Abstract
Plant disease epidemiology has its roots in the study of infectious diseases in man. The oldest mathematical model of a human disease stems from the 18th century (Bernoulli 1760), but it was not till two centuries later that mathematical analysis of plant diseases was initiated (Van der Plank 1963). Potato late blight featured prominently in Van der Plank’s analyses, and by now there is a rich literature of blight models. Before the mid 1980s blight models focused on the life cycle of the fungus, and on effects of the environment on the various stages in that life cycle. In recent years more emphasis has been given to the role of host growth in epidemic development and loss of yield. Sophisticated pathogen-crop combination models are now available.
Potato late blight modelling has served two purposes mainly. Firstly, blight models were used to evaluate strategies for disease control, especially the scheduling of fungicide application. Secondly, blight models have been used to explain differences in loss of yield among cultivars, and among various temporal and spatial patterns of disease development.
Many models have been made and their behaviour differs strongly. The sensitivity of the models to changes in parameters or inputs depends largely on the structure of the model. The models may be put to better use if more attention is paid to correct initialization and parameterization, and if comprehensive sensitivity analyses are carried out.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Anderson R M, May R M (1982) Directly transmitted infectious diseases: control by vaccination.Science 215:1053–1060.
Bailey N T J (1975) The Mathematical Theory of Infectious Diseases and its Applications. Charles Griffin & Company Ltd., London, UK.
Bajic S (1988) A Survey on Potato Blight Phytophthora Infestans (Mont) de Bary Forecasting. The Meteorological Office, Bracknell, UK.
Becker N (1979) The uses of epidemic models. Biometrics 35:295–305.
Berger R D, Jones J W (1985) A general model for disease progress with functions for variable latency and lesion expansion on growing host plants. Phytopathology 75:792–797.
Bernoulli D (1760) Essai d’une nouvelle analyse de la mortalité causée par la petite vérole, et des avantages de l’inoculation pour la prévenir. Histoire de l’Academie Royale des Sciences (Paris) avec des Mémoires de Mathematique et Physique: 1–45.
Björling K, Sellgren K A (1955) Deposits of sporangia and incidence of infection by Phytophthora infestans on upper and lower surfaces of potato leaves. Acta Agriculturae Scandinavica V:375–386.
Bruhn J A, Fry W E (1981) Analysis of potato late blight epidemiology by simulation modelling. Phytopathology 71:612–616.
Ferrandino F J (1989) Spatial and temporal variation of a defoliating plant disease and reduction in yield. Agricultural and Forest Meteorology 47:273–289.
Fohner G R, Fry W E, White G B (1984) Computer simulation raises question about timing protectant fungicide application frequency according to a potato late blight forecast. Phytopathology 74:1145–1147.
Gees R, Hohl H R (1988) Cytological comparison of specific (R3) and general resistance to late blight in potato leaf tissue. Phytopathology 78:350–357.
Gilligan C A (1985) Introduction. In Gilligan C A (Ed.) Mathematical Modelling of Crop Disease. Advances in Plant Pathology 3:1–10.
Harrison J G (1995) Factors involved in the development of potato late blight disease (Phytophthora infestans). Pages 215–236 in Haverkort A J, MacKerron D K L (Eds.) Potato Ecology and Modelling of Crops under Conditions Limiting Growth. Kluwer Academic Publishers, Dordrecht, The Netherlands.
Haverkort A J, Bicamumpaka M (1986) Correlation between intercepted radiation and yield of potato crops infested by Phytophthora infestans in central Africa. Netherlands Journal of Plant Pathology 92:239–247.
Hethcote H W (1976) Qualitative analyses of communicable disease models. Mathematical Biosciences 28:335–356.
Jeger M J (1986) Asymptotic behaviour and threshold criteria in model plant disease epidemics. Plant Pathology 35:355–361.
Jeger M J, Groth J (1985) Resistance and pathogenicity: Epidemiological and ecological mechanisms. Pages 310–372 in Fraser R S S (Ed.) Mechanisms of Resistances to Plant Diseases. Martinus Nijhoff Publishers, The Hague, The Netherlands.
Kermack W O, McKendrick A G (1927) A contribution to the mathematical theory of epidemics. Proceedings of the Royal Society of London, Series A 115:700–721.
Kluge E, Gutsche V (1990) Prediction of late blight of potato with the help of simulation models-Results 1982–1988. Archiv für Phytopathologie und Pflanzenschutz 26:265–281.
Knudsen G R, Spurr H W, Johnson C S (1987) A computer simulation model for Cercospora leaf spot of peanut. Phytopathology 77:1118–1121.
Lapwood D H (1961) Potato haulm resistance to Phytophthora infestans. III. Lesion distribution and leaf destruction. Annals of Applied Biology 49:704–716.
Levy Y, Cohen Y, Benderly M (1991) Disease development and buildup of resistance to oxadixyl in potato crops inoculated with Phytophthora infestans as affected by oxadixyl and oxadixyl mixtures: Experimental and simulation studies. Journal of Phytopathology 132:219–229.
Liu W M, Hethcote H W, Levin S A (1987) Dynamical behavior of epidemiological models with nonlinear incidence rates. Journal of Mathematical Biology 25:359–380.
Michaelides S C (1985) A simulation model of the fungus Phytophthora infestans (Mont) De Bary. Ecological Modelling 28:121–137.
Michaelides S C (1991) A dynamic model of the interactions between the potato crop and Phytophthora infestans. EPPO Bulletin 21:515–525.
Milgroom M G, Fry W E (1988) A simulation analysis of the epidemiological principles for fungicide resistance management in pathogen populations. Phytopathology 78:565–570.
Minogue K P, Fry W E (1983) Models for the spread of disease: some experimental results. Phytopathology 73:1173–1176.
Monteith J L (1977) Climate and the efficiency of crop production in Britain. Philosophical Transactions of the Royal Society of London, Series B 281:277–294.
Oort A J P (1968) A model of the early stage of epidemics. Netherlands Journal of Plant Pathology 74:177–180.
Paysour R E, Fry W E (1983) Interplot interference: A model for planning field experiments with aerially disseminated pathogens. Phytopathology 73:1014–1020.
Rabbinge R, Zadoks J C, Bastiaans L (1989) Population models. Pages 83–97 in: Rabbinge R, Ward S A, Van Laar H H (Eds.) Simulation and Systems Management in Crop Protection. Simulation Monographs 32. Pudoc, Wageningen, The Netherlands.
Raposo R, Wilks D S, Fry W E (1993) Evaluation of potato late blight forecasts modified to include weather forecasts: A simulation analysis. Phytopathology 83:103–108.
Rossing W A H, Van Oijen M, Van der Werf W, Bastiaans L, Rabbinge R (1992) Modelling the effects of foliar pests and pathogens on light interception, photosynthesis, growth rate and yield of field crops. Pages 161–180 in Ayres P G (Ed.) Pests and Pathogens: Plant Responses to Foliar Attack. Bios Scientific Publishers, Oxford, UK.
Rouse D I (1991) Stochastic modelling of plant disease epidemic processes. Pages 647–665 in Arora D K, Rai B, Mukerji K G, Knudsen G R (Eds.) Handbook of Applied Mycology. Volume 1: Soil and Plants. Marcel Dekker, New York, USA.
Sall M (1980) Uses of stochastic simulation: grape powdery mildew example. Zeitschrift für Pflanzenkrankheiten und Pflanzenschutz 87:397–403.
Shaner G (1980) Probits for analyzing latent period data in studies of slow rusting resistance. Phytopathology 70:1179–1182.
Shtienberg D, Doster M A, Pelletier J R, Fry W E (1989) Use of simulation models to develop a low-risk strategy to suppress early and late blight in potato foliage. Phytopathology 79:590–595.
Shtienberg D, Raposo R, Bergeron S N, Legard D E, Dyer A T, Fry W E (1994) Incorporation of cultivar resistance in a reduced-sprays strategy to suppress early and late blights on potato. Plant Disease 78:23–26.
Sparks W R (1980) Blight: A computer model relating the progress of potato blight to weather. Unpublished Agricultural Memorandum No. 899. National Meteorological Library, Bracknell, UK.
Stephan S, Gutsche V (1980) Ein algorithmisches Modell zur Simulation der Phytophthora-Epidemie (SIMPHYT). Archiv für Phytopathologie und Pflanzenschutz 16:183–191.
Teng P S, Blackie M J, Close R C (1977) A simulation analysis of crop yield loss due to rust disease. Agricultural Systems 2:189–198.
Van der Plank J E (1963) Plant Diseases: Epidemics and Control. Academic Press, New York, USA.
Van der Zaag D E (1959) Some observations on breeding for resistance to Phytophthora infestans. European Potato Journal 2:278–286.
Van Oijen M (1989) On the use of mathematical models from human epidemiology in breeding for resistance to polycyclic fungal leaf diseases of crops. Pages 26–37 in Louwes K M, Toussaint H A J M, Dellaert L M W (Eds.) Parental Line Breeding and Selection in Potato Breeding. Pudoc, Wageningen, The Netherlands.
Van Oijen M (1990) Photosynthesis is not impaired in healthy tissue of blighted potato plants. Netherlands Journal of Plant Pathology 96:55–63.
Van Oijen M (1991a) Light use efficiencies of potato cultivars with late blight (Phytophthora infestans). Potato Research 34:123–132.
Van Oijen M (1991b) Identification of the Major Characteristics of Potato Cultivars which Affect Yield Loss Caused by Late Blight. Ph.D. Thesis, Wageningen Agricultural University, Wageningen. The Netherlands.
Van Oijen M (1991c) Leaf area dynamics of potato cultivars infected to various extent by Phytophthora infestans. Netherlands Journal of Plant Pathology 97:345–354.
Van Oijen M (1992a) Evaluation of breeding strategies for resistance and tolerance to late blight in potato by means of simulation. Netherlands Journal of Plant Pathology 98:3–11.
Van Oijen M (1992b) Selection and use of a mathematical model to evaluate components of resistance to Phytophthora infestans in potato. Netherlands Journal of Plant Pathology 98:192–202.
Waggoner P E (1968) Weather and the rise and fall of fungi. Pages 45–66 in Lowry W P (Ed.) Biometeorology. Oregon State University Press, Corvallis, USA.
Waggoner P E (1990) Defoliation, disease and growth. Pages 149–180 in Goudriaan J, Penning de Vries F W T, Rabbinge R, Van Keulen H, Van Laar H H (Eds.) Theoretical Production Ecology: Hindsights and Perspectives. Simulation Monographs. Pudoc, Wageningen, The Netherlands.
Waggoner P E, Rich S (1981) Lesion distribution, multiple infection, and the logistic increase of plant disease. Proceedings of the National Academy of Sciences USA 78:3292–3295.
Zadoks J C (1971) Systems analysis and the dynamics of epidemics. Phytopathology 61:600–610.
Zadoks J C (1977) Simulation models of epidemics and their possible use in the study of disease resistance. Pages 109–118 in International Atomic Energy Agency (Ed.) Induced Mutations Against Plant Diseases: Proceedings of a Symposium. Vienna, Austria.
Zadoks J C, Schein R D (1979) Epidemiology and plant disease management. Oxford University Press, New York, USA.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 1995 Springer Science+Business Media Dordrecht
About this chapter
Cite this chapter
Van Oijen, M. (1995). Simulation models of potato late blight. In: Haverkort, A.J., MacKerron, D.K.L. (eds) Potato Ecology And modelling of crops under conditions limiting growth. Current Issues in Production Ecology, vol 3. Springer, Dordrecht. https://doi.org/10.1007/978-94-011-0051-9_15
Download citation
DOI: https://doi.org/10.1007/978-94-011-0051-9_15
Publisher Name: Springer, Dordrecht
Print ISBN: 978-94-010-4028-0
Online ISBN: 978-94-011-0051-9
eBook Packages: Springer Book Archive