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Applying data envelopment analysis to evaluation of energy efficiency and decreasing of greenhouse gas emissions of fattening farms

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  • Hosseinzadeh-Bandbafha, Homa
  • Safarzadeh, Dariush
  • Ahmadi, Ebrahim
  • Nabavi-Pelesaraei, Ashkan
  • Hosseinzadeh-Bandbafha, Ehssan

Abstract

In this study, data envelopment analysis was employed for determined the energy efficiency of fattening farms in order to separate efficient and inefficient ranchers and to calculate the wasteful uses of energy. Also, the effect of energy optimization on greenhouse gas emissions was investigated and the total amount of greenhouse gas emissions based on present energy consumption was compared with optimum energy consumption ones. The results indicated that out of the total number of fattening farms the share of efficient and inefficient units were 43.33% and 56.67% based on constant returns to scale model, respectively. Also, the results revealed the average of technical, pure technical and scale efficiencies of orchardists were 0.937, 0.953 and 0.983, respectively. The total energy consumption and optimum energy required were calculated as 24,003 and 21,931 (MJ calf −1), respectively. Energy saving target ratio for fattening farms was calculated as 8.63%. Also, feed intake had the highest share (53%) from total saving energy, followed by fossil fuels (31%). The total greenhouse gas emissions was assessed as 1176 (kg CO2eq. calf −1 6 months−1) in fattening farms that value of greenhouse gas emissions can be reduced to 1073 (kg CO2 eq. calf −1 6 months−1) with optimum energy consumption.

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  • Hosseinzadeh-Bandbafha, Homa & Safarzadeh, Dariush & Ahmadi, Ebrahim & Nabavi-Pelesaraei, Ashkan & Hosseinzadeh-Bandbafha, Ehssan, 2017. "Applying data envelopment analysis to evaluation of energy efficiency and decreasing of greenhouse gas emissions of fattening farms," Energy, Elsevier, vol. 120(C), pages 652-662.
    • Handle: RePEc:eee:energy:v:120:y:2017:i:c:p:652-662
    DOI: 10.1016/j.energy.2016.11.117
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    1. Nassiri, Seyed Mehdi & Singh, Surendra, 2009. "Study on energy use efficiency for paddy crop using data envelopment analysis (DEA) technique," Applied Energy, Elsevier, vol. 86(7-8), pages 1320-1325, July.
    2. Ozkan, Burhan & Akcaoz, Handan & Fert, Cemal, 2004. "Energy input–output analysis in Turkish agriculture," Renewable Energy, Elsevier, vol. 29(1), pages 39-51.
    3. Dios-Palomares, Rafaela & Martínez-Paz, José M., 2011. "Technical, quality and environmental efficiency of the olive oil industry," Food Policy, Elsevier, vol. 36(4), pages 526-534, August.
    4. Lidia Angulo-Meza & Marcos Lins, 2002. "Review of Methods for Increasing Discrimination in Data Envelopment Analysis," Annals of Operations Research, Springer, vol. 116(1), pages 225-242, October.
    5. Nabavi-Pelesaraei, Ashkan & Hosseinzadeh-Bandbafha, Homa & Qasemi-Kordkheili, Peyman & Kouchaki-Penchah, Hamed & Riahi-Dorcheh, Farshid, 2016. "Applying optimization techniques to improve of energy efficiency and GHG (greenhouse gas) emissions of wheat production," Energy, Elsevier, vol. 103(C), pages 672-678.
    6. Seiford, Lawrence M. & Thrall, Robert M., 1990. "Recent developments in DEA : The mathematical programming approach to frontier analysis," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 7-38.
    7. Adler, Nicole & Friedman, Lea & Sinuany-Stern, Zilla, 2002. "Review of ranking methods in the data envelopment analysis context," European Journal of Operational Research, Elsevier, vol. 140(2), pages 249-265, July.
    8. Hu, Jin-Li & Kao, Chih-Hung, 2007. "Efficient energy-saving targets for APEC economies," Energy Policy, Elsevier, vol. 35(1), pages 373-382, January.
    9. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    10. Mousavi-Avval, Seyed Hashem & Rafiee, Shahin & Mohammadi, Ali, 2011. "Optimization of energy consumption and input costs for apple production in Iran using data envelopment analysis," Energy, Elsevier, vol. 36(2), pages 909-916.
    11. Khoshnevisan, Benyamin & Shariati, Hanifreza Motamed & Rafiee, Shahin & Mousazadeh, Hossein, 2014. "Comparison of energy consumption and GHG emissions of open field and greenhouse strawberry production," Renewable and Sustainable Energy Reviews, Elsevier, vol. 29(C), pages 316-324.
    12. Charnes, A. & Cooper, W. W. & Rhodes, E., 1979. "Measuring the efficiency of decision-making units," European Journal of Operational Research, Elsevier, vol. 3(4), pages 339-338, July.
    Full references (including those not matched with items on IDEAS)

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