Qualitative Analysis of Unpredictability: A Case Study from Childhood Epidemics

作者: Ralf Engbert , Friedhelm R. Drepper

DOI: 10.1007/978-94-011-0962-8_17

关键词:

摘要: The unpredictability of the recurrent outbreaks childhood epidemics has been a matter scientific dispute. At first sight deterministic SEIR model, which divides host population into four classes (Susceptible, Exposed, Infectious, Recovered), fails to explain unpredictability, because realistic parameter values lead periodic attractors. We show that these attractors coexist with chaotic transients. detailed geometrical analysis this phenomenon suggests transients have underestimated in their importance for dynamics on observable time scales. A second problem model is high extinction probability finite populations. argue immigration infectives from outside an essential context. Immigration and process infection itself are sources demographic fluctuations, undergo subtle interaction stochastic simulation shows permanently revisited. noise integrates intermittent episodes.

参考文章(21)
Bruce E. Kendall, William M. Schaffer, Lars F. Olsen, Charles W. Tidd, Bodil L. Jorgensen, Using Chaos to Understand Biological Dynamics Predictability and Nonlinear Modelling in Natural Sciences and Economics. pp. 184- 203 ,(1994) , 10.1007/978-94-011-0962-8_16
W. M. Schaffer, L. F. Olsen, G. L. Truty, S. L. Fulmer, D. J. Graser, Periodic and Chaotic Dynamics in Childhood Infections Springer, Berlin, Heidelberg. pp. 331- 347 ,(1988) , 10.1007/978-3-642-73688-9_35
Robert M. May, Roy M. Anderson, Infectious Diseases of Humans: Dynamics and Control ,(1991)
JASON A.C. GALLAS, THE ROLE OF CODIMENSION IN DYNAMICAL SYSTEMS International Journal of Modern Physics C. ,vol. 03, pp. 1295- 1321 ,(1992) , 10.1142/S0129183192000890
Ira B. Schwartz, Small amplitude, long period outbreaks in seasonally driven epidemics Journal of Mathematical Biology. ,vol. 30, pp. 473- 491 ,(1992) , 10.1007/BF00160532
L.F. Olsen, G.L. Truty, W.M. Schaffer, Oscillations and chaos in epidemics: a nonlinear dynamic study of six childhood diseases in Copenhagen, Denmark. Theoretical Population Biology. ,vol. 33, pp. 344- 370 ,(1988) , 10.1016/0040-5809(88)90019-6
Chaotic stochasticity: a ubiquitous source of unpredictability in epidemics. Proceedings of The Royal Society B: Biological Sciences. ,vol. 246, pp. 179- 184 ,(1991) , 10.1098/RSPB.1991.0142