The global dynamics of a vector-bias malaria model with extrinsic incubation period in an almost periodic environment are considered. The basic reproduction ratio $ R_{0} $ is first introduced, and then it is proved that $ R_{0} $ is a threshold parameter that determines the global dynamics of the model, that is, the disease-free almost periodic solution is globally attractive when $ R_{0} $ $ <1 $, the system allows a unique positive almost periodic solution which has global attractivity when $ R_{0} $ $ >1 $. Numerical simulations show that extending the incubation period is advantageous for disease control, and the basic reproduction ratio may be overestimated or underestimated if vector bias is ignored.
| Citation: |
| [1] |
Z. Bai, R. Peng and X.-Q. Zhao, A reaction-diffusion malaria model with seasonality and incubation period, J. Math. Biol., 77 (2018), 201-228.
doi: 10.1007/s00285-017-1193-7.
|
| [2] |
P. H. Bezandry and T. Diagana, Almost Periodic Stochastic Processes, Springer, New York, 2011.
doi: 10.1007/978-1-4419-9476-9.
|
| [3] |
F. Chamchod and N. F. Britton, Analysis of a vector-bias model on malaria transmission, Bull. Math. Biol., 73 (2011), 639-657.
doi: 10.1007/s11538-010-9545-0.
|
| [4] |
N. Chitnis, J. M. Hyman and J. M. Cushing, Determining important parameters in the spread of malaria through the sensitivity analysis of a mathematical model, Bull. Math. Biol., 70 (2008), 1272-1296.
doi: 10.1007/s11538-008-9299-0.
|
| [5] |
C. Corduneanu, Almost Periodic Oscillations and Waves, Springer, New York, 2009.
doi: 10.1007/978-0-387-09819-7.
|
| [6] |
T. Diagana, S. Elaydi and A.-Z. Yakubu, Population models in almost periodic environments, J. Difference Equ. Appl., 13 (2007), 239-260.
doi: 10.1080/10236190601079035.
|
| [7] |
A. M. Fink, Almost Periodic Differential Equations, Lecture Notes in Mathematics, Vol. 377. Springer-Verlag, Berlin-New York, 1974.
|
| [8] |
D. Gao, Y. Lou and S. Ruan, A periodic Ross-Macdonald model in a patchy environment, Discrete Contin. Dyn. Syst. Ser. B, 19 (2014), 3133-3145.
doi: 10.3934/dcdsb.2014.19.3133.
|
| [9] |
J. K. Hale, Asymptotic Behavior of Dissipative Systems, American Mathematical Society, Providence, 1988.
doi: 10.1090/surv/025.
|
| [10] |
J. K. Hale and S. M. Verduyn Lunel, Introduction to Functional-Differential Equations, Applied Mathematical Sciences, 99. Springer-Verlag, New York, 1993.
doi: 10.1007/978-1-4612-4342-7.
|
| [11] |
M. A. Ibrahim and A. D$\acute{e}$nes, Threshold and stability results in a periodic model for malaria transmission with partial immunity in humans, Appl. Math. Comput., 392 (2021), 125711.
doi: 10.1016/j.amc.2020.125711.
|
| [12] |
J. G. Kingsolver, Mosquito host choice and the epidemiology of malaria, Am. Nat., 130 (1987), 811-827.
doi: 10.1086/284749.
|
| [13] |
R. Lacroix, W. R. Mukabana, L. C. Gouagna and J. C. Koella, Malaria infection increases attractiveness of humans to mosquitoes, PLOS Biol., 3 (2005), 1590-1593.
doi: 10.1371/journal.pbio.0030298.
|
| [14] |
X. Liang, L. Zhang and X.-Q. Zhao, Basic reproduction ratios for periodic abstract functional differential equations (with application to a spatial model for Lyme disease), J. Dyn. Differ. Equ., 31 (2019), 1247-1278.
doi: 10.1007/s10884-017-9601-7.
|
| [15] |
Y. Lou and X.-Q. Zhao, The periodic Ross-Macdonald model with diffusion and advection, Appl. Anal., 89 (2010), 1067-1089.
doi: 10.1080/00036810903437804.
|
| [16] |
Y. Lou and X.-Q. Zhao, A reaction-diffusion malaria model with incubation period in the vector population, J. Math. Biol., 62 (2011), 543-568.
doi: 10.1007/s00285-010-0346-8.
|
| [17] |
G. Macdonald, The Epidemiology and Control of Malaria, Oxford University Press, London, 1957.
|
| [18] |
P. Magal and X.-Q. Zhao, Global attractors and steady states for uniformly persistent dynamical systems, SIAM J. Math. Anal., 37 (2005), 251-275.
doi: 10.1137/S0036141003439173.
|
| [19] |
S. Novo, R. Obaya and A. M. Sanz, Topological dynamics for monotone skew-product semiflows with applications, J. Dyn. Differ. Equ., 25 (2013), 1201-1231.
doi: 10.1007/s10884-013-9337-y.
|
| [20] |
S. Novo, R. Obaya and A. M. Sanz, Uniform persistence and upper Lyapunov exponents for monotone skew-product semiflows, Nonlinearity, 26 (2013), 2409-2440.
doi: 10.1088/0951-7715/26/9/2409.
|
| [21] |
K. P. Paaijmans, L. J. Cator and M. B. Thomas, Temperature-dependent pre-bloodmeal period and temperature-driven asynchrony between parasite development and mosquito biting rate reduce malaria transmission intensity, PLoS ONE., 8 (2013), e55777.
doi: 10.1371/journal.pone.0055777.
|
| [22] |
L. Qiang and B.-G. Wang, An almost periodic malaria transmission model with time-delayed input of vector, Discrete Contin. Dyn. Syst. Ser. B, 22 (2017), 1525-1546.
doi: 10.3934/dcdsb.2017073.
|
| [23] |
L. Qiang, B.-G. Wang and X.-Q. Zhao, Basic reproduction ratios for almost periodic compartmental models with time delay, J. Differential Equations, 269 (2020), 4440-4476.
doi: 10.1016/j.jde.2020.03.027.
|
| [24] |
L. Qiang, B.-G. Wang and X.-Q. Zhao, A stage-structured population model with time-dependent delay in an almost periodic environment, J. Dyn. Differ. Equ., 34 (2022), 341-364.
doi: 10.1007/s10884-020-09827-6.
|
| [25] |
R. Ross, The Prevention of Malaria, 2nd edn. Murray, London, 1911.
|
| [26] |
S. Ruan, D. Xiao and J. C. Beier, On the delayed Ross-Macdonald model for malaria transmission, Bull. Math. Biol., 70 (2008), 1098-1114.
doi: 10.1007/s11538-007-9292-z.
|
| [27] |
G. Sell, Topological Dynamics and Ordinary Differential Equations, Van Nostrand Reinhold, London, 1971
|
| [28] |
W. Shen and Y. Yi, Almost automorphic and almost periodic dynamics in skew-product semiflows, Memoirs of Amer. Math. Soc., 136 (1998), x+93 pp.
doi: 10.1090/memo/0647.
|
| [29] |
H. L. Smith, Monotone Dynamics Systems: An Introduction to the Theory of Competitive and Cooperative Systems, Amer. Math. Soc., Providence, RI, 1995.
|
| [30] |
H. R. Thieme, Spectral bound and reproduction number for infinite-dimensional population structure and time heterogeneity, SIAM J. Appl. Math., 70 (2009), 188-211.
doi: 10.1137/080732870.
|
| [31] |
J. Wang and Y. Chen, Threshold dynamics of a vector-borne disease model with spatial structure and vector-bias, Appl. Math. Lett., 100 (2020), 106052.
doi: 10.1016/j.aml.2019.106052.
|
| [32] |
X. Wang and X.-Q. Zhao, A periodic vector-bias malaria model with incubation period, SIAM J. Appl. Math., 77 (2017), 181-201.
doi: 10.1137/15M1046277.
|
| [33] |
X. Wang and X.-Q. Zhao, A malaria transmission model with temperature-dependent incubation period, Bull. Math. Biol., 79 (2017), 1155-1182.
doi: 10.1007/s11538-017-0276-3.
|
| [34] |
R. Wu and X.-Q. Zhao, A reaction-diffusion model of vector-borne disease with periodic delays, J. Nonlinear Sci., 29 (2019), 29-64.
doi: 10.1007/s00332-018-9475-9.
|
| [35] |
Z. Xu and X.-Q. Zhao, A vector-bias malaria model with incubation period and diffusion, Discrete Contin. Dyn. Syst. Ser. B, 17 (2012), 2615-2634.
doi: 10.3934/dcdsb.2012.17.2615.
|
| [36] |
T. Yang and L. Zhang, Remarks on basic reproduction ratios for periodic abstract functional differential equations, Discrete Contin. Dyn. Syst. Ser. B, 24 (2019), 6771-6782.
doi: 10.3934/dcdsb.2019166.
|
| [37] |
C. Zhang, Almost Periodic Type Functions and Ergodicity, Science Press, Beijing; Kluwer Academic Publishers, Dordrecht, 2003.
|
| [38] |
R. Zhang and J. Wang, On the global attractivity for a reaction-diffusion malaria model with incubation period in the vector population, J. Math. Biol., 84 (2022), Paper No. 53, 12 pp.
doi: 10.1007/s00285-022-01751-1.
|
| [39] |
H. Zhao, Y. Shi and X. Zhang, Dynamic analysis of a malaria reaction-diffusion model with periodic delays and vector bias, Math. Biosci. Eng., 19 (2022), 2538-2574.
doi: 10.3934/mbe.2022117.
|
| [40] |
X.-Q. Zhao, Basic reproduction ratios for periodic compartmental models with time delay, J. Dyn. Differ. Equ., 29 (2017), 67-82.
doi: 10.1007/s10884-015-9425-2.
|
| [41] |
X.-Q. Zhao, Dynamical Systems in Population Biology, 2nd edn. Springer, New York, 2017.
doi: 10.1007/978-3-319-56433-3.
|
The solution trajectory of (1) for
The solution trajectory of (1) for
The relationship between
The vector-bias effect.