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Stochastic simulation model of Ankole pastoral production system: Model development and evaluation

Author

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  • Mulindwa, Henry
  • Galukande, Esau
  • Wurzinger, Maria
  • Ojango, Julie
  • Okeyo, Ally Mwai
  • Sölkner, Johann

Abstract

In the Ankole pastoral production system animals are grazed on pasture all year round. The cattle are not supplemented with conserved pasture or commercial feed except minerals. The large number of factors that influence production makes it impractical and expensive to use field trials to explore all the farm system options. A model of a pastoral production system was developed to provide a tool for developing and testing the system; for example, drying off animals early and supplement them for quick return on heat, testing the economic and ecological viability of the different stocking rates. The model links climate information, on a monthly basis, with dynamic, stochastic component-models for pasture growth and animal production, as well as management policies. Some of the component models were developed and published by other authors but are modified to suit the Ankole pastoral conditions. The model outputs were compared with on-farm data collected over 3 years and data collected for other on-farm studies in the region. The relative prediction error (RPE) values for body weight after weaning across both breeds ranged from 3% to 12% which is below the acceptable 20% and means that the model predicts post weaning growth with an average error of 7.5%. The model predicted pasture production and milk yield across seasons with relative prediction errors of 17.6% and 3.33%, respectively. The graph shapes of actual and predicted average daily milk yield as influenced by season (month of the year) were similar. Because pasture growth and milk production predictions were acceptable, economic predictions can be made using the model to test different management options such as seasonal breeding, alterations in lactation length and determination of appropriate off-takes and evaluation of economic viability of various stocking rates.

Suggested Citation

  • Mulindwa, Henry & Galukande, Esau & Wurzinger, Maria & Ojango, Julie & Okeyo, Ally Mwai & Sölkner, Johann, 2011. "Stochastic simulation model of Ankole pastoral production system: Model development and evaluation," Ecological Modelling, Elsevier, vol. 222(20), pages 3692-3700.
    • Handle: RePEc:eee:ecomod:v:222:y:2011:i:20:p:3692-3700
    DOI: 10.1016/j.ecolmodel.2011.08.027
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    References listed on IDEAS

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    1. Diaz-Solis, H. & Kothmann, M. M. & Hamilton, W. T. & Grant, W. E., 2003. "A simple ecological sustainability simulator (SESS) for stocking rate management on semi-arid grazinglands," Agricultural Systems, Elsevier, vol. 76(2), pages 655-680, May.
    2. McCall, D. G. & Bishop-Hurley, G. J., 2003. "A pasture growth model for use in a whole-farm dairy production model," Agricultural Systems, Elsevier, vol. 76(3), pages 1183-1205, June.
    3. Bryant, Jeremy & Lopez-Villalobos, Nicolas & Holmes, Colin & Pryce, Jennie & Rossi, Jose & Macdonald, Kevin, 2008. "Development and evaluation of a pastoral simulation model that predicts dairy cattle performance based on animal genotype and environmental sensitivity information," Agricultural Systems, Elsevier, vol. 97(1-2), pages 13-25, April.
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