Combined application of Artificial Neural Networks and life cycle assessment in lentil farming in Iran

Roy, 2010, Bioactive proteins and peptides in pulse crops: pea, chickpea and lentil, Food Res Int, 43, 432, 10.1016/j.foodres.2009.09.002 Sravanthi, 2013, Effect of storage conditions on red lentils, J Stored Prod Res, 53, 48, 10.1016/j.jspr.2013.01.004 MAJ. Annual agricultural statistics. Ministry of Jihad-e-Agriculture of Iran, <www.maj.ir> 2013. FAO F, 2014 Guinée, 2001, Handbook on life cycle assessment—operational guide to the ISO standards, Int J LCA, 6, 255, 10.1007/BF02978784 WRI (World Resources Institute). 2014. Climate Analysis Indicators Tool (CAIT) 2.0: WRI’s climate data explorer. <http://cait.wri.org>. Mourad, 2007, A simple methodology for elaborating the life cycle inventory of agricultural products, Int J LCA, 12, 408, 10.1065/lca2006.09.272 Romero-Gámez, 2012, Environmental impact of screenhouse and open-field cultivation using a life cycle analysis: the case study of green bean production, J Clean Prod, 28, 63, 10.1016/j.jclepro.2011.07.006 Martínez-Blanco, 2001, Assessment of tomato Mediterranean production in open-field and standard multi-tunnel greenhouse, with compost or mineral fertilizers, from an agricultural and environmental standpoint, J Clean Prod, 19, 985 Khoshnevisan, 2013, Environmental impact assessment of open field and greenhouse strawberry production, Eur J Agron, 50, 29, 10.1016/j.eja.2013.05.003 Elhami, 2016, Optimization of energy consumption and environmental impacts of chickpea production using data envelopment analysis (DEA) and multi objective genetic algorithm (MOGA) approaches, IPA, 3, 190 Nikkhah, 2016, Integration of Life Cycle Assessment and Cobb-Douglas modeling for the environmental assessment of kiwifruit in Iran, J Clean Prod, 137, 843, 10.1016/j.jclepro.2016.07.151 Nikkhah, 2015, Environmental impacts of peanut production system using life cycle assessment methodology, J Clean Prod, 92, 84, 10.1016/j.jclepro.2014.12.048 Soltanali, 2015, Life cycle assessment modeling of milk production in Iran, IPA, 2, 101 Abeliotis, 2013, Life cycle assessment of bean production in the Prespa National Park, Greece. J Clean Prod, 41, 89, 10.1016/j.jclepro.2012.09.032 Koocheki, 2011, Pulses production systems in term of energy use efficiency and economical analysis in Iran, IJEEP, 1, 95 Ermis, 2007, Artificial neural network analysis of world green energy use, Energy Policy, 35, 1731, 10.1016/j.enpol.2006.04.015 Safa, 2011, Determination and modeling of energy consumption in wheat production using neural networks: a case study in Canterbury province, New Zealand, Energy, 36, 5140, 10.1016/j.energy.2011.06.016 Khoshnevisan, 2014, Application of artificial neural networks for prediction of output energy and GHG emissions in potato production in Iran, Agric Syst, 123, 120, 10.1016/j.agsy.2013.10.003 Nabavi-Pelesaraei, 2016, Modeling energy consumption and greenhouse gas emissions for kiwifruit production using artificial neural networks, J Clean Prod, 133, 924, 10.1016/j.jclepro.2016.05.188 Pahlavan, 2012, Energy input–output analysis and application of artificial neural networks for predicting greenhouse basil production, Energy, 37, 171, 10.1016/j.energy.2011.11.055 Nabavi-Pelesaraei, 2016, Neural network modeling of energy use and greenhouse gas emissions of watermelon production systems, J Saudi Soc Agric Sci, 15, 38 Taghavifar, 2015, Prognostication of energy consumption and greenhouse gas (GHG) emissions analysis of apple production in West Azarbayjan of Iran using Artificial Neural Network, J Clean Prod, 87, 159, 10.1016/j.jclepro.2014.10.054 Statistical Yearbook of Esfahan province in Iran, amar.org.ir/English/Iran-Statistical-Yearbook, 2013. Kizilaslan, 2009, Input–output energy analysis of cherries production in Tokat Province of Turkey, Appl Energy, 86, 1354, 10.1016/j.apenergy.2008.07.009 Ghasemi-Mobtaker, 2010, Sensitivity analysis of energy inputs for barley production in Hamedan Province of Iran, Agric Ecosyst Environ, 137, 367, 10.1016/j.agee.2010.03.011 Beheshti-Tabar, 2010, Energy balance in Iran’s agronomy (1990–2006), Renew Sustain Energy Rev, 14, 849, 10.1016/j.rser.2009.10.024 Gezer, 2003, Use of energy and labour in apricot agriculture in Turkey, Biomass Bioenergy, 24, 215, 10.1016/S0961-9534(02)00116-2 Kitani, O. Energy and biomass engineering. In: CIGR handbook of agricultural engineering. st. joseph michigan: ASAE, V5. 1999; p. 330 (<www.cigr.org/documents>). Pishgar-Komleh, 2012, Energy and economic analysis of different seed corn harvesting systems in Iran, Energy, 43, 469, 10.1016/j.energy.2012.03.040 Lazzerini, 2016, Green House Gases (GHG) emissions from the ornamental plant nursery industry: a Life Cycle Assessment (LCA) approach in a nursery district in central Italy, J Clean Prod, 112, 4022, 10.1016/j.jclepro.2015.08.065 McDougall, 2001, 103 ISO 14040, 2006 Khoshnevisan, 2014, Environmental impact assessment of tomato and cucumber cultivation in greenhouses using life cycle assessment and adaptive neuro-fuzzy inference system, J Clean Prod, 73, 183, 10.1016/j.jclepro.2013.09.057 Gabel, 2016, The challenges of including impacts on biodiversity in agricultural life cycle assessments, J Environ Manage, 181, 249, 10.1016/j.jenvman.2016.06.030 ISO 14041, 2006 Ecoinvent Center. Ecoinvent 2.0 database. Swiss centre for life cycle inventories, Du¨bendorf. <http://www.ecoinvent.ch>; 2007. Umweltagentur, 2013 Eggleston HS, Buendia L, Miwa K, Ngara T, Tanabe K. IPCC guidelines for national greenhouse gas inventories V2; 2006. Galloway, 1995, Nitrogen fixation: anthropogenic enhancement-environmental response, Global Biogeochem Cycles, 9, 235, 10.1029/95GB00158 Erickson, 2001, Comparing nitrogen runoff and leaching between newly established St. Augustinegrass turf and an alternative residential landscape, Crop Sci, 41, 1889, 10.2135/cropsci2001.1889 Dalgaard, 2008, LCA of soybean meal, Int J LCA, 13, 240, 10.1065/lca2007.06.342 VandenBerg, 2008, Ecotoxicology: nitrogen, 267 Nemecek T, Kagi T. Life cycle inventories of agricultural production systems. Ecoinvent report No. 15 Dübendorf, CH: Swiss Centre for Life Cycle Inventories, 2007. (<www.EcoInvent.org/> documentation/reports). Sahle, 2013, Environmental life cycle assessment of Ethiopian rose cultivation, Sci Total Environ, 443, 163, 10.1016/j.scitotenv.2012.10.048 Anonymous. PRé Consultants. SimaPro 5 Database Manual 2003. Brentrup, 2004, Environmental impact assessment of agricultural production systems using the life cycle assessment methodology: I. Theoretical concept of a LCA method tailored to crop production, Eur J Agron, 20, 247, 10.1016/S1161-0301(03)00024-8 Dreyfus, 2005 Azadeh, 2008, Annual electricity consumption forecasting by neural network in high energy consuming industrial sectors, Energy Convers Manage, 49, 2272, 10.1016/j.enconman.2008.01.035 Anonymous.NeurosolutionsV5.07 for excel, neurodimension. 2011. (<www.Neurosolutions.com>). Erdal, 2007, Energy use and economical analysis of sugar beet production in Tokat province of Turkey, Energy, 32, 35, 10.1016/j.energy.2006.01.007 Khanali, 2016, Investigating energy balance and carbon footprint in saffron cultivation–a case study in Iran, J Clean Prod, 115, 162, 10.1016/j.jclepro.2015.12.013 Khan, 2009, Pathways to reduce the environmental footprints of water and energy inputs in food production, Food Policy, 34, 141, 10.1016/j.foodpol.2008.11.002 Rafiee, 2010, Modeling and sensitivity analysis of energy inputs for apple production in Iran, Energy, 35, 3301, 10.1016/j.energy.2010.04.015 Hamedani, 2011, Energy inputs and crop yield relationship in potato production in Hamadan province of Iran, Energy, 36, 2367, 10.1016/j.energy.2011.01.013 Unakitan, 2010, An analysis of energy use efficiency of canola production in Turkey, Energy, 35, 3623, 10.1016/j.energy.2010.05.005 Nemecek, 2011, Life cycle assessment of Swiss farming systems: I. Integrated and organic farming, Agric Syst, 104, 217, 10.1016/j.agsy.2010.10.002 Iriarte, 2010, Life cycle assessment of sunflower and rapeseed as energy crops under Chilean conditions, J Clean Prod, 18, 336, 10.1016/j.jclepro.2009.11.004 Bartzas, 2015, Life cycle assessment of open field and greenhouse cultivation of lettuce and barley, IPA, 2, 191 Marucci, 2007, 1583 Komnitsas, 2014, Assessment of human and ecosystem risk due to agricultural waste compost application on soils: a review, Environ Foren, 15, 312, 10.1080/15275922.2014.950775 Zangeneh, 2010, A comparative study on energy use and cost analysis of potato production under different farming technologies in Hamadan province of Iran, Energy, 35, 2927, 10.1016/j.energy.2010.03.024 Goedkoop M, Oele M, Schryver AD, Vieira M. SimaPro Database Manual Methods Library. Report Version 2.2; 2008 (<www.Pre-sustainability.com>).