International Journal of Applied Engineering Research ISSN 0973-4562 Volume 12, Number 21 (2017) pp. 11323-11329
© Research India Publications. http://www.ripublication.com
11323
Using the Least Squares Methods for Detecting Short Circuit Faults in
Electrical Systems
Abderrezak Metatla
Department of Mechanical engineering, August 20, 1955, Skikda University, Algeria,
Bp 26 route El Hadaiek, Skikda Algeria
Orcid Id: 0000-0002-2061-7863
Samia Benzahioul
Department of Technology, August 20, 1955, Skikda University, Algeria,
Bp 26 route El Hadaiek, Skikda Algeria
Orcid Id: 0000-0001-8076-3355
Ridha Kelaiaia
Department of Mechanical engineering, August 20, 1955, Skikda University, Algeria,
Bp26 route El Hadaiek, Skikda Algeria
Orcid Id: 0000-0003-3626-0288
Abstract
This paper presents the technique for estimating parameters
based on the method of least squares with and without
forgetting factor is presented in this work. This technique is
applied to power systems with or without faults. An
evaluation in numerical simulation of a coil with iron core
with or without fault short-circuit of turns, allows discuss the
quality of the estimation of physical parameters of the coil.
Keywords: fault, parameters estimation, electrical systems,
least square, detection.
INTRODUCTION
Systems identification is a large area which includes different
approaches. This difference is due, firstly, to the family of
models: model knowledge or behavior, parametric or non-
parametric models, deterministic or stochastic models and
secondly, to operating contexts: online or offline, open or
closed loop, with or without control of the input signals.
The aim of this work is to apply some approaches of
parametric identification on line of dynamic processes, in
particular, the method of least squares with or without
forgetting factor [1] for the electrical systems. The iron core
coil is the basic structure of all the electrical machines.
Therefore, it is important to test our approach on this system.
We show that the identification methods used to build
functioning and dysfunction models useful for applications in
the field of detection and diagnosis of faults.
This paper is organized as follows:
In Section2, we present a mathematical presentation of the
coil. In Section3, we present a least squares method to identify
the parameters of the proposed model. In Section4, we present
a least squares with factor forget to improve the speed of
convergence of the proposed algorithm. In Section5, we
present a model with fault, where we take into account of the
failure of short circuit turns. In Section6, we conclude the
paper by summarizing the main contribution and at the same
time we provide some remarks.
.
MODEL OF THE COIL
The coil iron core contains two magnetic and electric circuits
when the coil is crossed by an electric current, it creates losses
in the two circuits: in the magnetic circuit by hysteresis and in
the electric circuit by eddy current. When these losses are
negligible the coil is represented by two resistors and an
inductor, the schemes of the coil can be illustrated in (figure
1) [2].
Figure 1: The iron core coil
The use and simplification of mesh and Kirchhoff laws gives
the following model:
() ()
. .() . ()
di t du t
a bi t c ut
dt dt
(1)
Such as,
p
p
r
l r r
a
* ) (
, r b and
p
r
l
c
r
p
r l
um
m
i i1
i2