IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v16y2024i5p2219-d1352495.html
   My bibliography  Save this article

Review of Sources of Uncertainty and Techniques Used in Uncertainty Quantification and Sensitivity Analysis to Estimate Greenhouse Gas Emissions from Ruminants

Author

Listed:
  • Erica Hargety Kimei

    (Nelson Mandela African Institution of Science and Technology, Arusha P.O. Box 447, Tanzania)

  • Devotha G. Nyambo

    (Nelson Mandela African Institution of Science and Technology, Arusha P.O. Box 447, Tanzania)

  • Neema Mduma

    (Nelson Mandela African Institution of Science and Technology, Arusha P.O. Box 447, Tanzania)

  • Shubi Kaijage

    (Nelson Mandela African Institution of Science and Technology, Arusha P.O. Box 447, Tanzania)

Abstract

Uncertainty quantification and sensitivity analysis are essential for improving the modeling and estimation of greenhouse gas emissions in livestock farming to evaluate and reduce the impact of uncertainty in input parameters to model output. The present study is a comprehensive review of the sources of uncertainty and techniques used in uncertainty analysis, quantification, and sensitivity analysis. The search process involved rigorous selection criteria and articles retrieved from the Science Direct, Google Scholar, and Scopus databases and exported to RAYYAN for further screening. This review found that identifying the sources of uncertainty, implementing quantifying uncertainty, and analyzing sensitivity are of utmost importance in accurately estimating greenhouse gas emissions. This study proposes the development of an EcoPrecision framework for enhanced precision livestock farming, and estimation of emissions, to address the uncertainties in greenhouse gas emissions and climate change mitigation.

Suggested Citation

  • Erica Hargety Kimei & Devotha G. Nyambo & Neema Mduma & Shubi Kaijage, 2024. "Review of Sources of Uncertainty and Techniques Used in Uncertainty Quantification and Sensitivity Analysis to Estimate Greenhouse Gas Emissions from Ruminants," Sustainability, MDPI, vol. 16(5), pages 1-15, March.
    • Handle: RePEc:gam:jsusta:v:16:y:2024:i:5:p:2219-:d:1352495
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/16/5/2219/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/16/5/2219/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Kun Mo Lee & Min Hyeok Lee & Jong Seok Lee & Joo Young Lee, 2020. "Uncertainty Analysis of Greenhouse Gas (GHG) Emissions Simulated by the Parametric Monte Carlo Simulation and Nonparametric Bootstrap Method," Energies, MDPI, vol. 13(18), pages 1-15, September.
    2. Sabrina Hempel & Diliara Willink & David Janke & Christian Ammon & Barbara Amon & Thomas Amon, 2020. "Methane Emission Characteristics of Naturally Ventilated Cattle Buildings," Sustainability, MDPI, vol. 12(10), pages 1-17, May.
    3. Bożena Króliczewska & Ewa Pecka-Kiełb & Jolanta Bujok, 2023. "Strategies Used to Reduce Methane Emissions from Ruminants: Controversies and Issues," Agriculture, MDPI, vol. 13(3), pages 1-26, March.
    4. Mathieu Fortin, 2021. "Comparison of uncertainty quantification techniques for national greenhouse gas inventories," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 26(2), pages 1-20, February.
    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. Dobroslava Bujňáková & Katarína Kucková & Zora Váradyová & Iveta Plachá & Viola Strompfová & Jan Bohm & Lenka Micenková & Klaudia Čobanová, 2023. "Effects of Dietary Zinc and/or an Herbal Mixture on Intestinal Microbiota and Barrier Integrity in Lambs," Agriculture, MDPI, vol. 13(9), pages 1-13, September.
    2. Michel Noussan & Matteo Jarre, 2021. "Assessing Commuting Energy and Emissions Savings through Remote Working and Carpooling: Lessons from an Italian Region," Energies, MDPI, vol. 14(21), pages 1-19, November.
    3. Georgiana Moiceanu & Mirela Nicoleta Dinca, 2021. "Climate Change-Greenhouse Gas Emissions Analysis and Forecast in Romania," Sustainability, MDPI, vol. 13(21), pages 1-21, November.
    4. Jian Zhang & Jingyang Liu & Li Dong & Qi Qiao, 2022. "CO 2 Emissions Inventory and Its Uncertainty Analysis of China’s Industrial Parks: A Case Study of the Maanshan Economic and Technological Development Area," IJERPH, MDPI, vol. 19(18), pages 1-14, September.
    5. Kun Mo LEE & Min Hyeok LEE, 2021. "Uncertainty of the Electricity Emission Factor Incorporating the Uncertainty of the Fuel Emission Factors," Energies, MDPI, vol. 14(18), pages 1-14, September.
    6. Federico Infascelli & Nadia Musco & Daria Lotito & Eleonora Pacifico & Sara Matuozzo & Fabio Zicarelli & Piera Iommelli & Raffaella Tudisco & Pietro Lombardi, 2023. "The “Noble Method ® ”: A One Health Approach for a Sustainable Improvement in Dairy Farming," Sustainability, MDPI, vol. 15(21), pages 1-16, October.
    7. Barbara Wróbel & Waldemar Zielewicz & Mariola Staniak, 2023. "Challenges of Pasture Feeding Systems—Opportunities and Constraints," Agriculture, MDPI, vol. 13(5), pages 1-31, April.
    8. Kelechi A. Ike & Oludotun O. Adelusi & Joel O. Alabi & Lydia K. Olagunju & Michael Wuaku & Chika C. Anotaenwere & Deborah O. Okedoyin & DeAndrea Gray & Peter A. Dele & Kiran Subedi & Ahmed E. Kholif &, 2024. "Effects of Different Essential Oil Blends and Fumaric Acid on In Vitro Fermentation, Greenhouse Gases, Nutrient Degradability, and Total and Molar Proportions of Volatile Fatty Acid Production in a To," Agriculture, MDPI, vol. 14(6), pages 1-12, May.
    9. Francesco Riccioli & Mario Cozzi, 2021. "Modelling the Economic, Social and Environmental Components of Natural Resources for Sustainable Management," Sustainability, MDPI, vol. 13(16), pages 1-3, August.

    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:gam:jsusta:v:16:y:2024:i:5:p:2219-:d:1352495. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.