IDEAS home Printed from https://ideas.repec.org/a/eee/energy/v36y2011i8p5140-5147.html
   My bibliography  Save this article

Determination and modelling of energy consumption in wheat production using neural networks: “A case study in Canterbury province, New Zealand”

Author

Listed:
  • Safa, M.
  • Samarasinghe, S.

Abstract

This study was conducted on irrigated and dryland wheat fields in Canterbury in the 2007–2008 harvest year based on an extensive process of data collection involving a questionnaire and interviews. Total energy consumption in wheat production was estimated at 22,566 MJ/ha. On average, fertilizer and electricity were used more than other energy sources, at around 10,654 (47%) and 4870 (22%) MJ/ha, respectively. The energy consumption for wheat production in irrigated and dryland farming systems was estimated at 25,600 and 17,458 MJ/ha, respectively.

Suggested Citation

  • Safa, M. & Samarasinghe, S., 2011. "Determination and modelling of energy consumption in wheat production using neural networks: “A case study in Canterbury province, New Zealand”," Energy, Elsevier, vol. 36(8), pages 5140-5147.
    • Handle: RePEc:eee:energy:v:36:y:2011:i:8:p:5140-5147
    DOI: 10.1016/j.energy.2011.06.016
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0360544211003938
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.energy.2011.06.016?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Thomas Heinzow & Richard S.J. Tol, 2003. "Prediction Of Crop Yields Across Four Climate Zones In Germany: An Artificial Neural Network Approach," Working Papers FNU-34, Research unit Sustainability and Global Change, Hamburg University, revised Sep 2003.
    2. Mani, Indra & Kumar, Pradeep & Panwar, J.S. & Kant, Kamal, 2007. "Variation in energy consumption in production of wheat–maize with varying altitudes in hilly regions of Himachal Pradesh, India," Energy, Elsevier, vol. 32(12), pages 2336-2339.
    3. Baruah, Debendra C. & Bora, Ganesh C., 2008. "Energy demand forecast for mechanized agriculture in rural India," Energy Policy, Elsevier, vol. 36(7), pages 2628-2636, July.
    4. Karkacier, Osman & Gokalp Goktolga, Z. & Cicek, Adnan, 2006. "A regression analysis of the effect of energy use in agriculture," Energy Policy, Elsevier, vol. 34(18), pages 3796-3800, December.
    5. Jebaraj, S. & Iniyan, S., 2006. "A review of energy models," Renewable and Sustainable Energy Reviews, Elsevier, vol. 10(4), pages 281-311, August.
    6. Kizilaslan, Halil, 2009. "Input-output energy analysis of cherries production in Tokat Province of Turkey," Applied Energy, Elsevier, vol. 86(7-8), pages 1354-1358, July.
    7. Ozkan, Burhan & Akcaoz, Handan & Fert, Cemal, 2004. "Energy input–output analysis in Turkish agriculture," Renewable Energy, Elsevier, vol. 29(1), pages 39-51.
    8. Hatirli, Selim Adem & Ozkan, Burhan & Fert, Cemal, 2006. "Energy inputs and crop yield relationship in greenhouse tomato production," Renewable Energy, Elsevier, vol. 31(4), pages 427-438.
    9. Ozkan, Burhan & Fert, Cemal & Karadeniz, C. Feyza, 2007. "Energy and cost analysis for greenhouse and open-field grape production," Energy, Elsevier, vol. 32(8), pages 1500-1504.
    10. Al-Ghandoor, A. & Jaber, J.O. & Al-Hinti, I. & Mansour, I.M., 2009. "Residential past and future energy consumption: Potential savings and environmental impact," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(6-7), pages 1262-1274, August.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Fadavi, Raheleh & Samavatean, Naiemeh & Keyhani, Alireza & Saied, Seyyed, 2012. "An Analysis of Improving Energy use with Data Envelopment Analysis in Apple Orchard," Asian Journal of Agriculture and Rural Development, Asian Economic and Social Society (AESS), vol. 2(02), pages 1-11, June.
    2. Tabatabaie, Seyed Mohammad Hossein & Rafiee, Shahin & Keyhani, Alireza & Heidari, Mohammad Davoud, 2013. "Energy use pattern and sensitivity analysis of energy inputs and input costs for pear production in Iran," Renewable Energy, Elsevier, vol. 51(C), pages 7-12.
    3. Elsoragaby, Suha & Yahya, Azmi & Mahadi, Muhammad Razif & Nawi, Nazmi Mat & Mairghany, Modather, 2019. "Energy utilization in major crop cultivation," Energy, Elsevier, vol. 173(C), pages 1285-1303.
    4. Unakitan, G. & Hurma, H. & Yilmaz, F., 2010. "An analysis of energy use efficiency of canola production in Turkey," Energy, Elsevier, vol. 35(9), pages 3623-3627.
    5. R. Fadavi & A. Keyhani & S.S. Mohtasebi, 2011. "An analysis of energy use, input costs and relation between energy inputs and yield of apple orchard," Research in Agricultural Engineering, Czech Academy of Agricultural Sciences, vol. 57(3), pages 88-96.
    6. Pishgar-Komleh, Seyyed Hassan & Keyhani, Alireza & Mostofi-Sarkari, Mohammad Reza & Jafari, Ali, 2012. "Energy and economic analysis of different seed corn harvesting systems in Iran," Energy, Elsevier, vol. 43(1), pages 469-476.
    7. Mohammadi, Ali & Rafiee, Shahin & Mohtasebi, Seyed Saeid & Rafiee, Hamed, 2010. "Energy inputs – yield relationship and cost analysis of kiwifruit production in Iran," Renewable Energy, Elsevier, vol. 35(5), pages 1071-1075.
    8. Rajabi Hamedani, Sara & Keyhani, Alireza & Alimardani, Reza, 2011. "Energy use patterns and econometric models of grape production in Hamadan province of Iran," Energy, Elsevier, vol. 36(11), pages 6345-6351.
    9. Yuan, Shen & Peng, Shaobing & Wang, Dong & Man, Jianguo, 2018. "Evaluation of the energy budget and energy use efficiency in wheat production under various crop management practices in China," Energy, Elsevier, vol. 160(C), pages 184-191.
    10. Ghatrehsamani, Shirin & Ebrahimi, Rahim & Kazi, Salim Newaz & Badarudin Badry, Ahmad & Sadeghinezhad, Emad, 2016. "Optimization model of peach production relevant to input energies – Yield function in Chaharmahal va Bakhtiari province, Iran," Energy, Elsevier, vol. 99(C), pages 315-321.
    11. Nan Li & Hailin Mu & Huanan Li & Shusen Gui, 2012. "Diesel Consumption of Agriculture in China," Energies, MDPI, vol. 5(12), pages 1-24, December.
    12. Unakıtan, Gökhan & Aydın, Başak, 2018. "A comparison of energy use efficiency and economic analysis of wheat and sunflower production in Turkey: A case study in Thrace Region," Energy, Elsevier, vol. 149(C), pages 279-285.
    13. Özgöz, Engin & Altuntaş, Ebubekir & Asiltürk, Murat, 2017. "Effects of soil tillage on energy use in potato farming in Central Anatolia of Turkey," Energy, Elsevier, vol. 141(C), pages 1517-1523.
    14. Singh, Pritpal & Singh, Gurdeep & Sodhi, G.P.S., 2019. "Energy auditing and optimization approach for improving energy efficiency of rice cultivation in south-western Punjab, India," Energy, Elsevier, vol. 174(C), pages 269-279.
    15. Mohammadi, Ali & Omid, Mahmoud, 2010. "Economical analysis and relation between energy inputs and yield of greenhouse cucumber production in Iran," Applied Energy, Elsevier, vol. 87(1), pages 191-196, January.
    16. Djevic, M. & Dimitrijevic, A., 2009. "Energy consumption for different greenhouse constructions," Energy, Elsevier, vol. 34(9), pages 1325-1331.
    17. Kaur, Karman & Prasad, Narayan & Prasad, Narayan, 2021. "Modelling Input Energy Used in Wheat Production in India Using Artificial Neural Network," 2021 Conference, August 17-31, 2021, Virtual 315051, International Association of Agricultural Economists.
    18. Kazemi, Hossein & Bourkheili, Saeid Hassanpour & Kamkar, Behnam & Soltani, Afshin & Gharanjic, Kambiz & Nazari, Noor Mohammad, 2016. "Estimation of greenhouse gas (GHG) emission and energy use efficiency (EUE) analysis in rainfed canola production (case study: Golestan province, Iran)," Energy, Elsevier, vol. 116(P1), pages 694-700.
    19. Muhammad N. Ashraf & Muhammad H. Mahmood & Muhammad Sultan & Redmond R. Shamshiri & Sobhy M. Ibrahim, 2021. "Investigation of Energy Consumption and Associated CO 2 Emissions for Wheat–Rice Crop Rotation Farming," Energies, MDPI, vol. 14(16), pages 1-18, August.
    20. Jackson, Tamara M. & Khan, Shahbaz & Hafeez, Mohsin, 2010. "A comparative analysis of water application and energy consumption at the irrigated field level," Agricultural Water Management, Elsevier, vol. 97(10), pages 1477-1485, October.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:energy:v:36:y:2011:i:8:p:5140-5147. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/energy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.