Physica A 391 (2012) 4933–4942
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Physica A
journal homepage: www.elsevier.com/locate/physa
On the length of stabilograms: A study performed with detrended
fluctuation analysis
M. Teresa Blázquez
a
, Marta Anguiano
a
, Fernando Arias de Saavedra
a
, Antonio M. Lallena
a,∗
,
Pedro Carpena
b
a
Departamento de Física Atómica, Molecular y Nuclear, Universidad de Granada, E-18071 Granada, Spain
b
Departamento de Física Aplicada II, E.T.S.I. de Telecomunicación, Universidad de Málaga, E-29071 Málaga, Spain
article info
Article history:
Received 21 December 2011
Received in revised form 18 April 2012
Available online 17 May 2012
Keywords:
Stabilogram length
Human postural control
Detrended fluctuation analysis
Signal length
abstract
The effects associated to the length of stabilograms, a measure of the time dependence of
the center of pressure of an individual standing up, are analyzed. The fractal characteristics
of 27 signals with a length of 2
14
points, each one corresponding to a different individual,
are studied by using the Detrended Fluctuation Analysis technique. The properties of the
complete signals are compared to those of various subsignals extracted from them. No
differences have been found between the characteristic exponents found for x and y signals.
The relation between the exponents of the position and velocity signals is accomplished
by the 2
14
point signals, while subsignals with up to 2
12
points do not verify it. Using
artificial signals with 2
14
points, generated for α values given, it has been demonstrated that
the exponents obtained from these signals take values larger than expected for α< 0.3,
while the exponents of the accumulated series are smaller than expected for 0.7 <α. For
CoP trajectories this indicates that DFA-1 provides feasible exponents for the short τ -end
region of the velocity signal and the large τ -end region of the accumulated (position) one.
It has been found that the characteristic exponents vary along the series. A slightly larger
persistence is found in the last part of the signal for large frequencies in the x direction.
© 2012 Elsevier B.V. All rights reserved.
1. Introduction
The human postural control system has been a worth topic in the last four decades [1]. It includes the so-called
proprioceptive, vestibular and visual systems which are responsible for the human body equilibrium in statical and
dynamical conditions. These three systems take advantage of a backup mechanism that ensures an adequate balance of
the body if some of them fails [2]. A consequence of this complex procedure is the postural sway.
A stabilogram is a measure of this sway, that is, a registration of the variation with time of the center of pressure (CoP) of
a subject staying on top of a force platform. This signal is expected to be used to diagnose equilibrium diseases with different
origins.
Stabilograms have been analyzed from different points of view. From the simple statistical study of the CoP [1] to the
search of multifractal behaviors of the stabilograms [3], a variety of different signal analysis techniques have been used.
An interesting point related to CoP trajectory characteristics concerns its length. The various analysis performed have
considered rather different signal length without paying special attention to it. Just to mention a few examples, sampling
times of 15 s [4], 30 s [3,5,6], 32 s [7,8], 40 s [9], 51.2 s [10–12], 90 s [13] and even 30 min [14] have been considered. In
addition several sampling frequencies (32, 40, 100 Hz) have been used. As a consequence, the signals analyzed show very
∗
Corresponding author.
E-mail addresses: mblazquez@ugr.es (M.T. Blázquez), lallena@ugr.es (A.M. Lallena).
0378-4371/$ – see front matter © 2012 Elsevier B.V. All rights reserved.
doi:10.1016/j.physa.2012.05.010