DETERMINISTIC AND STOCHASTIC MODEL FOR THE TRANSMISSION OF LASSA FEVER
DOI:
https://doi.org/10.33003/fjs-2024-0801-2246Keywords:
Deterministic model, Stochastic model, Disease transmission, Lassa feverAbstract
Many models on the transmission dynamics of Lasser fever were based on purely deterministic approach. This approach does not put into cognizance randomness which is inherent in disease transmission resulting from differences in immunity levels, contact patterns, hygienic practices and mutation rates among so many other possibilities. In this work, we attempt to demonstrate the impact of uncertainties in the mode of transmission of Lassa fever by subjecting the dynamics to some white noise modeled by the Brownian motion as a Wiener process. An existing deterministic model involving the Susceptible, Exposed, Infected and Recovered (SEIR) individuals was transformed into a stochastic differential equation model by applying the procedure proposed by Allen et al (2008). The resulting system of Stochastic Differential Equations (SDE) was solved numerically using the Milstein scheme for SDEs. An algorithm for the method was developed and implemented in Python programming language. Numerical simulations of the model was done using four sets of parameters; , representing the natural birth rate, the natural death rate , the recovering rate from infected to recovered, transmission rate from exposed to infected ,transmission rate from susceptible to exposed are carried out to investigate the transmission dynamic of Lassa fever. The results of the simulations indicate that randomness does affect transmission of Lassa fever. We therefore recommend that factors such as social behavior, hygienic practices, contact patters, mutation rate should be considered while formulating mathematics models of disease transmission.
References
ASTM C168-19. (2019). Standard specification for coal fly ash and raw or calcined natural pozzolan for use in concrete. American Society For Testing Method (ASTM) International. Retrieved from www.astm.org
ASTM E1621-13. (2013). Standard Guide for Elemental Analysis by Wavelength Dispersive X-Ray Fluorescence Spectrometry. West Conshohocken, PA: American Society for Testing and Materials (ASTM) International. Retrieved from www.astm.org
Behera, S. K., Meena, H., Chakraborty, S., & Meikap, B. C. (2018). Application of response surface methodology (RSM) for optimization of leaching parameters for ash reduction from low-grade coa. International Journal of Mining Science and Technology, 28(4), 621-629.
Box, G. E., & Wilson, K. B. (1951). On the Experimental Attainment of Optimum Conditions. Journal of Royal Statistics Society., 13. 1-45.
Chen, Y., Xu, S., Tebaldi, G., & Romeo, E. (2020). Role of mineral filler in asphalt mixture. Road Materials and Pavement Design, 1-40.
Ibedu, K. E., Duru, P. P., Akin, O. O., & Egwa, A. E. (2023). Compressive Strength and Water Absorption of Cement-Locust Bean Waste Ash Blend for Lacrete Blocks Production. Journal of Civil Engineering, Science and Technology, 14(1), 6-13. doi:DOI: 10.33736/jcest.4362.2023
Little, D. N., Allen, D. H., & Bhasin, A. (2016). Modeling and Design of Flexible Pavements and Materials. Berlin: Springer. doi:https://doi.org/10.1007/978-3-319-58443-0_2
Mehari, Z. B. (2017). Effect of Different Types of Filler Materials on Characteristics of Hot-Mix-Asphalt Concrete . (Doctoral dissertation, Addis Ababa University).
Ndububa, E., & Uloko, J. (2018). Locust Bean Pod Ash (LBPA) as a Pozzolanic Material in Concrete.
Nwaobakata, C., & Eme, B. D. (2018). Effect of Almond Ash as Partial Replacement of Cement Filler on the Performance of Hot Mix Asphalt. International Research Journal of Advanced Engineering and Science, 3(4) 202-206.
Olubajo, O. O., Jibril, A., & Osha, O. A. (2020). Effect of locust bean pod ash and eggshell ash on the mortal compressive and flexural strengths of cement blends. Traektoriâ Nauki= Path of Science, 6(3), 4001-4016.
Salawu, B. (2011). Effect of Locust Bean Waste Ash on Cement Modified Black Cotton Soil. Unpublished M.Sc. Dissertation, Department of Civil Engineering. Ahmadu Bello University Zaria. Nigeria.
Published
How to Cite
Issue
Section
FUDMA Journal of Sciences