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Optimization in energy consumption of carnation production using data envelopment analysis (DEA)

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Abstract

In this study a data envelopment analysis was used to evaluate the technical and scale efficiencies of greenhouses regarding to energy use in carnation production Mahallat, Iran. The purpose of this study was to identify efficient and inefficient units and wasteful use of energy by the latter. In addition, we established the optimum level of energy from different inputs. Finally, the effect of energy use optimization on energy productivity and ratio was investigated. The results revealed that 35 % (7 farmers) and 55 % (11 farmers) out of farmers which considered for the analysis, were recognized as the technically and pure technically efficient farmers, respectively. Most greenhouses have wasteful use in diesel fuel and fertilizer consumption. The results represented that the average values of technical, pure technical and scale efficiency scores were 0.69, 0.82 and 0.813, accordingly. The results of ESTR calculations showed that if farmers 4, 6 and 13 operated efficiently, they would save energy consumption about 90 % without affecting the yield level.

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References

  1. Abbasi, E., Garousi, V.: An MILP-based formulation for minimizing pumping energy costs of oil pipelines: beneficial to both the environment and pipeline companies. Energy Syst. 1(4), 393–416 (2010)

    Article  Google Scholar 

  2. Adler, N., Friedman, L., Sinuany-Stern, Z.: Review of ranking methods in the data envelopment analysis context. Eur. J. Oper. Res. 140, 249–265 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  3. Akbolat, D., Ekinci, K., Demican, V.: Energy input–output and economic analysis of rose production in Turkey. J. Agron. 5(4), 570–576 (2006)

    Article  Google Scholar 

  4. Anonymous. Annual Agricultural Statistics. Ministry of Jihad-e-Agriculture of Iran (2007). (http://www.maj.ir) (in Persian)

  5. Banker, R., Charnes, A., Cooper, W.: Some models for estimating technical and scale inefficiencies in data envelopment analysis. Manag. Sci. 30, 1078–1092 (1984)

    Article  MATH  Google Scholar 

  6. Barnes, A.P.: Does multi-functionality affect technical efficiency? A non-parametric analysis of the Scottish dairy industry. J. Environ. Manag. 80, 287–294 (2006)

    Article  Google Scholar 

  7. Bojaca, C.R., Schrevens, E.: Energy assessment of peri-urban horticulture and its uncertainty: Case study for Bogota, Colombia. Energy 35(5), 2109–2118 (2010)

    Article  Google Scholar 

  8. Charnes, A., Cooper, W.W., Rhodes, E.: Measuring the efficiency of decision making units. Eur. J. Oper. Res. 2, 429–444 (1978)

    Article  MathSciNet  MATH  Google Scholar 

  9. Chauhan, N.S., Mohapatra, P.K.J., Pandey, K.P.: Improving energy productivity in paddy production through benchmarking—An application of data envelopment analysis. Energy Convers. Manag. 47, 1063–1085 (2006)

    Article  Google Scholar 

  10. Cooper, W., Seiford, L.: Data Envelopment Analysis: a comprehensive text with models, applications, references and DEA-solver software. Kluwer, Massachusetts, USA (2004)

    Google Scholar 

  11. Dashora Y., Barnes J.W., Pillai R.S., Combs T., Hilliard M.: Optimized energy management for large organizations utilizing an on-site PHEV fleet, storage devices and renewable electricity generation. Energy Syst. (2012) (in press).

  12. Despotis, D.K., Stamati, L.V., Smirlis, Y.G.: Data envelopment analysis with nonlinear virtual inputs and outputs. Eur. J. Oper. Res. 202, 604–613 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  13. Djevic, M., Dimitrijevic, A.: Greenhouse energy consumption and energy efficiency. Balk. Agric. Eng. Rev. 5, 1–9 (2004)

    Google Scholar 

  14. Fan, N., Izraelevitz, D., Pan, F., Pardalos, P.M., Wang, J.: A mixed integer programming approach for optimal power grid intentional islanding. Energy Syst. 3, 77–93 (2012)

    Article  Google Scholar 

  15. Fraser, I., Cordina, D.: An application of data envelopment analysis to irrigated dairy farms in Northern Victoria, Australia. Agric. Syst. 59, 267–282 (1999)

    Article  Google Scholar 

  16. Galanopoulos, K., Aggelopoulos, S., Kamenidou, I., Mattas, K.: Assessing the effects of managerial and production practices on the efficiency of commercial pig farming. Agric. Syst. 88, 125–141 (2006)

    Article  Google Scholar 

  17. Hu, J.-L., Kao, C.-H.: Efficient energy-saving targets for APEC economies. Energy Policy 35, 373–382 (2007)

    Article  Google Scholar 

  18. Iráizoz, B., Rapún, M., Zabaleta, I.: Assessing the technical efficiency of horticultural production in Navarra, Spain. Agric. Syst. 78, 387–403 (2003)

    Article  Google Scholar 

  19. Jianbo, L.: Energy balance and economic benefits of two agroforestry systems in northern and southern China. Agric. Ecosyst. Environ. 116, 255–262 (2006)

    Article  Google Scholar 

  20. Kizilaslan, H.: Input–output energy analysis of cherries production in Tokat Province of Turkey. Appl. Energy 86, 1354–1358 (2009)

    Article  Google Scholar 

  21. Liewely, R.V., Williams, J.R.: Nonparametric analysis of technical, pure technical and scale efficiency for food crop production in East Java, Indonesia. Agric. Econ. 15, 113–126 (1996)

    Article  Google Scholar 

  22. Malana, N.M., Malano, H.M.: Benchmarking productive efficiency of selected wheat areas in Pakistan and India using data envelopment analysis. Irrig. Drain. 55, 383–394 (2006)

    Article  Google Scholar 

  23. Meul, M., Nevens, F., Reheul, D., Hofman, G.: Energy use efficiency of specialised dairy, arable and pig farms in Flanders. Agric. Ecosyst. Environ. 119, 135–144 (2007)

    Article  Google Scholar 

  24. Mohammadi, A., Tabatabaeefar, A., Shahin, S., Rafiee, S., Keyhani, A.: Energy use and economical analysis of potato production in Iran a case study: Ardabil Province. Energy Convers. Manag. 49, 3566–3570 (2008)

    Article  Google Scholar 

  25. Nassiri, S.M., Singh, S.: Study on energy use efficiency for paddy crop using data envelopment analysis (DEA) technique. Appl. Energy 86, 1320–1325 (2009)

    Article  Google Scholar 

  26. Omid, M., Ghojabeige, F., Delshad, M., Ahmadi, H.: Energy use pattern and benchmarking of selected greenhouses in Iran using data envelopment analysis. Energy Convers. Manag. (2010) (in press)

  27. Reig-Martínez, E., Picazo-Tadeo, A.J.: Analysing farming systems with Data Envelopment Analysis: Citrus farming in Spain. Agric. Syst. 82, 17–30 (2004)

    Article  Google Scholar 

  28. Salazar, J.M., Diwekar, U.M.: An efficient stochastic optimization framework for studying the impact of seasonal variation on the minimum water consumption of pulverized coal (PC) power plants. Energy Syst. 2, 263–279 (2011)

    Article  Google Scholar 

  29. Scheel, H.: EMS: efficiency measurement system users manual, Ver. 1.3, Operations Research and Wirtschaftsinformatik, University of Dortmund. Dortmund, Germany (2000) (http://www.wiso.uni-dortmund.de/lsfg/or/scheel/ems)

  30. Yamane, T.: Elementary Sampling Theory. Prentice-Hall, Englewood Cliffs, NJ (1967)

    MATH  Google Scholar 

  31. Zhang, X., Huang, G.H., Lin, Q., Yu, H.: Petroleum-contaminated groundwater remediation systems design: A data envelopment analysis based approach. Expert Syst. Appl. 36, 5666–5672 (2009)

    Article  Google Scholar 

  32. Zhou, P., Ang, B.W., Poh, K.L.: A survey of data envelopment analysis in energy and environmental studies. Eur. J. Oper. Res. 189, 1–18 (2008)

    Article  MathSciNet  MATH  Google Scholar 

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Acknowledgments

This research was supported by University of Tehran, Karaj, Iran.

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Correspondence to Zeinab Shabani.

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Shabani, Z., Rafiee, S., Mobli, H. et al. Optimization in energy consumption of carnation production using data envelopment analysis (DEA). Energy Syst 3, 325–339 (2012). https://doi.org/10.1007/s12667-012-0059-8

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  • DOI: https://doi.org/10.1007/s12667-012-0059-8

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