Sr. Duncan et al., MODELING THE DIFFERENT SMALLPOX EPIDEMICS IN ENGLAND, Philosophical transactions-Royal Society of London. Biological sciences, 346(1318), 1994, pp. 407-419
Time series analysis has revealed two different patterns of smallpox e
pidemics in Britain in the seventeenth and eighteenth centuries: in la
rge conurbations (exemplified by London) the disease was endemic where
as medium-sized rural towns (exemplified by Penrith, Cumbria) suffered
from 5 year epidemics with no cases of smallpox in the inter-epidemic
years. The oscillations (epidemics) persisted for over 150 years and
it is suggested that both systems were pumped up by regular fluctuatio
ns in susceptibility (delta beta). Modelling suggests that: (i) the na
tural frequency of oscillations in large cities is two years and the s
ystem is pumped up by a 1 year, seasonal input; (ii) it takes five yea
rs to build up a pool of susceptibles in medium-sized towns by new bir
ths and epidemics are then triggered by a 5 year input. The equations
represent a system that has two components, a basic linear element wit
h the remainder of the system being nonlinear; modelling a progressive
increase in delta beta in London illustrates theoretically how a pred
ominantly linear response changes to a nonlinear response and ultimate
ly to chaos. A variation in susceptibility is a theoretical condition
for inducing chaos; the undriven system cannot become chaotic. Modelli
ng populations of progressively increasing size/density and applying a
I year or 5 year sinusoidal oscillation in delta beta illustrates the
fundamental distinction in the response of medium-sized rural towns a
nd large cities.