Background: The transmission of malaria is highly variable and depends on a range of climatic and anthropogenic factors. In addition, the dispersal of Anopheles mosquitoes is a key determinant that affects the persistence and dynamics of malaria. Simple, lumped-population models of malaria prevalence have been insufficient for predicting the complex responses of malaria to environmental changes. Methods and results: A stochastic lattice-based model that couples a mosquito dispersal and a susceptibleexposed- infected-recovered epidemics model was developed for predicting the dynamics of malaria in heterogeneous environments. The Ito approximation of stochastic integrals with respect to Brownian motion was used to derive a model of stochastic differential equations. The results show that stochastic equations that capture uncertainties in the life cycle of mosquitoes and interactions among vectors, parasites, and hosts provide a mechanism for the disruptions of malaria. Finally, model simulations for a case study in the rural area of Kilifi county, Kenya are presented. Conclusions: A stochastic lattice-based integrated malaria model has been developed. The applicability of the model for capturing the climate-driven hydrologic factors and demographic variability on malaria transmission has been demonstrated.
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Kings Coll London, Dept Informat, Bush House, London WC2B 4BG, EnglandKings Coll London, Dept Informat, Bush House, London WC2B 4BG, England
Li, Yutong
Cardoso-Silva, Jonathan
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London Sch Econ & Polit Sci, Data Sci Inst, Houghton St, London WC2A 2AE, EnglandKings Coll London, Dept Informat, Bush House, London WC2B 4BG, England
Cardoso-Silva, Jonathan
Kelly, John M.
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London Sch Hyg & Trop Med, Dept Infect Biol, Keppel St, London WC1E 7HT, EnglandKings Coll London, Dept Informat, Bush House, London WC2B 4BG, England
Kelly, John M.
Delves, Michael J.
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London Sch Hyg & Trop Med, Dept Infect Biol, Keppel St, London WC1E 7HT, EnglandKings Coll London, Dept Informat, Bush House, London WC2B 4BG, England
Delves, Michael J.
Furnham, Nicholas
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London Sch Hyg & Trop Med, Dept Infect Biol, Keppel St, London WC1E 7HT, EnglandKings Coll London, Dept Informat, Bush House, London WC2B 4BG, England
Furnham, Nicholas
Papageorgiou, Lazaros G.
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UCL, Sargent Ctr Proc Syst Engn, Dept Chem Engn, Torrington Pl, London WC1E 7JE, EnglandKings Coll London, Dept Informat, Bush House, London WC2B 4BG, England
Papageorgiou, Lazaros G.
Tsoka, Sophia
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Kings Coll London, Dept Informat, Bush House, London WC2B 4BG, EnglandKings Coll London, Dept Informat, Bush House, London WC2B 4BG, England
机构:
Nanjing Normal Univ, Sch Math Sci, Jiangsu Key Lab NSLSCS, Nanjing 210046, Jiangsu, Peoples R ChinaNanjing Normal Univ, Sch Math Sci, Jiangsu Key Lab NSLSCS, Nanjing 210046, Jiangsu, Peoples R China