Abstract
The transport sector is highly dependent on fossil fuels with significant environmental impacts. This motivates the environmental assessment of alternative fuel options, including biodiesel based on agricultural crops. The assessment of biofuel alternatives for transportation can be facilitated by the integration of Life-Cycle Assessment (LCA) and Multi-Criteria Decision Analysis (MCDA). In this article, we compare four Rapeseed Methyl Ester biodiesel production chains, corresponding to four different feedstock origins. The environmental impact of each chain is assessed in the context of a LCA encompassing cultivation, transportation to Portugal, extraction and transesterification. We apply two different MCDA additive aggregation methodologies to aggregate various impact categories resulting from the Life Cycle Impact Assessment (LCIA) phase of the LCA. The chosen MCDA methodologies, Stochastic Multicriteria Analysis and Variable Interdependent Parameter Analysis, are two complementary approaches to address one of the main difficulties of MCDA: setting the relative weights of the evaluation criteria. Indeed, weighting the various impacts in the LCIA phase is a controversial issue in LCA research and studies. The LCIA–MCDA approach proposed in this work does not require choosing a specific weighting vector, seeking to assess which conclusions are robust given some freedom allowed in the choice of weights. To study further the robustness of the conclusions concerning the choice of the criteria, the effects of removing one criterion are analyzed, one at a time.
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References
Belton, V., & Stewart, T. (2001). Multiple criteria decision analysis. Berlin: Kluwer Academic Publishers.
Brans, J. P., Vincke, P., & Mareschal, B. (1986). How to select and how to rank projects: The Promethee method. European Journal of Operational Research, 24(2), 228–238. doi:10.1016/0377-2217(86)90044-5.
Butler, J., Jia, J., & Dyer, J. (1997). Simulation techniques for the sensitivity analysis of multi-criteria decision models. European Journal of Operational Research, 103, 531–546.
Cherubini, F., & Strømman, A. H. (2011). Life cycle assessment of bioenergy systems: State of the art and future challenges. Bioresource Technology, 102(2), 437–451. doi:10.1016/j.biortech.2010.08.010.
Council, E., & Parliament, E. Directive 2009/28/EC (2009). Official Journal of the European Union.
Daystar, J., Reeb, C., Gonzalez, R., Venditti, R., & Kelley, S. S. (2015). Environmental life cycle impacts of cellulosic ethanol in the Southern US produced from loblolly pine, eucalyptus, unmanaged hardwoods, forest residues, and switchgrass using a thermochemical conversion pathway. Fuel Processing Technology, 138, 164–174. doi:10.1016/j.fuproc.2015.04.019.
Dias, L. C., & Clímaco, J. N. (2000). Additive aggregation with variable interdependent parameters: The VIP analysis software. Journal of the Operational Research Society, 51(9), 1070–1082. Retrieved from http://www.jstor.org/stable/10.2307/254228.
Dias, L. C., & Domingues, A. R. (2014). On multi-criteria sustainability assessment: Spider-gram surface and dependence biases. Applied Energy, 113, 159–163. doi:10.1016/j.apenergy.2013.07.024.
Dinh, L. T. T., Guo, Y., & Mannan, M. S. (2009). Sustainability evaluation of biodiesel production using multicriteria decision making. Environmental Progress Sustainable Energy, 28(1), 38–46. doi:10.1002/ep.10335.
Domingues, A. R., Marques, P., Garcia, R., Freire, F., & Dias, L. C. (2015). Applying multi-criteria decision analysis to the life-cycle assessment of vehicles. Journal of Cleaner Production, 107, 749–759. doi:10.1016/j.jclepro.2015.05.086.
EEA. (2009). Greenhouse gas emissions trends and projections in Europe 2009 - Taking progress towards Kyoto targets. EEA Report No 9/2009, Copenhagen: European Environmental Agency.
Finco, A., Bentivoglio, D., & Nijkamp, P. (2012). Integrated evaluation of biofuel production options in agriculture?: An exploration of sustainable policy scenarios. International Journal of Foresight and Innovation Policy, 8(2–3), 173–188.
Finnveden, G. (1999). A critical review of operational valuation/weighting methods for life cycle assessment (AFR-REPORT 253 AFN). Stockholm: Swedish Environmental Protection Agency.
Geldermann, J., & Rentz, O. (2005). Multi-criteria analysis for technique assessment: Case study from industrial coating. Journal of Industrial EcologyTechnology, 9(3), 127–142.
Hayashi, T., van Ierland, E. C., & Zhu, X. (2014). A holistic sustainability assessment tool for bioenergy using the Global Bioenergy Partnership (GBEP) sustainability indicators. Biomass and Bioenergy, 66, 70–80. doi:10.1016/j.biombioe.2014.01.040.
Heijungs, R., Guinée, J., Kleijn, R., & Rovers, V. (2007). Bias in normalization: Causes, consequences, detection and remedies. The International Journal of Life Cycle Assessment, 12(4), 211–216. doi:10.1007/s11367-006-0260-x.
Ishizaka, A., & Nemery, P. (2013). Multi-criteria decision analysis: Methods and software. Chichester: Wiley.
Kadziński, M., & Tervonen, T. (2013). Robust multi-criteria ranking with additive value models and holistic pair-wise preference statements. European Journal of Operational Research, 228(1), 169–180. doi:10.1016/j.ejor.2013.01.022.
Kralisch, D., Staffel, C., Ott, D., Bensaid, S., Saracco, G., Bellantoni, P., et al. (2013). Process design accompanying life cycle management and risk analysis as a decision support tool for sustainable biodiesel production. Green Chemistry, 15(2), 463–477. doi:10.1039/c2gc36410g.
Lahdelma, R., Hokkanen, J., & Salminen, P. (1998). SMAA---Stochastic multiobjective acceptability analysis. European Journal of Operational Research, 106, 137–143.
Lahdelma, R., & Salminen, P. (2001). SMAA-2?: Stochastic multicriteria acceptability analysis for group decision making. Operations Research, 49(3), 444–454.
Leskinen, P., Viitanen, J., Kangas, A., & Kangas, J. (2006). Alternatives to incorporate uncertainty and risk attitude in multicriteria evaluation of forest plans. Forest Science, 52(3), 304–312.
Maimoun, M., Madani, K., & Reinhart, D. (2016). Multi-level multi-criteria analysis of alternative fuels for waste collection vehicles in the United States. The Science of the Total Environment, 550, 349–361. doi:10.1016/j.scitotenv.2015.12.154.
Malça, J., Coelho, A., & Freire, F. (2014). Environmental life-cycle assessment of rapeseed-based biodiesel: Alternative cultivation systems and locations. Applied Energy, 114, 837–844. doi:10.1016/j.apenergy.2013.06.048.
Mohamadabadi, H. S., Tichkowsky, G., & Kumar, A. Ã. (2009). Development of a multi-criteria assessment model for ranking of renewable and non-renewable transportation fuel vehicles. Energy, 34, 112–125. doi:10.1016/j.energy.2008.09.004.
Myllyviita, T., Holma, A., Antikainen, R., Lähtinen, K., & Leskinen, P. (2012). Assessing environmental impacts of biomass production chains - application of life cycle assessment (LCA) and multi-criteria decision analysis (MCDA). Journal of Cleaner Production, 29–30, 238–245. doi:10.1016/j.jclepro.2012.01.019.
Myllyviita, T., Leskinen, P., & Seppälä, J. (2014). Impact of normalisation, elicitation technique and background information on panel weighting results in life cycle assessment. International Journal of Life Cycle Assessment, 19, 377–386. doi:10.1007/s11367-013-0645-6.
Narayanan, D., Zhang, Y., & Mannan, M. S. (2007). Engineering for sustainable development (ESD) in bio-diesel production. Process Safety and Environmental Protection, 85, 349–359. doi:10.1205/psep07016.
Perimenis, A., Walimwipi, H., Zinoviev, S., & Miertus, S. (2011). Development of a decision support tool for the assessment of biofuels. Energy Policy, 39, 1782–1793. doi:10.1016/j.enpol.2011.01.011.
Prado-Lopez, V., Seager, T. P., Chester, M., Laurin, L., Bernardo, M., & Tylock, S. (2014). Stochastic multi-attribute analysis (SMAA) as an interpretation method for comparative life-cycle assessment (LCA). International Journal of Life Cycle Assessment, 19, 405–416. doi:10.1007/s11367-013-0641-x.
Ren, J., Manzardo, A., Mazzi, A., Zuliani, F., & Scipioni, A. (2015). Prioritization of bioethanol production pathways in China based on life cycle sustainability assessment and multicriteria decision-making. International Journal of Life Cycle Assessment, 20(6), 842–853. doi:10.1007/s11367-015-0877-8.
Rivière, C., & Marlair, G. (2009). BIOSAFUEL, a pre-diagnosis tool of risks pertaining to biofuels chains. Journal of Loss Prevention in the Process Industries, 22(2), 228–236. doi:10.1016/j.jlp.2008.09.014.
Rogers, K., & Seager, T. P. (2009). Environmental decision-making using life cycle impact assessment and stochastic multiattribute decision analysis?: A case study on alternative transportation fuels. Environmental Science & Technology, 43(6), 1718–1723.
Seppälä, J., Basson, L., Norris, G. A., Seppala, J., Basson, L., & Norris, G. A. (2002). Decision analysis frameworks for life-cycle impact assessment. Journal of Industrial Ecology, 5(4), 45–68.
Seppälä, J., & Hämäläinen, R. P. (2001). On the meaning of the distance-to-target weighting method and normalisation in life cycle impact assessment. The International Journal of Life Cycle Assessment, 6(4), 211–218. doi:10.1007/BF02979376.
Streimikiene, D., Balezentis, T., & Balezentiene, L. (2013). Comparative assessment of road transport technologies. Renewable and Sustainable Energy Reviews, 20, 611–618.
Suwelack, K., & Wüst, D. (2015). An approach to unify the appraisal framework for biomass conversion systems. Biomass and Bioenergy, 83, 354–365. doi:10.1016/j.biombioe.2015.10.012.
Tervonen, T. (2014). JSMAA: Open source software for SMAA computations. International Journal of Systems Science, 45(1), 69–81. doi:10.1080/00207721.2012.659706.
Tervonen, T., & Lahdelma, R. (2007). Implementing stochastic multicriteria acceptability analysis. European Journal of Operational Research, 178(2), 500–513. doi:10.1016/j.ejor.2005.12.037.
Turcksin, L., Macharis, C., Lebeau, K., Boureima, F., Van Mierlo, J., & Bram, S. (2011). A multi-actor multi-criteria framework to assess the stakeholder support for different biofuel options: The case of Belgium. Energy Policy, 39(1), 200–214. doi:10.1016/j.enpol.2010.09.033.
von Winterfeldt, D., & Edwards, W. (1986). Decision analysis and behavioral research. New York: Cambridge University Press.
Zhou, Z., Joang, H., & Qin, L. (2007). Life cycle sustainability assessment of fuels. Fuel, 86, 256–263. doi:10.1016/j.fuel.2006.06.004.
Acknowledgments
This research was partially supported by FCT grants PEst-OE/EEI/UI0308/2014, PTDC/SEN-TRA/117251/2010-FCOMP-01-0124-FEDER-021495 and PTDC/AAG-MAA/6234/2014.
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Dias, L.C., Passeira, C., Malça, J. et al. Integrating life-cycle assessment and multi-criteria decision analysis to compare alternative biodiesel chains. Ann Oper Res 312, 1359–1374 (2022). https://doi.org/10.1007/s10479-016-2329-7
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DOI: https://doi.org/10.1007/s10479-016-2329-7