C. Letellier et al., ON THE NON-EQUIVALENCE OF OBSERVABLES IN PHASE-SPACE RECONSTRUCTIONS FROM RECORDED TIME-SERIES, Journal of physics. A, mathematical and general (Print), 31(39), 1998, pp. 7913-7927
In practical problems of phase-space reconstruction, it is usually the
case that the reconstruction is much easier using a particular record
ed scalar variable. This seems to contradict the general belief that a
ll variables of a dynamical system are equivalent in phase-space recon
struction problems. This paper will argue that, in many cases, the cho
ice of a particular scalar time series from which to reconstruct the o
riginal dynamics could be critical. It is argued that different dynami
cal variables do not provide the same level of information (observabil
ity) of the underlying dynamics and, as a consequence, the quality of
a global reconstruction critically depends on the recorded variable. E
xamples in which the choice of observables is critical are discussed a
nd the level of information contained in a given variable is quantifie
d in the case where the original system is known. A clear example of s
uch a situation arises in the Rossler system for which the performance
of a global vector field reconstruction technique is investigated usi
ng time series of variables x, y or z, taken one at a time.