2300 IEEE TRANSACTIONS ON POWER DELIVERY, VOL. 24, NO. 4, OCTOBER 2009
Wavelet Packet Transform-Based Power Quality
Indices for Balanced and Unbalanced Three-Phase
Systems Under Stationary or Nonstationary
Operating Conditions
Walid G. Morsi, Student Member, IEEE, and M. E. El-Hawary, Fellow, IEEE
Abstract—Three-phase power-quality indices (PQIs) can be
used to quantify and hence evaluate the quality of the Electric
Power System (EPS) waveforms. The recommended PQIs are
defined based on the fast Fourier transform (FFT) which can only
provide accurate results in case of stationary waveforms, however
in case of nonstationary waveforms even under sinusoidal oper-
ating conditions, the FFT produces large errors due to spectral
leakage phenomenon. Moreover, FFT is incapable of providing
any time-related information which is a required property when
dealing with time-evolving waveforms since it can provide only
an amplitude-frequency spectrum. Since wavelet packet trans-
form (WPT), which is a generalization of the wavelet transform,
can represent EPS waveforms in a time-frequency domain, it is
used in this study to define and formulate three-phase PQIs. In
order to handle the unbalanced three-phase case, the concept of
equivalent voltage and current is used to calculate those indices.
The results of four numerical examples considering stationary
and nonstationary, balanced and unbalanced three-phase systems
in sinusoidal and nonsinusoidal situations indicate that the new
WPT-based PQIs are closer to the true values. In addition, phase
and overall crest factors are redefined in the time-frequency
domain using WPT while a new crest factor is introduced in this
paper. The redefined crest factors and the new crest factor help
identifying and quantifying the waveform impact based on the
time-frequency information obtained from the WPT. New crest
factor can only be determined via WPT, which proves the powerful
of this method and its suitability to define three-phase PQIs in
nonstationary operating conditions.
Index Terms—Nonstationary waveforms, power-quality (PQ)
indices (PQIS), three-phase systems, wavelet packet transform
(WPT).
I. INTRODUCTION
P
OWER QUALITY (PQ) is defined as a combination of
voltage quality and current quality [1]. Voltage quality can
be defined based on how much deviations exist between the ac-
Manuscript received November 26, 2007; revised April 22, 2009. Current
version published September 23, 2009. This work was supported by the Izaak
Walton Killam Memorial Pre-doctoral Scholarship. Paper no. TPWRD-00721-
2006.
W. Morsi is with the Department of Electrical and Computer Engineering at
the University of New Brunswick, Fredericton, NB E3B 5A3, Canada (e-mail:
wmorsi@unb.ca).
M. E. El-Hawary is with the Department of Electrical and Computer
Engineering at Dalhousie University, Halifax, NS B3J 2X4, Canada (e-mail:
elhawary@dal.ca).
Color versions of one or more of the figures in this paper are available online
at http://ieeexplore.ieee.org.
Digital Object Identifier 10.1109/TPWRD.2009.2027496
Fig. 1. PQ disturbances classifications based on waveform characteristics.
tual voltage (or current) and the ideal voltage (or current) wave-
forms. The ideal voltage (or current) should have sinusoidal
waveshape with fixed magnitude and fixed frequency as their
nominal values.
Voltage and/or current deviations are considered as power
quality disturbances. They may be classified as stationary or
nonstationary, sinusoidal or nonsinusoidal as shown in Fig. 1.
Stationary PQ disturbances are defined as those waveforms
where their statistical characteristics do not change with time
while nonstationary disturbances are those waveforms where
their statistical characteristics change with time.
Stationary PQ disturbances may result from the presence of
nonlinear loads connected to the electric networks, such as per-
sonal computers (PCs), power-electronic devices, flexible ac
transmission systems (FACTS), and uninterruptible power sup-
plies (UPS). Those nonlinear loads draw nonsinusoidal currents
from the network that is stationary in nature even if it is supplied
from the sinusoidal voltage source.
On the other hand, nonstationary PQ disturbances, such as
voltage dips, swells, or transients are due to abnormal oper-
ating conditions in the electric power system. For example, dips
can result from short-circuit faults, motors starting, and trans-
formers energization, voltage swell can be due to changes in
large loads or power-line switching. Transients may be due to
lightening strokes or switching processes.
Since during electric power system deregulation, the con-
sumers especially those owing sensitive equipments will be
more concerned of choosing their own suppliers based on
the quality of the electric service they can provide, therefore
there is a need to evaluate the electric power quality through
quantifying the deviations that can exist in the electric voltage
and currents waveforms.
In order to evaluate the electric PQ, PQ indices that were rec-
ommended in [2] and [3] can be used for that purpose. However,
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