Abstract
In coffee production, the quality and quantity of harvests depends on the diseases treatment. One of the diseases with the most negative impact is the Coffee Rust. It causes losses around 30% in Colombian coffee crops. Sever-al studies propose the use of computer sciences techniques for the automat-ic detection of conditions that trigger epidemics. On the other hand, the knowledge of experts in the control of the disease needs to be disseminated in a more agile way so that the farmers can make correct decisions to avoid great losses in the production. This paper presents a Decision Support System (DSS) for Coffee Rust Control based on expert knowledge. It recommends the best alternative for the application of fungicides and proposes some value-added services based on the integration of its functionalities with those offered in the services of an Early Warning System (EWS) for Coffee Rust. Our proposal represents a highly scalable and flexible solution for the disease management at farmer level.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Notes
- 1.
References
Avelino, J., et al.: The coffee rust crises in Colombia and Central America (2008–2013): impacts, plausible causes and proposed solutions. Food Secur. 7(2), 303–321 (2015)
Avelino, J., Willocquet, L., Savary, S.: Effects of crop management patterns on coffee rust epidemics. Plant. Pathol. 53(5), 541–547 (2004)
Lasso, E., Thamada, T.T., Meira, C.A.A., Corrales, J.C.: Graph patterns as representation of rules extracted from decision trees for coffee rust detection. In: Garoufallou, E., Hartley, R.J., Gaitanou, P. (eds.) Metadata and Semantics Research, pp. 405–414. Springer International Publishing, Cham (2015)
Corrales, D.C., Ledezma, A., Peña, A.J., Hoyos, J., Figueroa, A., Corrales, J.C.: Un nuevo conjunto de datos para la detección de roya en cultivos de café Colombianos basado en clasificadores. Sist. Telemática 12(29), 9–23 (2014)
Corrales, D.C., Figueroa, A., Ledezma, A., Corrales, J.C.: An empirical multi-classifier for coffee rust detection in Colombian crops. In: Gervasi, O., Murgante, B., Misra, S., Gavrilova, M.L., Rocha, A.M.A.C., Torre, C., Taniar, D., Apduhan, B.O. (eds.) ICCSA 2015. LNCS, vol. 9155, pp. 60–74. Springer, Cham (2015). doi:10.1007/978-3-319-21404-7_5
Corrales, D.C., Casas, A.F., Ledezma, A., Corrales, J.C.: Two-level classifier ensembles for coffee rust estimation in Colombian crops. Int. J. Agric. Environ. Inf. Syst. IJAEIS 7(3), 41–59 (2016)
Meira, C.A.A., Rodrigues, L.H.A., Moraes, S.A.: Analysis of coffee leaf rust epidemics with decision tree. Trop. Plant Pathol. 33(2), 114–124 (2008)
Meira, C.A.A., Rodrigues, L.H.A., de Moraes, S.A.: Modelos de alerta para o controle da ferrugem-do-cafeeiro em lavouras com alta carga pendente. Pesqui. Agropecuária Bras. 44, 233–242 (2009)
Cintra, M.E., Meira, C.A.A., Monard, M.C., Camargo, H.A., Rodrigues, L.H.A.: The use of fuzzy decision trees for coffee rust warning in Brazilian crops. In: 2011 11th International Conference on Intelligent Systems Design and Applications (ISDA), pp. 1347–1352 (2011)
Magarey, R.D., Travis, J.W., Russo, J.M., Seem, R.C., Magarey, P.A.: Decision support systems: quenching the thirst. Plant Dis. 86(1), 4–14 (2002)
Keen, P.G., Morton, M.S.S.: Decision Support Systems: An Organizational Perspective, vol. 35. Addison-Wesley, Reading (1978)
Greer, J.E., Falk, S., Greer, K.J., Bentham, M.J.: Explaining and justifying recommendations in an agriculture decision support system. Comput. Electron. Agric. 11(2), 195–214 (1994)
Rath, B.: Decision support system for drafting of sustainable agriculture production policy for Odisha. Int. J. Supply Chain Manag. 2(2), 92–98 (2013)
Rossi, V., Meriggi, P., Caffi, T., Giosué, S., Bettati, T.: A Web-based Decision Support System for Managing Durum Wheat Crops (2010)
Jones, J.W., et al.: Decision support system for agrotechnology transfer: DSSAT v3. In: Tsuji, G.Y., Hoogenboom, G., Thornton, P.K. (eds.) Understanding options for agricultural production. Systems Approaches for Sustainable Agricultural Development, vol. 7, pp. 157–177. Springer, Dordrecht (1998)
Turban, E., Frenzel, L.E.: Expert Systems and Applied Artificial Intelligence. Prentice Hall Professional Technical Reference, Upper Saddle River (1992)
Turban, E., Watkins, P.R.: Integrating expert systems and decision support systems. MIS Q. 10, 121–136 (1986)
Mansingh, G., Reichgelt, H., Bryson, K.-M.O.: CPEST: an expert system for the management of pests and diseases in the Jamaican coffee industry. Expert Syst. Appl. 32(1), 184–192 (2007)
Chevalier, R.F., Hoogenboom, G., McClendon, R.W., Paz, J.O.: A web-based fuzzy expert system for frost warnings in horticultural crops. Environ. Model Softw. 35, 84–91 (2012)
Erl, T.: Service-Oriented Architecture (SOA): Concepts, Technology, and Design. Prentice Hall, Upper Saddle River (2005)
Xu, L., Chen, L., Chen, T., Gao, Y.: SOA-based precision irrigation decision support system. Math. Comput. Model. 54(3), 944–949 (2011)
Han, W., Yang, Z., Di, L., Mueller, R.: CropScape: a web service based application for exploring and disseminating US conterminous geospatial cropland data products for decision support. Comput. Electron. Agric. 84, 111–123 (2012)
Murakami, E., Saraiva, A.M., Ribeiro, L.C., Cugnasca, C.E., Hirakawa, A.R., Correa, P.L.: An infrastructure for the development of distributed service-oriented information systems for precision agriculture. Comput. Electron. Agric. 58(1), 37–48 (2007)
Papazoglou, M.P., Traverso, P., Dustdar, S., Leymann, F.: Service-oriented computing: state of the art and research challenges. Computer 40(11), 38–45 (2007)
Rivillas, C., Serna, C., Cristancho, M.A., Gaitán, A.L.: Roya del Cafeto en Colombia: Impacto, Manejo y Costos del Control, Chinchiná Bol. Téc. (36) (2011)
White, S.A.: Introduction to BPMN, vol. 2. IBM Coop., Foster City (2004)
Rhee, C., Rao, H.R.: Evaluation of decision support systems, Handbook on Decision Support Systems, 2nd edn., pp. 313–327. Springer, Heidelberg (2008)
Cimperman, R.: UAT defined: a guide to practical user acceptance testing. Addison-Wesley Professional, Reading (2006)
Acknowledgements
The authors are grateful to the University of Cauca and its Telematics Engineering Group (GIT), the Colombian Administrative Department of Science, Technology and Innovation (Colciencias), AgroCloud project of The Interinstitutional Network of Climate Change and Food Security of Colombia (RICCLISA) for supporting this research and the InnovAccion Cauca project of the Colombian Science, Technology and Innovation Fund (SGR-CTeI) for PhD scholarship granted to MSc. Emmanuel Lasso.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2017 Springer International Publishing AG
About this paper
Cite this paper
Lasso, E., Valencia, Ó., Corrales, J.C. (2017). Decision Support System for Coffee Rust Control Based on Expert Knowledge and Value-Added Services. In: Gervasi, O., et al. Computational Science and Its Applications – ICCSA 2017. ICCSA 2017. Lecture Notes in Computer Science(), vol 10405. Springer, Cham. https://doi.org/10.1007/978-3-319-62395-5_6
Download citation
DOI: https://doi.org/10.1007/978-3-319-62395-5_6
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-62394-8
Online ISBN: 978-3-319-62395-5
eBook Packages: Computer ScienceComputer Science (R0)