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Simulating cocoa production: A review of modelling approaches and gaps

Author

Listed:
  • Tosto, Ambra
  • Morales, Alejandro
  • Rahn, Eric
  • Evers, Jochem B.
  • Zuidema, Pieter A.
  • Anten, Niels P.R.

Abstract

Cocoa is an important commodity crop and source of income for millions of small-holder farmers. Nonetheless, questions on cocoa tree functioning, best management practices and climate change responses remain. Modelling is a powerful tool to address these questions, complementing experimental work that is expensive and time consuming due to the long productive cycle of the cocoa system. However, compared to other crops, cocoa modelling has not received as much attention. OBJECTIVE: We reviewed existing cocoa models and identified the main gaps in the literature and possible strategies to advance models of cocoa production.

Suggested Citation

  • Tosto, Ambra & Morales, Alejandro & Rahn, Eric & Evers, Jochem B. & Zuidema, Pieter A. & Anten, Niels P.R., 2023. "Simulating cocoa production: A review of modelling approaches and gaps," Agricultural Systems, Elsevier, vol. 206(C).
    • Handle: RePEc:eee:agisys:v:206:y:2023:i:c:s0308521x23000197
    DOI: 10.1016/j.agsy.2023.103614
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    References listed on IDEAS

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    1. Zuidema, Pieter A. & Leffelaar, Peter A. & Gerritsma, Wouter & Mommer, Liesje & Anten, Niels P.R., 2005. "A physiological production model for cocoa (Theobroma cacao): model presentation, validation and application," Agricultural Systems, Elsevier, vol. 84(2), pages 195-225, May.
    2. Fábio M. DaMatta & Eric Rahn & Peter Läderach & Raquel Ghini & José C. Ramalho, 2019. "Why could the coffee crop endure climate change and global warming to a greater extent than previously estimated?," Climatic Change, Springer, vol. 152(1), pages 167-178, January.
    3. Rodríguez, Daniel & Cure, José Ricardo & Cotes, José Miguel & Gutierrez, Andrew Paul & Cantor, Fernando, 2011. "A coffee agroecosystem model: I. Growth and development of the coffee plant," Ecological Modelling, Elsevier, vol. 222(19), pages 3626-3639.
    4. Raquel Ghini & André Torre-Neto & Anamaria Dentzien & Oliveiro Guerreiro-Filho & Regiane Iost & Flávia Patrício & Jeanne Prado & Roberto Thomaziello & Wagner Bettiol & Fábio DaMatta, 2015. "Coffee growth, pest and yield responses to free-air CO 2 enrichment," Climatic Change, Springer, vol. 132(2), pages 307-320, September.
    5. Asante, Paulina A. & Rozendaal, Danaё M.A. & Rahn, Eric & Zuidema, Pieter A. & Quaye, Amos K. & Asare, Richard & Läderach, Peter & Anten, Niels P.R., 2021. "Unravelling drivers of high variability of on-farm cocoa yields across environmental gradients in Ghana," Agricultural Systems, Elsevier, vol. 193(C).
    6. Desiere, Sam & Jolliffe, Dean, 2018. "Land productivity and plot size: Is measurement error driving the inverse relationship?," Journal of Development Economics, Elsevier, vol. 130(C), pages 84-98.
    7. Andrew J. Keith & Darryl K. Ahner, 2021. "A survey of decision making and optimization under uncertainty," Annals of Operations Research, Springer, vol. 300(2), pages 319-353, May.
    8. Abdulai, Issaka & Hoffmann, Munir P. & Jassogne, Laurence & Asare, Richard & Graefe, Sophie & Tao, Hsiao-Hang & Muilerman, Sander & Vaast, Philippe & Van Asten, Piet & Läderach, Peter & Rötter, Reimun, 2020. "Variations in yield gaps of smallholder cocoa systems and the main determining factors along a climate gradient in Ghana," Agricultural Systems, Elsevier, vol. 181(C).
    9. De Groote, Hugo & Traore, Oumar, 2005. "The cost of accuracy in crop area estimation," Agricultural Systems, Elsevier, vol. 84(1), pages 21-38, April.
    10. Pretzsch, Hans & Forrester, David I. & Rötzer, Thomas, 2015. "Representation of species mixing in forest growth models. A review and perspective," Ecological Modelling, Elsevier, vol. 313(C), pages 276-292.
    11. Mahrizal & L. Lanier Nalley & Bruce L. Dixon & Jennie S. Popp, 2014. "An optimal phased replanting approach for cocoa trees with application to Ghana," Agricultural Economics, International Association of Agricultural Economists, vol. 45(3), pages 291-302, May.
    12. P. Läderach & A. Martinez-Valle & G. Schroth & N. Castro, 2013. "Predicting the future climatic suitability for cocoa farming of the world’s leading producer countries, Ghana and Côte d’Ivoire," Climatic Change, Springer, vol. 119(3), pages 841-854, August.
    13. Ebunoluwa O. Ajagun & George Ashiagbor & Winston A. Asante & Benjamin A. Gyampoh & Kwasi A. Obirikorang & Emmanuel Acheampong, 2022. "Cocoa eats the food: expansion of cocoa into food croplands in the Juabeso District, Ghana," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 14(2), pages 451-470, April.
    14. Asante, Paulina A. & Rahn, Eric & Zuidema, Pieter A. & Rozendaal, Danaё M.A. & van der Baan, Maris E.G. & Läderach, Peter & Asare, Richard & Cryer, Nicholas C. & Anten, Niels P.R., 2022. "The cocoa yield gap in Ghana: A quantification and an analysis of factors that could narrow the gap," Agricultural Systems, Elsevier, vol. 201(C).
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