Optimal Farm Planning and Assessment of Conventional Agricultural Practices under Alternative Scenarios Integrating Life Cycle Analysis
DOI:
https://doi.org/10.7160/aol.2022.140410How to Cite
Abstract
Agricultural production and farm management are inextricable, since managerial aspects for safe and of high-quality food products have led to the development of successful production plans but multifaceted controversies as well. These controversies arise from the focus of policymakers, especially in the EU, to the environmental aspects of agricultural production, creating conflicting objectives for farmers. Energy from biomass derivatives could play a significant role in the dispute for economic and environmental sustainability in agriculture, along with the formulation of agro-energy districts. In this context, an MCDM model was developed integrating LCA data for the assessment of economic, environmental and energy sustainability regarding thirteen major crops in the Region of Central Macedonia in Greece. The model's objectives consist of maximization of farmers' gross income, minimization of emissions coming from farming practices and maximization of energy potentially coming from biomass. Furthermore, three different scenario-based directions allocate different weights to the respective objectives, creating different managerial strategies. The optimal production plan was the scenario in which the weights were allocated by goal programming. The optimal plan proposes the cultivation expansion of energy crops, tree crops, alfalfa and hard wheat to a higher degree. Moreover, a significant reduction to the cultivated areas of tobacco, rice, barley and soft wheat could lead to a potentially viable production plan.References
Amador, F., Sumpsi, J. M.and Romero, C. (1997) "A non-interactive methodology to assess farmers ’ utility functions: An application to large farms in Andalusia , Spain", European Review of Agricultural Economics, Vol. 25, No. 1, pp. 92-102. E-ISSN 1464-3618, ISSN 0165-1587. DOI: https://doi.org/10.1093/erae/25.1.92
Bakos, G. C., Tsioliaridou, E. and Potolias, C. (2008) "Technoeconomic assessment and strategic analysis of heat and power co-generation (CHP) from biomass in Greece", Biomass and Bioenergy, Vol. 32, No. 6, pp. 558-567. ISSN 0961-9534. DOI: https://doi.org/10.1016/j.biombioe.2007.11.014
Baležentiene, L. and Užupis, A. (2012) "Multi-criteria optimization for mitigation model of greenhouse gas emissions from abandoned grassland", Journal of Food, Agriculture and Environment, Vol. 10, No. 1, pp. 859-865. ISSN 1459-0263.
Bartolini, F., Bazzani, G. M., Gallerani, V., Raggi, M. and Viaggi, D. (2007) "The impact of water and agriculture policy scenarios on irrigated farming systems in Italy: An analysis based on farm level multi-attribute linear programming models", Agricultural Systems, No. 93, No. 1-3, pp. 90-114. ISSN 0308-521X. DOI: https://doi.org/10.1016/j.agsy.2006.04.006
Batáry, P., Dicks, L. V., Kleijn, D. and Sutherland, W. J. (2015) "The role of agri-environment schemes in conservation and environmental management", Conservation Biology. E-ISSN 1523-1739. DOI: https://doi.org/10.1111/cobi.12536
Biesbroek, G. R., Swart, R. J., Carter, T. R., Cowan, C., Henrichs, T., Mela, H., Morecroft, M. D. and Rey, D. (2010) "Europe adapts to climate change: Comparing National Adaptation Strategies", Global Environmental Change, Vol. 20, No. 3, pp. 440-450. ISSN 0959-3780. DOI: https://doi.org/10.1016/j.gloenvcha.2010.03.005
Bournaris, T. and Manos, B. (2012) "European Union agricultural policy scenarios’ impacts on social sustainability of agricultural holdings", International Journal of Sustainable Development and World Ecology, Vol. 19, No. 5, pp. 426-432. ISSN 13504509. DOI: https://doi.org/10.1080/13504509.2012.670670
Bournaris, T., Moulogianni, C. and Manos, B. (2014) "A multicriteria model for the assessment of rural development plans in Greece", Land Use Policy, Vol. 38, No. 1-8. ISSN 0264-8377. DOI: https://doi.org/10.1016/j.landusepol.2013.10.008
Bournaris, T., Papathanasiou, J., Manos, B., Kazakis, N. and Voudouris, K. (2015) "Support of irrigation water use and eco-friendly decision process in agricultural production planning", Operational Research, Vol. 15, No. 2, pp. 289-306. E-ISSN 1866-1505. DOI: https://doi.org/10.1007/s12351-015-0178-9
Carvalheiro, L. G., Kunin, W. E., Keil, P., Aguirre-Gutiérrez, J., Ellis, W. N., Fox, R., Groom, Q., Hennekens, S., Van Landuyt, W., Maes, D., Van de Meutter, F., Michez, D., Rasmont, P., Ode, B., Potts, S. G., Reemer, M., Roberts, S. P. M., Schaminée, J., Wallisdevries, M. F. and Biesmeijer, J. C. (2013) "Species richness declines and biotic homogenisation have slowed down for NW-European pollinators and plants", Ecology Letters, Vol. No. 7, pp. 870-878. E-ISSN 1461-0248. DOI: https://doi.org/10.1111/ele.12121
Cortignani, R.and Dono, G. (2019) "CAP’s environmental policy and land use in arable farms: An impacts assessment of greening practices changes in Italy", Science of the Total Environment, Vol. 647, pp. 516-524. ISSN 0048-9697. DOI: https://doi.org/10.1016/j.scitotenv.2018.07.443
De Luca, A. I., Iofrida, N., Leskinen, P., Stillitano, T., Falcone, G., Strano, A. and Gulisano, G. (2017) "Life cycle tools combined with multi-criteria and participatory methods for agricultural sustainability: Insights from a systematic and critical review", Science of the Total Environment. Vol. 595, pp. 352-370. ISSN 0048-9697. DOI: https://doi.org/10.1016/j.scitotenv.2017.03.284
Ehrgott, M. (2005) "Multicriteria optimization", 2nd ed., 323 p. ISBN 978-3-540-27659-3. DOI: https://doi.org/10.1007/3-540-27659-9
Ekvall, T. and Finnveden, G. (2001) "Allocation in ISO 14041 - a critical review", Journal of Cleaner Production, Vol. 9, No. 3, pp. 197-208. ISSN 0959-6526. DOI: https://doi.org/10.1016/S0959-6526(00)00052-4
EU (2018) "Renewable energy directive (EU) 2018/2001", Official Journal of the European Union.
European Commission (2009) "White paper - Adapting to climate change: towards a European framework for action, COM(2009) 147 final. [Online]. Available: https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=celex:52009DC0147 [Accessed Feb 10, 2022].
European Commission (2018a) "Modernising and simplifying the Common Agricultural Policy", Consultations. [Online]. Available: https://ec.europa.eu/info/consultations/modernising-and-simplifying-common-agricultural-policy_en [Accessed Feb 10, 2022].
European Commission (2018b) "Proposal for a Regulation of the European Parliament and of the Council on the financing, management and monitoring of the common agricultural policy and repealing Regulation (EU) No. 1306/2013", COM(2018) 393 final. [Online]. Available: https://eur-lex.europa.eu/resource.html?uri=cellar:6cb59a1e-6580-11e8-ab9c-01aa75ed71a1.0003.03/DOC_1&format=PDF [Accessed Feb 10, 2022].
European Commission (2021) "Political agreement on new Common Agricultural Policy: fairer, greener, more flexible". [Online]. Available: https://ec.europa.eu/commission/presscorner/detail/en/IP_21_2711 [Accessed March 25, 2022].
EU (2013) "Regulation EU No. 1305/2013 of the European Parliament and of the Council", 17th Dec. 2013, Official Journal of the European Union. [Online]. Available: https://eur-lex.europa.eu/LexUriServ/LexUriServ.do?uri=OJ:L:2013:347:0487:0548:en:PDF [Accessed March 25, 2022].
European Union and Directorate-General for Research and Innovation. (2018) "A sustainable bioeconomy for Europe: strengthening the connection between economy, society and the environment", Publications Office. DOI: https://doi.org/10.2777/478385
Falcone, G., De Luca, A. I., Stillitano, T., Strano, A., Romeo, G. and Gulisano, G. (2016) "Assessment of environmental and economic impacts of vine-growing combining life cycle assessment, life cycle costing and multicriterial analysis", Sustainability, Vol. 8, No. 8. ISSN 20711050. DOI: https://doi.org/10.3390/su8080793
Fischer, J., Meacham, M. and Queiroz, C. (2017) "A plea for multifunctional landscapes", Frontiers in Ecology and the Environment. Vol. 15, No. 2, pp. 59-59. E- ISSN 1540-9309. DOI: https://doi.org/10.1002/fee.1464
Foster, C., Green, K., Bleda, M., Dewick, P., Evans, B., Flynn.and Mylan, J. (2006) "Environmental impacts of food production and consumption: A report to the Department for Environment Food and Rural Affairs", London, Manchester Business School, Defra(December), 199.
Frayssignes, J. (2011) "The concept of “agro-energy district”: apertinent tool for the susta inable development of rural areas", 51st Congress of the European Regional Science Association, Barcelona, 30th August - 3rd September 2011. [Online]. Available: http://www-sre.wu.ac.at/ersa/ersaconfs/ersa11/e110830aFinal00318.pdf [Accessed March 15, 2022].
Freibauer, A., Rounsevell, M. D. A., Smith, P. and Verhagen, J. (2004) "Carbon sequestration in the agricultural soils of Europe", Geoderma, Vol. 122, No. 1, pp. 1-23. ISSN 0016-7061. DOI: https://doi.org/10.1016/j.geoderma.2004.01.021
Gómez-Limón, J. A. and Berbel, J. (2000) "Multicriteria analysis of derived water demand functions: A Spanish case study", Agricultural Systems, Vol. 63, No. 1, pp. 49-72. ISSN 0308-521X. DOI: https://doi.org/10.1016/S0308-521X(99)00075-X
Gómez-Limón, J. A., Arriaza, M. and Berbel, J. (2002) "Conflicting Implementation of Agricultural and Water Policies in Irrigated Areas in the EU", Journal of Agricultural Economics, Vol. 53, No. 2, pp. 259-281. E-ISSN 1477-9552. DOI: https://doi.org/10.1111/j.1477-9552.2002.tb00020.x
Gómez-Limón, J. A., Riesgo, L. and Arriaza, M. (2004) "Multi-criteria analysis of input use in agriculture", Journal of Agricultural Economics, Vol. 55, No. 3, pp. 541 - 564. E-ISSN 1477-9552. DOI: https://doi.org/10.1111/j.1477-9552.2004.tb00114.x
Iribarren, D., Vázquez-Rowe, I., Moreira, M. T. and Feijoo, G. (2010) "Further potentials in the joint implementation of life cycle assessment and data envelopment analysis", Science of the Total Environment, Vol. 408, No. 22, pp. 5265-5272. DOI: https://doi.org/10.1016/j.scitotenv.2010.07.078
Macrì, G., Delfanti, L. M. P., Tolli, M., Monarca, D., Proto, A. R. and Colantoni, A. (2016) "PPP Preliminary Analysis for an Agro-energy District Feasibility: TusciaRomana Area’s Case of Study", Procedia - Social and Behavioral Sciences, Vol. 223, pp. 791-798. ISSN 1877-0428. DOI: https://doi.org/10.1016/j.sbspro.2016.05.271
Mandryk, M., Reidsma, P. and van Ittersum, M. K. (2017) "Crop and farm level adaptation under future climate challenges: An exploratory study considering multiple objectives for Flevoland, the Netherlands", Agricultural Systems, Vol. 152, pp. 154-164. ISSN 0308-521X. DOI: https://doi.org/10.1016/j.agsy.2016.12.016
Manos, B. D., Papathanasiou, J., Bournaris, T. and Voudouris, K. (2010) "A DSS for sustainable development and environmental protection of agricultural regions", Environmental Monitoring and Assessment, Vol. 164, pp. 43-52. E-ISSN 1573-2959, ISSN 0167-6369. DOI: https://doi.org/10.1007/s10661-009-0873-1
Manos, B., Papathanasiou, J., Bournaris, T. and Voudouris, K. (2010) "A multicriteria model for planning agricultural regions within a context of groundwater rational management", Journal of Environmental Management, Vol. 91, No. 7, pp. 1593-1600. ISSN 0301-4797. DOI: https://doi.org/10.1016/j.jenvman.2010.03.002
Manos, B. and Psychoudakis, A. (1997) "Investigation of the relative efficiency of dairy farms using data envelopment analysis", Quarterly Journal of International Agriculture, Vol. 36, No. 2, pp. 188-197. ISSN 0049-8599. [Online]. Available: https://www.scopus.com/inward/record.uri?eid=2-s2.0-0031437846&partnerID=40&md5=6286b03f456680cddb65b72effd594aa [Accessed March 20, 2022].
Manos, B., Bournaris, T. and Chatzinikolaou, P. (2011) "Impact assessment of CAP policies on social sustainability in rural areas: An application in Northern Greece", Operational Research, vol. 11, No. 1, pp. 77-92. ISSN 1866-1505. DOI: https://doi.org/10.1007/s12351-010-0078-y
Manos, B., Bournaris, T., Kamruzzaman, M., Begum, M., Anjuman, A. and Papathanasiou, J. (2006) "Regional impact of irrigation water pricing in Greece under alternative scenarios of European policy: A multicriteria analysis", Regional Studies, Vol. 40, No. 9, pp. 1055-1068. ISSN 00343404. DOI: https://doi.org/10.1080/00343400600928335
Manzano-Agugliaro, F. (2007) "Gasification of greenhouse residues for obtaining electrical energy in the south of Spain: Localization by GIS", Interciencia, Vol. 32, No. 2, pp. 131-136. ISSN 0378-1844.
Masuda, K. (2016a) "Measuring eco-efficiency of wheat production in Japan: A combined application of life cycle assessment and data envelopment analysis", Journal of Cleaner Production, Vol. 126, pp. 373-381. ISSN 0959-6526. DOI: https://doi.org/10.1016/j.jclepro.2016.03.090
Masuda, K. (2016b) "Optimization model for mitigating global warming at the farm scale: An application to Japanese rice farms", Sustainability (Switzerland), Vol. 8, No. 7. E-ISSN 2071-1050. DOI: https://doi.org/10.3390/su8070593
Meredith, S. and Hart, K. (2019) "CAP 2021-27: Using the eco-scheme to maximise environmental and climate benefits", report for IFOAM EU by IEEP. [Online]. Available: https://ieep.eu/uploads/articles/attachments/4791a221-8525-4410-848f-8fb84f5a621a/IFOAM%20EU_Eco-scheme_Report_Final.pdf?v=63718564537 [Accessed Feb. 8, 2022].
Moulogianni, C. and Bournaris, T. (2017) "Biomass Production from Crops Residues: Ranking of Agro-Energy Regions", Energies, Vol. 10, No. 7. E-ISSN 1996-1073. DOI: https://doi.org/10.3390/en10071061
Mueller, N. D., Gerber, J. S., Johnston, M., Ray, D. K., Ramankutty, N. and Foley, J. A. (2012) "Closing yield gaps through nutrient and water management", Nature, Vol. 490, pp. 254-257. E-ISSN 1476-4687, ISSN 0028-0836. DOI: https://doi.org/10.1038/nature11420
Nakashima, T. (2010) "Life cycle assessment integrated into positive mathematical programming: A conceptual model for analyzing area-based farming policy.", Japan Agricultural Research Quarterly, Vol. 44, No. 3, pp. 301-310. E-ISSN 2185-8896, ISSN 0021-3551. DOI: https://doi.org/10.6090/jarq.44.301
Nastis, S. A., Papanagiotou, E. and Zamanidis, S. (2012) "Productive efficiency of subsidized organic alfalfa farms", Journal of Agricultural and Resource Economics, Vol. 37, No. 2, pp. 280-288. ISSN 1068 5502.
Nishiguchi, S. and Tabata, T. (2016) "Assessment of social, economic, and environmental aspects of woody biomass energy utilization: Direct burning and wood pellets", Renewable and Sustainable Energy Reviews, Vol. 57, pp. 1279-1286. ISSN 1364-032. DOI: https://doi.org/10.1016/j.rser.2015.12.213
Nunes, J. M. R., Bonito, A., Loures, L., Gama, J., López-Piñeiro, A., Peña, D.and Albarrán, Á. (2017) "Effects of the European Union Agricultural and Environmental Policies in the Sustainability of Most Common Mediterranean Soils, Sustainability, Vol. 9, No. 8. E-ISSN 2071-1050. DOI: https://doi.org/10.3390/su9081404
Rebolledo-Leiva, R., Angulo-Meza, L., Iriarte, A.and González-Araya, M. C. (2017) "Joint carbon footprint assessment and data envelopment analysis for the reduction of greenhouse gas emissions in agriculture production", Science of the Total Environment, Vol. 593-594, pp. 36-46. ISSN 0048-9697. DOI: https://doi.org/10.1016/j.scitotenv.2017.03.147
Rincon, L., Puri, M., Kojakovic, A. and Maltsoglou, I. (2019) "The contribution of sustainable bioenergy to renewable electricity generation in Turkey: Evidence based policy from an integrated energy and agriculture approach", Energy Policy, Vol. 130, pp. 69-88. ISSN 0301-4215. DOI: https://doi.org/10.1016/j.enpol.2019.03.024
Ronzon, T. and Piotrowski, S. (2017) "Are Primary Agricultural Residues Promising Feedstock for the European Bioeconomy?", Industrial Biotechnology, Vol. 13, No. 3, pp. 113-127. E-ISSN 1931-8421, ISSN 1550-9087. DOI: https://doi.org/10.1089/ind.2017.29078.tro
Roy, P., Nei, D., Orikasa, T., Xu, Q., Okadome, H., Nakamura, N. and Shiina, T. (2009) "A review of life cycle assessment (LCA) on some food products", Journal of Food Engineering, Vol. 90, No. 1, pp. 1-10. ISSN 0260-8774. DOI: https://doi.org/10.1016/J.JFOODENG.2008.06.016
Schmidt, J. and Hauck, J. (2018) "Implementing green infrastructure policy in agricultural landscapes - scenarios for Saxony-Anhalt, Germany", Regional Environmental Change, Vol. 18, pp. 899-911. E-ISSN 1436-378X, ISSN 1436-3798. DOI: https://doi.org/10.1007/s10113-017-1241-2
Science for Environment Policy (2017) "Agri-environmental schemes: how to enhance the agriculture-environment relationship, Thematic Issue 57", Issue produced for the European Commission DG Environment by the Science Communication Unit, UWE, Bristol. [Online]. Available: https://ec.europa.eu/environment/integration/research/newsalert/pdf/AES_impacts_on_agricultural_environment_57si_en.pdf [Accessed: Feb. 16, 2022].
Seyedmohammadi, J., Sarmadian, F., Jafarzadeh, A. A., Ghorbani, M. A. and Shahbazi, F. (2018) "Application of SAW, TOPSIS and fuzzy TOPSIS models in cultivation priority planning for maize, rapeseed and soybean crops", Geoderma, Vol. 310, pp. 178-190. ISSN 0016-7061. DOI: https://doi.org/10.1016/j.geoderma.2017.09.012
Sumpsi, J. M., Amador, F. and Romero, C. (1997) "On farmers’ objectives: A multi-criteria approach", European Journal of Operational Research, Vol. 96, No. 1, pp. 64-71. ISSN 0377-2217. DOI: https://doi.org/10.1016/0377-2217(95)00338-X
Tziolas, E, Bournaris, T., Nastis, S. A. and Manos, B. (2018) "Integrated impact assessment of biomass conversion systems with the method of life cycle assessment. A comprehensive review", International Journal of Sustainable Agricultural Management and Informatics, Vol. 4, No. 2, pp. 123-150. E-ISSN 2054-5827, ISSN 2054-5819. DOI: https://doi.org/10.1504/IJSAMI.2018.094814
Tziolas, E. and Bournaris, T. (2019) "Economic and Environmental Assessment of Agro-Energy Districts in Northern Greece: a Life Cycle Assessment Approach", BioEnergy Research, Vol. 12, pp. 1145-1162. ISSN 1939-1234. DOI: https://doi.org/10.1007/s12155-019-10020-x
Tziolas, E., Bournaris, T., Manos, B. and Nastis, S. (2018) "Life Cycle Assessment and Multi-criteria Analysis in Agriculture: Synergies and Insights", In Berbel, J., Bournaris, T., Manos, B., Matsatsinis, N., Viaggi, D. (eds) Multicriteria Analysis in Agriculture. Multiple Criteria Decision Making. Springer, Cham. E-ISBN 978-3-319-76929-5, ISBN 978-3-319-76928-8. DOI: https://doi.org/10.1007/978-3-319-76929-5_12
Tziolas, E., Manos, B. and Bournaris, T. (2017) "Planning of agro-energy districts for optimum farm income and biomass energy from crops residues", Operational Research, Vol. 17, No. 2, pp. 535-546. ISSN 11092858. DOI: https://doi.org/10.1007/s12351-016-0236-y
Vázquez-Rowe, I., Villanueva-Rey, P., Iribarren, D., Moreira, T. M. and Feijoo, G. (2012) "Joint life cycle assessment and data envelopment analysis of grape production for vinification in the Rías Baixas appellation (NW Spain)", Journal of Cleaner Production, Vol. 27, pp. 92-102. ISSN 0959-6526. DOI: https://doi.org/10.1016/j.jclepro.2011.12.039
Verfaillie, H. A. and Bidwell, R. (2000) "Measuring ecoefficiency: a guide to reporting company performance", Coches-Gneva: World Business Council for Sustainable Development, 36 p. ISBN 2-940240-14-0.
Verhagen, W., van der Zanden, E. H., Strauch, M., van Teeffelen, A. J. A. and Verburg, P. H. (2018) "Optimizing the allocation of agri-environment measures to navigate the trade-offs between ecosystem services, biodiversity and agricultural production", Environmental Science and Policy, Vol. 84, pp. 186-196. ISSN 1462-9011. DOI: https://doi.org/10.1016/j.envsci.2018.03.013
Viaggi, D., Bartolini, F. and Raggi, M. (2009) "Combining linear programming and principal-agent models: An example from environmental regulation in agriculture", Environmental Modelling and Software, Vol. No. 6, pp. 703-710. ISSN 1364-8152. DOI: https://doi.org/10.1016/j.envsoft.2008.10.014
Vlontzos, G., Niavis, S. and Manos, B. (2014) "A DEA approach for estimating the agricultural energy and environmental efficiency of EU countries", Renewable and Sustainable Energy Reviews, Vol. 40, pp. 91-96. ISSN 1364-0321. DOI: https://doi.org/10.1016/j.rser.2014.07.153
White, E. M., Latta, G., Alig, R. J., Skog, K. E. and Adams, D. M. (2013) "Biomass production from the U.S. forest and agriculture sectors in support of a renewable electricity standard", Energy Policy, Vol. 587, pp. 64-74. ISSN 0301-4215. DOI: https://doi.org/10.1016/j.enpol.2013.02.029
Yue, D., Pandya, S. and You, F. (2016) "Integrating Hybrid Life Cycle Assessment with Multiobjective Optimization: A Modeling Framework", Environmental Science and Technology. Vol. 50. No. 3, pp. 1501-1509. ISSN 0013936X. DOI: https://doi.org/10.1021/acs.est.5b04279








