IDEAS home Printed from https://ideas.repec.org/a/caa/jnlage/v55y2009i10id2601-agricecon.html
   My bibliography  Save this article

Combination of linear and weighted goal programming with penalty function in optimisation of a daily dairy cow ration

Author

Listed:
  • J. Žgajnar

    (Biotechnical Faculty, University of Ljubljana, Biotechnical Faculty, Domžale, Slovenia)

  • L. Juvančič

    (Biotechnical Faculty, University of Ljubljana, Biotechnical Faculty, Domžale, Slovenia)

  • S. Kavčič

    (Biotechnical Faculty, University of Ljubljana, Biotechnical Faculty, Domžale, Slovenia)

Abstract

The aim of the paper is to present a developed spreadsheet tool for the formulation of a daily dairy cow ration. It is constructed on the basis of two linked sub-models developed on the MS Excel platform. It merges the common linear programming model and the weighted-goal programming model with a penalty function. The first sub-model is included in the tool to make an estimate of the least-cost magnitude that might be expected. The obtained result is entered into the second sub-model as the goal that should be met as closely as possible. The tool was tested at two different values of preferential weights for dairy cows with a 25 kg daily milk yield. The results obtained confirm the benefits of the applied approach. In contrast to the common linear program tools, which terminate at formulation of the least-cost ration, our tool provides more efficient rations (in both economic and nutritive terms) by fine-tuning the nutritive goals and by allowing for harmless deviations from these goals by application of penalty functions.

Suggested Citation

  • J. Žgajnar & L. Juvančič & S. Kavčič, 2009. "Combination of linear and weighted goal programming with penalty function in optimisation of a daily dairy cow ration," Agricultural Economics, Czech Academy of Agricultural Sciences, vol. 55(10), pages 492-500.
  • Handle: RePEc:caa:jnlage:v:55:y:2009:i:10:id:2601-agricecon
    DOI: 10.17221/2601-AGRICECON
    as

    Download full text from publisher

    File URL: http://agricecon.agriculturejournals.cz/doi/10.17221/2601-AGRICECON.html
    Download Restriction: free of charge

    File URL: http://agricecon.agriculturejournals.cz/doi/10.17221/2601-AGRICECON.pdf
    Download Restriction: free of charge

    File URL: https://libkey.io/10.17221/2601-AGRICECON?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. Rehman, Tahir & Romero, Carlos, 1984. "Multiple-criteria decision-making techniques and their role in livestock ration formulation," Agricultural Systems, Elsevier, vol. 15(1), pages 23-49.
    2. Frederick V. Waugh, 1951. "The Minimum-Cost Dairy FeedAn Application of "Linear Programming"," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 33(3), pages 299-310.
    3. Rehman, Tahir & Romero, Carlos, 1987. "Goal programming with penalty functions and livestock ration formulation," Agricultural Systems, Elsevier, vol. 23(2), pages 117-132.
    4. Lara, Pablo & Romero, Carlos, 1994. "Relaxation of nutrient requirements on livestock rations through interactive multigoal programming," Agricultural Systems, Elsevier, vol. 45(4), pages 443-453.
    5. Tamiz, Mehrdad & Jones, Dylan & Romero, Carlos, 1998. "Goal programming for decision making: An overview of the current state-of-the-art," European Journal of Operational Research, Elsevier, vol. 111(3), pages 569-581, December.
    6. Lara, Pablo, 1993. "Multiple objective fractional programming and livestock ration formulation: A case study for dairy cow diets in Spain," Agricultural Systems, Elsevier, vol. 41(3), pages 321-334.
    7. Rehman, T. & Romero, C., 1993. "The application of the MCDM paradigm to the management of agricultural systems: Some basic considerations," Agricultural Systems, Elsevier, vol. 41(3), pages 239-255.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Danijel Mijić & Grujica Vico & Božidar Popović & Nataša Popović & Miloš Ljubojević & Mihajlo Savić, 2024. "OPTIMILK: A Web-Based Tool for Least-Cost Dairy Ration Optimization Using Linear Programming," Agriculture, MDPI, vol. 14(9), pages 1-19, September.

    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. Babic, Zoran & Peric, Tunjo, 2011. "Optimization of livestock feed blend by use of goal programming," International Journal of Production Economics, Elsevier, vol. 130(2), pages 218-223, April.
    2. Rosshairy Abd. Rahman & Graham Kendall & Razamin Ramli & Zainoddin Jamari & Ku Ruhana Ku-Mahamud, 2017. "Shrimp Feed Formulation via Evolutionary Algorithm with Power Heuristics for Handling Constraints," Complexity, Hindawi, vol. 2017, pages 1-12, November.
    3. Zgajnar, Jaka & Kavcic, Stane, 2011. "Weighted Goal Programming and Penalty Functions: Whole-farm Planning Approach Under Risk," 2011 International Congress, August 30-September 2, 2011, Zurich, Switzerland 118033, European Association of Agricultural Economists.
    4. Jaka ZGAJNAR & Stane KAVCIC, 2016. "Optimal allocation of production resources under uncertainty: Application of the muliticriteria approach," Agricultural Economics, Czech Academy of Agricultural Sciences, vol. 62(12), pages 556-565.
    5. Castrodeza, Carmen & Lara, Pablo & Pena, Teresa, 2005. "Multicriteria fractional model for feed formulation: economic, nutritional and environmental criteria," Agricultural Systems, Elsevier, vol. 86(1), pages 76-96, October.
    6. Andrés Weintraub & Carlos Romero, 2006. "Operations Research Models and the Management of Agricultural and Forestry Resources: A Review and Comparison," Interfaces, INFORMS, vol. 36(5), pages 446-457, October.
    7. Torres-Rojo, J. M., 2001. "Risk management in the design of a feeding ration: a portfolio theory approach," Agricultural Systems, Elsevier, vol. 68(1), pages 1-20, April.
    8. Stelios Rozakis & Alexandra Sintori & Konstantinos Tsiboukas, 2009. "Utility-derived Supply Function of Sheep Milk: The Case of Etoloakarnania, Greece," Working Papers 2009-11, Agricultural University of Athens, Department Of Agricultural Economics.
    9. Notte, Gastón & Pedemonte, Martín & Cancela, Héctor & Chilibroste, Pablo, 2016. "Resource allocation in pastoral dairy production systems: Evaluating exact and genetic algorithms approaches," Agricultural Systems, Elsevier, vol. 148(C), pages 114-123.
    10. Arriaza Balmón, Manuel & Gomez-Limon, Jose Antonio, 2002. "Comparative Performance of Selected Mathematical Programming Models," 2002 International Congress, August 28-31, 2002, Zaragoza, Spain 24792, European Association of Agricultural Economists.
    11. Tozer, P. R. & Stokes, J. R., 2001. "A multi-objective programming approach to feed ration balancing and nutrient management," Agricultural Systems, Elsevier, vol. 67(3), pages 201-215, March.
    12. Tipparat Pongthanapanich, 2003. "Review of Mathematical Programming for Coastal Land Use Optimization," Working Papers 52/2003, University of Southern Denmark, Department of Sociology, Environmental and Business Economics.
    13. J. Contreras & H. Lara & G. Nouel-Borges, 2019. "A mixed integer nonlinear programming model for biomass production," Operational Research, Springer, vol. 19(1), pages 39-57, March.
    14. Sintori, Alexandra & Rozakis, Stelios & Tsiboukas, Kostas, 2009. "Multiple goals in farmers’ decision making: The case of sheep farming in Western Greece," 83rd Annual Conference, March 30 - April 1, 2009, Dublin, Ireland 51075, Agricultural Economics Society.
    15. Carlin C. F. Chu & Simon S. W. Li, 2024. "A multiobjective optimization approach for threshold determination in extreme value analysis for financial time series," Computational Management Science, Springer, vol. 21(1), pages 1-14, June.
    16. Janssen, Sander & van Ittersum, Martin K., 2007. "Assessing farm innovations and responses to policies: A review of bio-economic farm models," Agricultural Systems, Elsevier, vol. 94(3), pages 622-636, June.
    17. Demirci, Mehmet & Bettinger, Pete, 2015. "Using mixed integer multi-objective goal programming for stand tending block designation: A case study from Turkey," Forest Policy and Economics, Elsevier, vol. 55(C), pages 28-36.
    18. Fleskens, Luuk & Graaff, Jan de, 2010. "Conserving natural resources in olive orchards on sloping land: Alternative goal programming approaches towards effective design of cross-compliance and agri-environmental measures," Agricultural Systems, Elsevier, vol. 103(8), pages 521-534, October.
    19. Zgajnar, Jaka & Kavcic, Stane, 2012. "Farm management support based on mathematical programming; an example of fertilization planning," Agroeconomia Croatica, Croatian Society of Agricultural Economists, vol. 2(1), pages 1-8, March.
    20. G Mavrotas & E Georgopoulou & S Mirasgedis & Y Sarafidis & D Lalas & V Hontou & N Gakis, 2009. "Multi-objective combinatorial optimization for selecting best available techniques (BAT) in the industrial sector: the COMBAT tool," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 60(7), pages 906-920, July.

    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:caa:jnlage:v:55:y:2009:i:10:id:2601-agricecon. 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: Ivo Andrle (email available below). General contact details of provider: https://www.cazv.cz/en/home/ .

    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.