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7-1
Chapter 7
Conclusions and Future Work
7.1 Conclusions
In this thesis the operation of and winding short-circuit fault detection in a
Doubly-Fed Induction Generator (DFIG) based Wind Turbine Generator System
(WTGS) have been investigated. A review of the available wind turbine condition
monitoring systems in industry indicates that the focus is mainly on the gearbox
and bearing faults. However, according to surveys, generator faults are the fifth
most frequent cause of WTGS failure accounting for 9 % of downtime. Thus, it is
important to dedicate some effort on faults such as winding short-circuits, which
can develop into a failure quickly due to the presence of high current in the
shorted turns. To achieve this, it is necessary to understand the modelling detail
required, the operation of the DFIG and the design of the control system. To
validate the algorithms, a test bench is a valuable tool since it provides the
possibility to observe phenomena that do not appear in simulations due to the
trade-off between modelling detail and simulation speed.
The faultless operation of the DFIG has been discussed in Chapter-3. The
modelling requirements for the system have been investigated based on
literature review, which suggests that it is necessary to consider both the stator
and rotor flux dynamics to accurately determine the machine currents. A
lumped-mass model of the drive train can be used while wind speed can be
considered constant during the time frame of interest for machine electrical
faults, which is around one second. Such a model of the WTGS has therefore been
studied where the controllers have been designed for both the start-up and grid-
connected power production mode of operation. Two simulators have been
developed, one for each mode of operation. The first simulator of the WTGS that
models the generator, the converters and the grid in the dq domain provides the
possibility for fast simulations, at any operating point for the grid-connected
mode of operation, and has been used to compare the Proportional Integral (PI)
controller against the Linear Quadratic Gaussian (LQG) controller for both the
power and torque control strategy. It has been concluded that the torque control
strategy is better as compared to the power control strategy as it offers less
degradation in performance at operating points different from the one for which
the controller was tuned. The LQG control technique is superior to PI control
technique since it considers the Multiple Input Multiple Output (MIMO) nature of
the system while the design based on PI control breaks the system down into a
Single Input Single Output (SISO) subsystem for each of the d and q axis. The
second simulator uses the three-phase component models of
Matlab/SimPowerSystems and is used to simulate the start-up sequence of the
DFIG based WTGS. The procedure for correcting the phase error between the
generated stator voltage and the grid voltage has been simplified by using a
sample-and-hold technique thereby eliminating the need to design a separate
controller for this function. The modelled system corresponds to the laboratory
test bench and both the controllers and the developed phase difference
correction technique have been validated through experiments.
7-2
The faulted operation of the DFIG has been studied in Chapter-4 where the third
simulator developed for this purpose is used for winding turn-turn fault
simulation in the DFIG based WTGS. The procedure for modelling the machine
using the winding-function approach has been detailed. The developed machine
model is validated as a shorted-rotor singly-fed induction machine by observing
the harmonics in the stator currents, torque and the speed. It has been shown
that the model is able to reproduce the harmonics used extensively in literature
as indicators for squirrel-cage induction machine stator winding short-circuit
faults. The modelled machine is then used in a DFIG based WTGS with the control
system implemented. It has been concluded that it is necessary to consider the
effect of fault location as well as the control system. The current frequency
harmonic magnitudes have been shown to differ widely with the location of the
fault within the phase winding whereas the control system attenuates these
harmonic magnitudes altogether while introducing some new harmonics. This is
important when the presence of specific slip related harmonics is used as a fault
indicator and for the selection of a threshold value for the harmonic magnitudes
for alarm generation. The negative-sequence current component, as a fault
residual, has been shown to be less dependent on fault location and the number
of faulted turns (fault severity) in the presence of a control system. The effect of
noise, filter delays and stator voltage unbalance that also effect the detection
system performance has been taken into account.
The dimensioning of the major components for the test bench has been
discussed in Chapter-5. A number of sources have been consulted for the
required information. The necessary interface cards and protection circuits have
been developed and included for signal conditioning and protection against over-
voltage and over-current and over-temperature. The system has been used in
other applications and works satisfactorily.
The experimental results are provided in Chapter-6 where the tests to determine
the necessary parameters for simulation have been carried out. The operation of
the Grid-Side Converter (GSC) and the Rotor-Side Converter (RSC) has been
analyzed in the context of the DFIG based WTGS start-up.
7.2 Future Work
The WTGS model can be extended with a detailed model of the drive train and of the wind for simulations over a longer period of time to test the
control algorithms for power quality performance. The effect of
parameter variation should be included as well.
It is important for a fault detection system based on the negative-sequence current component to differentiate between the internal faults
of the generator and the current unbalance due to the non-symmetric grid
faults and sensor faults. The short duration grid faults are temporary as
opposed to winding short-circuits and do not require disconnection from
the grid but rather to ride through the fault. The effects of eccentricity can
be included by modifying the air-gap function in the developed generator
model thereby extending the range of faults can that be simulated.
7-3
The test bench can be modified to include a crowbar to study the Low Voltage Ride Through (LVRT) capability of the DFIG based WTGS for grid
faults. However, since the trend in WTGS is towards synchronous
generators with full-rated converters, to be able to comply with the
evolving grid codes, more effort can be placed on converter operation.
The model of a wind turbine for emulation on the test bench needs to be
implemented. An LCL filter can be designed which is becoming popular
for grid-interfaced converters.
R-1
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