IDEAS home Printed from https://ideas.repec.org/a/eee/ecomod/v371y2018icp76-89.html
   My bibliography  Save this article

Exploring adaptation strategies of coffee production to climate change using a process-based model

Author

Listed:
  • Rahn, Eric
  • Vaast, Philippe
  • Läderach, Peter
  • van Asten, Piet
  • Jassogne, Laurence
  • Ghazoul, Jaboury

Abstract

The response of coffee (Coffea arabica L.) agronomical performance to changes in climate and atmospheric carbon dioxide concentration ([CO2]) is uncertain. Improving our understanding of potential responses of the coffee plant to these changes while taking into consideration agricultural management is required for identifying best-bet adaptation strategies. A mechanistic crop modelling approach enables the inclusion of a wide range of prior knowledge and an evaluation of assumptions. We adapt a model by connecting it to spatially variable soil and climate data, by which we are able to calculate yield of rain-fed coffee on a daily time-step. The model takes account of variation in microclimate and water use as influenced by shade trees. The approach is exemplified at two East African sites with distinctly different climates (Mt. Elgon, Uganda, and Mt. Kilimanjaro, Tanzania) using a global sensitivity analysis for evaluation of model behavior and prior parameter uncertainty assessment. We use the climate scenario driven by the Hadley Global Environment Model 2-Earth System representative for the year 2050 to discuss potential responses of the coffee plant to interactions of elevated [CO2], temperature, and water availability. We subsequently explore the potential for adaptation to this scenario through shade management. The results indicate that under current climatic conditions optimal shade cover at low elevations (1000 m.a.s.l.) is 50%, provided soil water storage capacity is sufficient, enabling a 13.5% increase in coffee yield compared to unshaded systems. Coffee plants are expected to be severely impacted (ranging from 18% to 32% coffee yield reductions) at low elevations by increased temperature (+2.5 °C) and drought stress when no elevated [CO2] is assumed. Water competition between coffee and shade trees are projected to be a severe limitation in the future, requiring careful selection of appropriate shade tree species or the adoption of other technologies like conservation measures or irrigation. The [CO2]-fertilization effect could potentially mitigate the negative effect of temperature increase and drought stress up to 13–21% depending on site conditions and will increase yield at higher altitudes. High uncertainty remains regarding impacts of climate change on flowering. The presented model allows for estimating the optimal shade level along environmental gradients now and in the future. Overall, it shows that shade proves to be an important adaptation strategy, but this requires improved understanding regarding site-specific management and selection of tree species. Moreover, we do not yet include climate change uncertainty.

Suggested Citation

  • Rahn, Eric & Vaast, Philippe & Läderach, Peter & van Asten, Piet & Jassogne, Laurence & Ghazoul, Jaboury, 2018. "Exploring adaptation strategies of coffee production to climate change using a process-based model," Ecological Modelling, Elsevier, vol. 371(C), pages 76-89.
  • Handle: RePEc:eee:ecomod:v:371:y:2018:i:c:p:76-89
    DOI: 10.1016/j.ecolmodel.2018.01.009
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0304380018300322
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ecolmodel.2018.01.009?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. 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. Luedeling, Eike & Smethurst, Philip J. & Baudron, Frédéric & Bayala, Jules & Huth, Neil I. & van Noordwijk, Meine & Ong, Chin K. & Mulia, Rachmat & Lusiana, Betha & Muthuri, Catherine & Sinclair, Ferg, 2016. "Field-scale modeling of tree–crop interactions: Challenges and development needs," Agricultural Systems, Elsevier, vol. 142(C), pages 51-69.
    3. Christian Bunn & Peter Läderach & Oriana Ovalle Rivera & Dieter Kirschke, 2015. "A bitter cup: climate change profile of global production of Arabica and Robusta coffee," Climatic Change, Springer, vol. 129(1), pages 89-101, March.
    4. Makowski, David & Naud, Cédric & Jeuffroy, Marie-Hélène & Barbottin, Aude & Monod, Hervé, 2006. "Global sensitivity analysis for calculating the contribution of genetic parameters to the variance of crop model prediction," Reliability Engineering and System Safety, Elsevier, vol. 91(10), pages 1142-1147.
    5. Saltelli, Andrea & Bolado, Ricardo, 1998. "An alternative way to compute Fourier amplitude sensitivity test (FAST)," Computational Statistics & Data Analysis, Elsevier, vol. 26(4), pages 445-460, February.
    6. Lima Martins & Marcelo Tomaz & Fernando Lidon & Fábio DaMatta & José Ramalho, 2014. "Combined effects of elevated [CO 2 ] and high temperature on leaf mineral balance in Coffea spp. plants," Climatic Change, Springer, vol. 126(3), pages 365-379, October.
    7. 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.
    8. Ben D. MacArthur & Richard O. C. Oreffo, 2005. "Bridging the gap," Nature, Nature, vol. 433(7021), pages 19-19, January.
    9. K.J. Boote & J.W. Jones & G. Hoogenboom & J.W. White, 2010. "The Role of Crop Systems Simulation in Agriculture and Environment," International Journal of Agricultural and Environmental Information Systems (IJAEIS), IGI Global, vol. 1(1), pages 41-54, January.
    10. Götz Schroth & Peter Laderach & Jan Dempewolf & Stacy Philpott & Jeremy Haggar & Hallie Eakin & Teresa Castillejos & Jaime Garcia Moreno & Lorena Soto Pinto & Ricardo Hernandez & Anton Eitzinger & Jul, 2009. "Towards a climate change adaptation strategy for coffee communities and ecosystems in the Sierra Madre de Chiapas, Mexico," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 14(7), pages 605-625, October.
    11. 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.
    12. Christopher P. O. Reyer & Michael Flechsig & Petra Lasch-Born & Marcel Oijen, 2016. "Integrating parameter uncertainty of a process-based model in assessments of climate change effects on forest productivity," Climatic Change, Springer, vol. 137(3), pages 395-409, August.
    13. Detlef Vuuren & Jae Edmonds & Mikiko Kainuma & Keywan Riahi & Allison Thomson & Kathy Hibbard & George Hurtt & Tom Kram & Volker Krey & Jean-Francois Lamarque & Toshihiko Masui & Malte Meinshausen & N, 2011. "The representative concentration pathways: an overview," Climatic Change, Springer, vol. 109(1), pages 5-31, November.
    14. Forrester, David I., 2014. "A stand-level light interception model for horizontally and vertically heterogeneous canopies," Ecological Modelling, Elsevier, vol. 276(C), pages 14-22.
    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. Jezeer, Rosalien E. & Santos, Maria J. & Verweij, Pita A. & Boot, René G.A. & Clough, Yann, 2019. "Benefits for multiple ecosystem services in Peruvian coffee agroforestry systems without reducing yield," Ecosystem Services, Elsevier, vol. 40(C).
    2. Rigal, Clément & Xu, Jianchu & Hu, Guilin & Qiu, Minghua & Vaast, Philippe, 2020. "Coffee production during the transition period from monoculture to agroforestry systems in near optimal growing conditions, in Yunnan Province," Agricultural Systems, Elsevier, vol. 177(C).
    3. Francesco Bandarin & Enrico Ciciotti & Marco Cremaschi & Giovanna Madera & Paolo Perulli & Diana Shendrikova, 2020. "Which Future for Cities after COVID-19 An international Survey," Reports, Fondazione Eni Enrico Mattei, October.
    4. Kouadio, Louis & Tixier, Philippe & Byrareddy, Vivekananda & Marcussen, Torben & Mushtaq, Shahbaz & Rapidel, Bruno & Stone, Roger, 2021. "Performance of a process-based model for predicting robusta coffee yield at the regional scale in Vietnam," Ecological Modelling, Elsevier, vol. 443(C).
    5. Clément, Rigal & Tuan, Duong & Cuong, Vo & Le Van, Bon & Trung, Hoang quôc & Long, Chau Thi Minh, 2023. "Transitioning from Monoculture to Mixed Cropping Systems: The Case of Coffee, Pepper, and Fruit Trees in Vietnam," Ecological Economics, Elsevier, vol. 214(C).
    6. Meine van Noordwijk & Richard Coe & Fergus L. Sinclair & Eike Luedeling & Jules Bayala & Catherine W. Muthuri & Peter Cooper & Roeland Kindt & Lalisa Duguma & Christine Lamanna & Peter A. Minang, 2021. "Climate change adaptation in and through agroforestry: four decades of research initiated by Peter Huxley," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 26(5), pages 1-33, June.
    7. Nicolò Golinucci & Nicolò Stevanato & Federica Inzoli & Mohammad Amin Tahavori & Negar Namazifard & Lamya Hussain & Benedetta Camilli & Matteo Vincenzo Rocco & Emanuela Colombo, 2020. "Comprehensive and Integrated Impact Assessment Framework for Development Policies Evaluation: Definition and Application To Kenya," Reports, Fondazione Eni Enrico Mattei, November.
    8. Aniseh S. Bro, 2020. "Climate Change Adaptation, Food Security, and Attitudes toward Risk among Smallholder Coffee Farmers in Nicaragua," Sustainability, MDPI, vol. 12(17), pages 1-17, August.
    9. Gino B. Bianco, 2020. "Climate change adaptation, coffee, and corporate social responsibility: challenges and opportunities," International Journal of Corporate Social Responsibility, Springer, vol. 5(1), pages 1-13, December.
    10. Yen Pham & Kathryn Reardon-Smith & Shahbaz Mushtaq & Geoff Cockfield, 2019. "The impact of climate change and variability on coffee production: a systematic review," Climatic Change, Springer, vol. 156(4), pages 609-630, October.
    11. Luca Di Corato & Tsegaye Ginbo, 2020. "Climate change and coffee farm relocation in Ethiopia: a real-options approach," Working Papers 2020:02, Department of Economics, University of Venice "Ca' Foscari".
    12. Muhammad Faraz & Valentina Mereu & Donatella Spano & Antonio Trabucco & Serena Marras & Daniel El Chami, 2023. "A Systematic Review of Analytical and Modelling Tools to Assess Climate Change Impacts and Adaptation on Coffee Agrosystems," Sustainability, MDPI, vol. 15(19), pages 1-19, October.
    13. Ceballos-Sierra, Federico & Dall'Erba, Sandy, 2021. "The effect of climate variability on Colombian coffee productivity: A dynamic panel model approach," Agricultural Systems, Elsevier, vol. 190(C).
    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).
    15. Nicolò Golinucci & Nicolò Stevanato & Negar Namazifard & Mohammad Amin Tahavori & Lamya Adil Sulliman Hussain & Benedetta Camilli & Federica Inzoli & Matteo Vincenzo Rocco & Emanuela Colombo, 2022. "Comprehensive and Integrated Impact Assessment Framework for Development Policies Evaluation: Definition and Application to Kenyan Coffee Sector," Energies, MDPI, vol. 15(9), pages 1-19, April.
    16. Tsegaye Ginbo, 2022. "Heterogeneous impacts of climate change on crop yields across altitudes in Ethiopia," Climatic Change, Springer, vol. 170(1), pages 1-21, January.

    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. 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).
    2. Ceballos-Sierra, Federico & Dall'Erba, Sandy, 2021. "The effect of climate variability on Colombian coffee productivity: A dynamic panel model approach," Agricultural Systems, Elsevier, vol. 190(C).
    3. Fabian Y. F. Verhage & Niels P. R. Anten & Paulo C. Sentelhas, 2017. "Carbon dioxide fertilization offsets negative impacts of climate change on Arabica coffee yield in Brazil," Climatic Change, Springer, vol. 144(4), pages 671-685, October.
    4. Kouadio, Louis & Tixier, Philippe & Byrareddy, Vivekananda & Marcussen, Torben & Mushtaq, Shahbaz & Rapidel, Bruno & Stone, Roger, 2021. "Performance of a process-based model for predicting robusta coffee yield at the regional scale in Vietnam," Ecological Modelling, Elsevier, vol. 443(C).
    5. Xie, Yalin & Lei, Xiangdong & Shi, Jingning, 2020. "Impacts of climate change on biological rotation of Larix olgensis plantations for timber production and carbon storage in northeast China using the 3-PGmix model," Ecological Modelling, Elsevier, vol. 435(C).
    6. Luca Di Corato & Tsegaye Ginbo, 2020. "Climate change and coffee farm relocation in Ethiopia: a real-options approach," Working Papers 2020:02, Department of Economics, University of Venice "Ca' Foscari".
    7. Götz Schroth & Peter Läderach & Armando Isaac Martinez-Valle & Christian Bunn, 2017. "From site-level to regional adaptation planning for tropical commodities: cocoa in West Africa," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 22(6), pages 903-927, August.
    8. Celia Ruiz-de-Oña & Patricia Rivera-Castañeda & Yair Merlín-Uribe, 2019. "Coffee, Migration and Climatic Changes: Challenging Adaptation Dichotomic Narratives in a Transborder Region," Social Sciences, MDPI, vol. 8(12), pages 1-26, November.
    9. Ercan Tomakin, 2014. "Teaching English Tenses (grammar) in the Turkish Texts; A Case of Simple Present Tense: Is?l Maketi Iter," International Journal of Learning and Development, Macrothink Institute, vol. 4(1), pages 115-131, March.
    10. Peter Viggo Jakobsen, 2009. "Small States, Big Influence: The Overlooked Nordic Influence on the Civilian ESDP," Journal of Common Market Studies, Wiley Blackwell, vol. 47(1), pages 81-102, January.
    11. Gupta, Rishabh & Mishra, Ashok, 2019. "Climate change induced impact and uncertainty of rice yield of agro-ecological zones of India," Agricultural Systems, Elsevier, vol. 173(C), pages 1-11.
    12. Pascalle Smith & Georg Heinrich & Martin Suklitsch & Andreas Gobiet & Markus Stoffel & Jürg Fuhrer, 2014. "Station-scale bias correction and uncertainty analysis for the estimation of irrigation water requirements in the Swiss Rhone catchment under climate change," Climatic Change, Springer, vol. 127(3), pages 521-534, December.
    13. T.M.L. Wigley, 2018. "The Paris warming targets: emissions requirements and sea level consequences," Climatic Change, Springer, vol. 147(1), pages 31-45, March.
    14. Grace Kite, 2014. "Linked in? Software and Information Technology Services in India’s Economic Development," Journal of South Asian Development, , vol. 9(2), pages 99-119, August.
    15. Spyros Arvanitis & Ursina Kubli & Martin Woerter, 2006. "University-Industry Knowledge Interaction in Switzerland: What University Scientists Think about Co-operation with Private Enterprises," KOF Working papers 06-132, KOF Swiss Economic Institute, ETH Zurich.
    16. Islam, AFM Tariqul & Islam, AKM Saiful & Islam, GM Tarekul & Bala, Sujit Kumar & Salehin, Mashfiqus & Choudhury, Apurba Kanti & Dey, Nepal C. & Hossain, Akbar, 2022. "Adaptation strategies to increase water productivity of wheat under changing climate," Agricultural Water Management, Elsevier, vol. 264(C).
    17. Hwang, In Chang, 2013. "Stochastic Kaya model and its applications," MPRA Paper 55099, University Library of Munich, Germany.
    18. Falco, Paolo & Zaccagni, Sarah, 2020. "Promoting social distancing in a pandemic: Beyond the good intentions," OSF Preprints a2nys, Center for Open Science.
    19. Roberto Roson & Richard Damania, 2016. "Simulating the Macroeconomic Impact of Future Water Scarcity: an Assessment of Alternative Scenarios," IEFE Working Papers 84, IEFE, Center for Research on Energy and Environmental Economics and Policy, Universita' Bocconi, Milano, Italy.
    20. Le Bars, Dewi, 2018. "Uncertainty in sea level rise projections due to the dependence between contributors," Earth Arxiv uvw3s, Center for Open Science.

    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:ecomod:v:371:y:2018:i:c:p:76-89. 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/ecological-modelling .

    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.