growth

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:aes:amfeco:v:28:y:2026:i:71:p:288. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Valentin Dumitru (email available below). General contact details of provider: https://edirc.repec.org/data/aseeero.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.