Electric Power Systems Research 116 (2014) 128–135
Contents lists available at ScienceDirect
Electric Power Systems Research
j o ur nal ho me page: www.elsevier.com/lo cate/epsr
Parameter estimation procedure for the equivalent circuit model of
compact fluorescent lamps
Julio Molina
a
, Juan José Mesas
b
, Luis Sainz
b,∗
a
Department of Power, School of Electrical Engineering – UCV, Los Chaguaramos 1040, Caracas, Venezuela
b
Department of Electrical Engineering, ETSEIB-UPC, Av. Diagonal 647, 08028 Barcelona, Spain
a r t i c l e i n f o
Article history:
Received 13 November 2013
Received in revised form 26 March 2014
Accepted 17 May 2014
Available online 17 June 2014
Keywords:
Compact fluorescent lamps
Estimation procedures
Non-linear load modeling
Power system harmonics
a b s t r a c t
The spreading use of compact fluorescent lamps (CFLs) in utility distribution systems is leading to
increased concerns over power quality because CFLs consume highly distorted currents, which may
account for significant power consumption of distribution feeders. For this reason, CFL models and
estimation procedures of CFL model parameters must be studied in order to predict CFL harmonic cur-
rent emissions into networks. This paper describes estimation procedures of CFL model parameters
and presents estimation algorithms based on least-square techniques and actual measurements. The
estimation procedures are validated with extensive laboratory measurements.
© 2014 Elsevier B.V. All rights reserved.
1. Introduction
CFLs are small-power, energy-efficient lighting devices increas-
ingly used in residential and commercial installations due to
their low energy consumption and long useful life in comparison
with incandescent lamps. CFLs consume highly distorted current
waveforms, which can pose a harmonic issue because CFL power
consumption of all residential and commercial customers in a
power distribution system may be of the order of mW, causing
unacceptable voltage distortion in distribution feeders [1–3].
For the above reason, CFL modeling is currently studied in the
literature in order to assess CFL harmonic current injection and
predict its impact on power quality [1,2,4–6]. In [1], supply voltage
harmonic interaction in CFL harmonic currents is modeled using
the concept of tensor analysis with phase dependence. In [2], CFL
harmonic currents are introduced in power flow calculation with
Norton equivalent circuits. In [4], CFL study is based on the CFL
equivalent circuit without considering its ac equivalent resistance
because it can lead to unrealistic infinite slopes in the ac current
rising edge. In [5], the CFL equivalent circuit is improved by consid-
ering the ac equivalent resistance because it enhances the accuracy
of the model at the expense of a slight increase in model complexity.
In [6], CFL external behavior is modeled using a double-exponential
function to characterize ac current waveform dependence on the
supply voltage without considering the internal electric circuit. CFL
∗
Corresponding author. Tel.: +34 93 4011759; fax: +34 93 4017433.
E-mail address: sainz@ee.upc.es (L. Sainz).
parameter estimation procedures are also necessary to allow use
of the previous models in harmonic studies but they have not been
studied as extensively as CFL modeling. Little detailed informa-
tion about CFL parameter values is available and only a few works
deal with parameter estimation of the CFL equivalent circuit model
[1,4,5,7]. In [1], typical dc capacitor values of either 4.7 F or 10 F
are suggested for CFL modeling. In [4], a simple procedure for deter-
mining the parameters of the 120 V, 60 Hz CFL equivalent circuit
model from limited information is described. In [5], a straight-
forward method for CFL parameter estimation using experimental
measurements of the CFL supply voltage and ac consumed current
is proposed. In [7], a range of typical values for estimation of CFL
equivalent circuit components is presented. Among these works,
only the study in [5] provides an accurate estimation of CFL equiv-
alent circuit parameters, although these results can be improved
with least-square algorithms. These algorithms are used in [8] for
estimating the parameters of the CFL double-exponential model in
[6]. Other studies deal with the estimation of other non-linear loads
using least-square algorithms [9–11]. In particular, [9,10] investi-
gate parameter estimation of single-phase rectifiers by analyzing
several non-linear sets of equations.
This paper examines CFL parameter estimation by non-linear
least-square procedures based on actual measurements and the
CFL equivalent circuit model in [5]. These procedures are experi-
mentally validated with two laboratory tests performed on 12 CFLs
of different power ratings and trade names. From this study, a non-
linear least-square procedure based on the minimization of the
square error between the temporal samples of the CFL measured
and simulated ac currents is finally proposed.
http://dx.doi.org/10.1016/j.epsr.2014.05.009
0378-7796/© 2014 Elsevier B.V. All rights reserved.