IDEAS home Printed from https://ideas.repec.org/a/eee/recore/v119y2017icp12-23.html
   My bibliography  Save this article

Design of experiments for global sensitivity analysis in life cycle assessment: The case of biodiesel in Vietnam

Author

Listed:
  • Khang, Dinh S.
  • Tan, Raymond R.
  • Uy, O. Manuel
  • Promentilla, Michael Angelo B.
  • Tuan, Phan D.
  • Abe, Naoya
  • Razon, Luis F.

Abstract

Biodiesel has been widely proposed as an alternative to fossil fuels and its environmental impacts have been commonly assessed using life cycle assessment (LCA). However, the results of LCA can be affected by parameter uncertainties. The rigorous treatment of such uncertainties is thus essential to improve decision-making based on the LCA. In this work, the Latin hypercube design of experiments (DOE) approach is proposed for global sensitivity analysis in LCA. In this novel approach, the LCA input parameters are used as the factors for the experimental design. The LCA of biodiesel from different feedstocks, namely, jatropha, waste cooking oil (WCO), and fish oil (FO), under the current conditions in Vietnam was chosen as a test case. The LCA focuses on the global warming potential (GWP), photochemical ozone formation potential (POFP), acidification potential (AP), and eutrophication potential (EP) of the biodiesel system. These impact categories were then combined into an overall environmental impact (OEI) score using the analytic hierarchy process (AHP). The effect of changes in the LCA model parameters on the OEI was then observed through computational experiments using a Latin hypercube design. From the computational experiments, the input parameters significantly affecting the results of LCA were identified, and a proxy polynomial regression model was derived to enable global sensitivity analysis to be performed. The results show that agricultural yield, oil content of jatropha seed, transesterification yield, total transportation, and biodiesel blending fraction are the factors that have significant effects on the OEI of jatropha biodiesel; biodiesel blend fraction and total transportation are significant in the case of WCO diesel, while the only significant effect factor in FO biodiesel case is biodiesel blend fraction. Biodiesel blend fraction is the most significant parameter for all feedstocks.

Suggested Citation

  • Khang, Dinh S. & Tan, Raymond R. & Uy, O. Manuel & Promentilla, Michael Angelo B. & Tuan, Phan D. & Abe, Naoya & Razon, Luis F., 2017. "Design of experiments for global sensitivity analysis in life cycle assessment: The case of biodiesel in Vietnam," Resources, Conservation & Recycling, Elsevier, vol. 119(C), pages 12-23.
    • Handle: RePEc:eee:recore:v:119:y:2017:i:c:p:12-23
    DOI: 10.1016/j.resconrec.2016.08.016
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0921344916302087
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.resconrec.2016.08.016?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Ortner, Maria E. & Müller, Wolfgang & Schneider, Irene & Bockreis, Anke, 2016. "Environmental assessment of three different utilization paths of waste cooking oil from households," Resources, Conservation & Recycling, Elsevier, vol. 106(C), pages 59-67.
    2. Fazeni, Karin & Lindorfer, Johannes & Prammer, Heinz, 2014. "Methodological advancements in Life Cycle Process Design: A preliminary outlook," Resources, Conservation & Recycling, Elsevier, vol. 92(C), pages 66-77.
    3. Yoram Wind & Thomas L. Saaty, 1980. "Marketing Applications of the Analytic Hierarchy Process," Management Science, INFORMS, vol. 26(7), pages 641-658, July.
    4. Hou, Jian & Zhang, Peidong & Yuan, Xianzheng & Zheng, Yonghong, 2011. "Life cycle assessment of biodiesel from soybean, jatropha and microalgae in China conditions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(9), pages 5081-5091.
    5. Shannon M. Lloyd & Robert Ries, 2007. "Characterizing, Propagating, and Analyzing Uncertainty in Life‐Cycle Assessment: A Survey of Quantitative Approaches," Journal of Industrial Ecology, Yale University, vol. 11(1), pages 161-179, January.
    6. Caldeira, Carla & Queirós, João & Noshadravan, Arash & Freire, Fausto, 2016. "Incorporating uncertainty in the life cycle assessment of biodiesel from waste cooking oil addressing different collection systems," Resources, Conservation & Recycling, Elsevier, vol. 112(C), pages 83-92.
    7. Ho, Sze-Hwee & Wong, Yiik-Diew & Chang, Victor Wei-Chung, 2014. "Evaluating the potential of biodiesel (via recycled cooking oil) use in Singapore, an urban city," Resources, Conservation & Recycling, Elsevier, vol. 91(C), pages 117-124.
    8. Mani, Venkatesh & Gunasekaran, Angappa & Papadopoulos, Thanos & Hazen, Benjamin & Dubey, Rameshwar, 2016. "Supply chain social sustainability for developing nations: Evidence from India," Resources, Conservation & Recycling, Elsevier, vol. 111(C), pages 42-52.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Samuele Lo Piano & Lorenzo Benini, 2022. "A critical perspective on uncertainty appraisal and sensitivity analysis in life cycle assessment," Journal of Industrial Ecology, Yale University, vol. 26(3), pages 763-781, June.
    2. Hosseinzadeh-Bandbafha, Homa & Nizami, Abdul-Sattar & Kalogirou, Soteris A. & Gupta, Vijai Kumar & Park, Young-Kwon & Fallahi, Alireza & Sulaiman, Alawi & Ranjbari, Meisam & Rahnama, Hassan & Aghbashl, 2022. "Environmental life cycle assessment of biodiesel production from waste cooking oil: A systematic review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 161(C).

    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. Hosseinzadeh-Bandbafha, Homa & Nizami, Abdul-Sattar & Kalogirou, Soteris A. & Gupta, Vijai Kumar & Park, Young-Kwon & Fallahi, Alireza & Sulaiman, Alawi & Ranjbari, Meisam & Rahnama, Hassan & Aghbashl, 2022. "Environmental life cycle assessment of biodiesel production from waste cooking oil: A systematic review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 161(C).
    2. Kumar, Aalok & Anbanandam, Ramesh, 2022. "Assessment of environmental and social sustainability performance of the freight transportation industry: An index-based approach," Transport Policy, Elsevier, vol. 124(C), pages 43-60.
    3. Zhang, Long & Bai, Wuliyasu, 2021. "Sustainability of crop–based biodiesel for transportation in China: Barrier analysis and life cycle ecological footprint calculations," Technological Forecasting and Social Change, Elsevier, vol. 164(C).
    4. Ling-Chin, J. & Heidrich, O. & Roskilly, A.P., 2016. "Life cycle assessment (LCA) – from analysing methodology development to introducing an LCA framework for marine photovoltaic (PV) systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 59(C), pages 352-378.
    5. Banai, Reza, 2010. "Evaluation of land use-transportation systems with the Analytic Network Process," The Journal of Transport and Land Use, Center for Transportation Studies, University of Minnesota, vol. 3(1), pages 85-112.
    6. Fatih Yiğit & Şakir Esnaf, 2021. "A new Fuzzy C-Means and AHP-based three-phased approach for multiple criteria ABC inventory classification," Journal of Intelligent Manufacturing, Springer, vol. 32(6), pages 1517-1528, August.
    7. Rachele Corticelli & Margherita Pazzini & Cecilia Mazzoli & Claudio Lantieri & Annarita Ferrante & Valeria Vignali, 2022. "Urban Regeneration and Soft Mobility: The Case Study of the Rimini Canal Port in Italy," Sustainability, MDPI, vol. 14(21), pages 1-27, November.
    8. Lin, Sheng-Hau & Zhao, Xiaofeng & Wu, Jiuxing & Liang, Fachao & Li, Jia-Hsuan & Lai, Ren-Ji & Hsieh, Jing-Chzi & Tzeng, Gwo-Hshiung, 2021. "An evaluation framework for developing green infrastructure by using a new hybrid multiple attribute decision-making model for promoting environmental sustainability," Socio-Economic Planning Sciences, Elsevier, vol. 75(C).
    9. Pishchulov, Grigory & Trautrims, Alexander & Chesney, Thomas & Gold, Stefan & Schwab, Leila, 2019. "The Voting Analytic Hierarchy Process revisited: A revised method with application to sustainable supplier selection," International Journal of Production Economics, Elsevier, vol. 211(C), pages 166-179.
    10. Seung-Jin Han & Won-Jae Lee & So-Hee Kim & Sang-Hoon Yoon & Hyunwoong Pyun, 2022. "Assessing Expected Long-term Benefits for the Olympic Games: Delphi-AHP Approach from Korean Olympic Experts," SAGE Open, , vol. 12(4), pages 21582440221, December.
    11. Denys Yemshanov & Frank H. Koch & Yakov Ben‐Haim & Marla Downing & Frank Sapio & Marty Siltanen, 2013. "A New Multicriteria Risk Mapping Approach Based on a Multiattribute Frontier Concept," Risk Analysis, John Wiley & Sons, vol. 33(9), pages 1694-1709, September.
    12. Mangla, Sachin Kumar & Srivastava, Praveen Ranjan & Eachempati, Prajwal & Tiwari, Aviral Kumar, 2024. "Exploring the impact of key performance factors on energy markets: From energy risk management perspectives," Energy Economics, Elsevier, vol. 131(C).
    13. Xunmin Ou & Xiaoyu Yan & Xu Zhang & Xiliang Zhang, 2013. "Life-Cycle Energy Use and Greenhouse Gas Emissions Analysis for Bio-Liquid Jet Fuel from Open Pond-Based Micro-Algae under China Conditions," Energies, MDPI, vol. 6(9), pages 1-27, September.
    14. Seyed Rakhshan & Ali Kamyad & Sohrab Effati, 2015. "Ranking decision-making units by using combination of analytical hierarchical process method and Tchebycheff model in data envelopment analysis," Annals of Operations Research, Springer, vol. 226(1), pages 505-525, March.
    15. V. Srinivasan & G. Shainesh & Anand K. Sharma, 2015. "An approach to prioritize customer-based, cost-effective service enhancements," The Service Industries Journal, Taylor & Francis Journals, vol. 35(14), pages 747-762, October.
    16. Mónica García-Melón & Blanca Pérez-Gladish & Tomás Gómez-Navarro & Paz Mendez-Rodriguez, 2016. "Assessing mutual funds’ corporate social responsibility: a multistakeholder-AHP based methodology," Annals of Operations Research, Springer, vol. 244(2), pages 475-503, September.
    17. Jitendar Kumar Khatri & Bhimaraya Metri, 2016. "SWOT-AHP Approach for Sustainable Manufacturing Strategy Selection: A Case of Indian SME," Global Business Review, International Management Institute, vol. 17(5), pages 1211-1226, October.
    18. Vlachokostas, Ch. & Michailidou, A.V. & Achillas, Ch., 2021. "Multi-Criteria Decision Analysis towards promoting Waste-to-Energy Management Strategies: A critical review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 138(C).
    19. Cui, Ye & E, Hanyu & Pedrycz, Witold & Fayek, Aminah Robinson, 2022. "A granular multicriteria group decision making for renewable energy planning problems," Renewable Energy, Elsevier, vol. 199(C), pages 1047-1059.
    20. Jha, Madan K. & Chowdary, V.M. & Kulkarni, Y. & Mal, B.C., 2014. "Rainwater harvesting planning using geospatial techniques and multicriteria decision analysis," Resources, Conservation & Recycling, Elsevier, vol. 83(C), pages 96-111.

    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:eee:recore:v:119:y:2017:i:c:p:12-23. 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: Kai Meng (email available below). General contact details of provider: https://www.journals.elsevier.com/resources-conservation-and-recycling .

    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.