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Mathematical modeling of the effect of seasonal weather variations on the dynamics of plague disease

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dc.creator Ngeleja, Rigobert Charles
dc.date 2019-06-07T06:25:41Z
dc.date 2019-06-07T06:25:41Z
dc.date 2019-02
dc.date.accessioned 2022-10-25T09:15:28Z
dc.date.available 2022-10-25T09:15:28Z
dc.identifier http://dspace.nm-aist.ac.tz/handle/123456789/310
dc.identifier.uri http://hdl.handle.net/123456789/94518
dc.description A Dissertation Submitted in Partial Fulfilment of the Requirements for the Degree of Doctor of Philosophy in Mathematical and Computer Sciences and Engineering of the Nelson Mandela African Institution of Science and Technology
dc.description A mathematical model to study the effect of seasonal weather variation on the dynamics of plague disease is developed and analyzed. Apart from being historical, plague disease caused by a gram negative bacteria called Yersinia pestis is still considered as a major threat around the world. In this work we investigate three main forms of plague disease which are bubonic, septicemic and pneumonic plague. It gives answers to various questions that relate to the complex dynamics of plague disease and the effect of seasonal weather variation in its transmission and spread. In particular we give answers to mainly four questions pertaining to the formulation and analyses of the mathematical models of bubonic Plague, formulation and analysis of the mathematical models of pneumonic plague, formulation and analysis of the combined mathematical model for the dynamics of plague disease that includes all three forms of plague disease and all major ways/modes of plague disease transmission. Lastly we formulate and analyze the plague disease model incorporating parameters that are affected by seasonal weather variation and study its effects on the dynamics of plague disease. Using ordinary differential equations, we formulate a model for the dynamics of plague disease in four settings namely: Human beings, Rodents, Fleas and Pathogens in the environment. We compute the basic reproduction numbers and apply them to establish the conditions for local and global stability of both disease free and endemic equilibrium points. We further assess the effect of seasonal weather variation, in which we modify the transmission rates and take them as sinusoidal functions. Using fundamental existence-uniqueness theorem, we were able to prove the existence of positive periodic solutions. We then establish the conditions for local and global stability of both Positive Periodic Solution (PPS) and Disease Free Solution (DFS). The results show that the transmission and dynamics of bubonic plague are dictated by: the rate at which fleas get infected; the infectious periods of fleas, rodents and human beings; the probability that rodents and human beings survive the infected class; and the adequacy of contact rates and the rate at which human beings and rodents become exposed to bubonic plague disease. We also found that the environment condition, the abundance of pathogens in the environment and the increase of the number of individuals with pneumonic plague greatly influence the increase of pneumonic plague disease infectives. In the combined model, we found that the variation in number of plague disease cases mainly depend on: the transmission rate of infection from one individual to another; the incubation period of an individual and the time that an individual remains infectious. The analysis further reveals that the effects posed by seasonal weather variation depends on the extent to which the weather variation favours the transmission of plague disease (amplitude of seasonality) and the duration that it remains in favour of the increase or decrease of the rate of disease transmission and spread. Therefore the control strategies should target these factors and parameters (the transmission rate of infection from one individual to another, the incubation period of an individual and the time that an individual remains infectious) that according to our results stated above have shown to have a significant effect on the dynamics of plague disease. We thus recommend to the government, national security system and other health stake holders that in order to have an effective way of controlling the disease we must ensure that there is provision of education on plague disease infection, transmission and spread to raise peoples awareness, continuous monitoring of factors that may lead to plague outbreak, easy access of plague disease treatment for all and the strong collaboration with neighboring countries on health related issues.
dc.format application/pdf
dc.language en_US
dc.publisher NM-AIST
dc.subject Research Subject Categories
dc.title Mathematical modeling of the effect of seasonal weather variations on the dynamics of plague disease
dc.type Thesis


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