Hb. Wilson et Da. Rand, RECONSTRUCTING THE DYNAMICS OF UNOBSERVED VARIABLES IN SPATIALLY EXTENDED SYSTEMS, Proceedings - Royal Society. Biological Sciences, 264(1382), 1997, pp. 625-630
Attractor reconstruction using embedding techniques is a widely used t
ool when analysing data from real systems. It allows reconstruction of
the system dynamics from only one observable and is thus extremely po
werful. We show here that this reconstruction is also possible from sp
atially coupled systems. We use a common host-parasitoid model as an e
xample as ecological systems are virtually always spatially extended.
Additionally, data from ecological systems has often only one observab
le, e.g. population density, from a potentially much higher-dimensiona
l system. Singular value decomposition is used to show the existence o
f a functional relationship mapping the time delayed coordinates of on
e variable to the full spatially coupled system. We investigate the ef
fects of noise and indicate two important spatial scales. Finally, we
illustrate that a reconstruction can be obtained from a system that is
only partially sampled.