IEEE Journal Publication
1
Power Quality Issues in Power Systems
K. Khairullah, Undergraduate Student, Western University, and F.O. Zourob, Undergraduate Student,
Western University
Abstract—Over the past decade, the growing demand of
electronically controlled equipment calls for the development of
new iterations to optimize power quality. This paper discusses
four different power quality issues to demonstrate the
progression of the solutions over the years. The analysis is
conducted on four different case studies from different parts of
the world. The first case study examines the voltage harmonics
and current unbalance in the Indian Railway Traction SubStation. The high speed electrified railway experiences harmonic
disturbances due to its AC/DC converters. The specifications of
these power quality issues are discussed in detail along with
comments on the technical and economical feasibility. The second
case study is on power quality issues in Slovenia transmission
system. The second case study looks at the possible power quality
issues, specifically regarding harmonics, in a long line meant to
connect Slovenia and Italy. Two filter designs are explored to
remove harmonic frequencies from the high voltage direct
current system. The third case study is on Siemens’ SVC (static
var compensation) of a FACTS (flexible AC transmission system)
controller to fix power quality issues. This case study examines
the simulations of various solutions and challenges faced due to
damping harmonics. It will demonstrate the results of receiving
end voltage Vr and voltage regulation %VR with and without
compensation. Finally the last case study discusses. Each cable
system has certain advantages and disadvantages and conditions
vary based on the specifications and the economic resources
provided. The fourth and final case study explores issues in
power quality when renewable sources of energy such as wind
power and PV power generation is connected to the grid. These
connections can create issues with harmonics, voltage regulation
and general efficiency. Many filter designs which would be
connected between the source of power generation and the grid
are investigated.
Index
Terms--Power
Quality;
SVA
(Static
Var
Compensation); TCR (Thyristor Controlled Reactor); THD
(Total Harmonic Distortion).
P
I. INTRODUCTION
OWER quality is a term used to describe the different
factors of voltages, currents, and frequencies affecting the
power system. It is the connecting bridge of all the electrical
networks to supply a stable and efficient power supply with
minimal losses. The robust operation of today’s electrically
powered equipment allows for the addition of high power nonlinear loads to the distribution system. However, this results in
power quality issues in the form of system failures, increased
energy and economical losses, violations of IEEE standards,
as well as interferences in communication systems. This
phenomena cost industry, distribution and customers millions
This work was supported by IEEE Western University Library
of dollars yearly. In this paper, the most important
characteristics of power quality issues and improvements will
be discussed and cited by reputable researches. Common
power quality issues include: harmonics distortions, flickers,
arcing and voltage dips and sag. Most AC electric power
distributions operate at a fundamental frequency of 60Hz. A
harmonic frequency is any sinusoidal frequency, which is a
multiple of the fundamental frequency as seen in figure 1a.
Harmonic frequencies can be even or odd multiples of the
sinusoidal fundamental frequency. Harmonic distortions occur
due to overheating of transformers and motors, breaker trips,
etc. In addition, voltage transients are also prevalent in
systems with variant loads where high over-voltage
disturbances (up to 20kV) occur [1].
II. INDIAN RAILWAY - HARMONICS DISTORTIONS
Fig 1a. Harmonic Distortions in Power
Systems [2]
A. Overview
This case study discusses the design, characteristics of
power quality issues and future work of India’s Railway
System in Tamil Nadu, India. The following discussion of
power quality issues is based on N. Gunavardhini, M.
Chandrasekaran research paper [3].
In India, the Indian Railway (IR) is the fourth-largest
railway network in the world with one of the highest
transportation capabilities of approximately 13,000 train
passengers daily. The electrified railway’s immense speed and
remarkable electric traction system provides a new alternative
to a much needed developing technology.
The Railway integrated a 25kV AC electrification system
in the early 20th century in a wake of lower costs, reduced CO2
2
transmission, and higher efficiencies. The electrified railway’s
immense speed and remarkable electric traction system
provides electric power without a traditional prime mover.
However, due to its robust application and high-energy
consumption, its high-density traffic requires more reliable
and efficient power supply. The traction system experiences
power quality issues such as harmonics, power factor, reactive
power absorption and voltage sag.
Various Power Quality Problems are discussed in this
paper. In addition, a proposed solution to minimize losses on
current carrying loads in the traction sub-system.
B. System Design
The electrified railway’s AC traction loads are fed through
a single-phase transformer. The transformer connects to a
power supply in a high short-current capacity system
configuration as seen in Figure 1.
C. Power Quality Challenges
I.
Voltage Sagging
As depicted in figure 1, the 230kV/110kV sub-stations are
feeding the railway’s traction on lines A, B and C. It is
interpreted in the graph of Figure 2 that the voltage dips at
Line A to 102.9kV. This occurs due to the tripping of
capacitor banks for voltage injection and absorption purposes,
which results in sagging. In addition, the voltage also dips at
Line B to 102.55kV, when autotransformers are taken out.
Similarly, Line C also experiences voltage sagging at 103.9kV
when the switch of the bus coupler trips to divide the lines into
sections. All of these modifications to the line ultimately lead
to power quality issues in the form of voltage sagging.
II.
Current Imbalance
In the particular case study, there are two currents that control
the current constant K. The railway’s traction is operated by
!
the following equation: K = !, where I2 is the negative
!!
sequence and I1 is the positive sequence. As demonstrated in
the analysis of Figure 3, the traction experiences K imbalance
that fluctuates between a maximum of 2.9 to a minimum of
1.01. This explains that the negative sequence current is higher
than the limits due to the variations in the traction loads.
Fig 1. Traction Load Power Supply System
Configuration on Lines A, B and C [4]
As demonstrated in the configuration above, a 110 kV
power supply is connected to the system through two 110 kV/
25kV and 21 MVA single phase traction transformers [5]. It is
common for a single traction transformer to supply power to
the traction loads while the other one behaves as a substitute in
case of faults. The secondary coil of the transformer is
connected to one terminal of the 25 kV AC traction which is
grounded. Therefore, the railway traction’s AC/DC converter
causes a source of negative current, which leads to harmonics
in the form of resonance. In addition, the two-phase
connection from the high-voltage three-phase network results
in voltage fluctuations, harmonics and sagging.
Fig 2. Voltage Sag in Traction Sub Station on
Lines A, B and C [6]
Fig 3. Negative and Positive Current
Imbalance in Railway Traction [7]
III.
Voltage and Current Harmonics
a. Voltage Harmonics
According to IEEE standards-, the eligible
harmonic distortion limit for a voltage level of 69kV to 161kV
is approximately 2.5% for normal hours of operations. For
shorter operations, the limit can exceed 3.75%, more than 50%
of its normal operation.
TABLE I
Voltage Harmonics
3
Table 1 demonstrates that voltage fluctuations rarely occur
and harmonics are well within the limits of the railway’s substation particularly 4,6,12 and 15. These values were analyzed
using a harmonics analyzer on the high voltage side of the
system.
b. Current Harmonics
On the contrary, the current harmonics in the tractions
stations occur because of the fast, robust varying loads. Based
on the short circuit stability of the system, IEEE standards- allow current injections only when the system is
strong and stable.
As seen in table 2, the current’s THD (total harmonic
distortion) is analyzed through a harmonics analyzer directly
on the high voltage side of railway traction’s substation.
TABLE II
Current Harmonics
It is interpreted as shown in the table, that THD of 3rd and
5 harmonics in the range of 26.1% and 23.4% exceed the
limits specified by IEEE standards- [8]. The 3rd and
5th order harmonics are relatively high in comparison to the
other THD due to the resonance effect on the capacitors
installed for PF correction purposes. Total capacities of
1400kVA capacitors are used, however; the utility imposes a
penalty for PF less than 0.85. In addition, due to the traction
load’s variation, resonance tends to be higher than the
specified limits. Therefore, it is necessary find an efficient
compensator to decrease harmonics level and maintain PF
standards to avoid IEEE penalty.
Therefore, the best solution for high power non-linear loads
are hybrid filters as seen in Figure 4. They are an effective
compensation for harmonic distortions, voltage sagging, and
imbalance and are relatively more economic in terms of cost
because of the cutback in kilovolt ampere rating of power
electronic devices.
The hybrid filter consists of a combination of a TBC
“thyristor binary compensation” and hybrid active filter. Their
main function is to suppress harmonics, reactive power
compensation and load balancing. Moreover, it significantly
decreases the apparent power VA of active power filter.
As explained previously, orders 3 and 5 THD experience
higher power non-linear loads due to harmonics on the railway
traction. Therefore, to fix the power quality challenge, a shunt
hybrid filter with TBC compensation is proposed for harmonic
and reactive power compensation as seen in the schematic
figure 4. The case study results demonstrate that the
recommended configuration is suitable for railway traction
loads with and without the capacitor banks connected to
improve power factor.
The shunt active filter is connected in series with fifth order
tuned passive filter. The tuned passive filter in parallel with
TBC is used to tune the fifth order harmonic compensation as
well as P.F correction. The small rated active filter is used to
remove the harmonics generated by TBC and the rest of
resonance between the grid and shunt passive filter [9].
th
D. Power Quality Compensation
Due to the non-linear, high power traction loads on the
railway, it is best to find an optimal solution. Passive filters
experience resonance in the form of harmonics; therefore they
do not provide practical solutions. A more effective solution
would be active filters, but it is relatively more expensive.
Fig 4. Single Phase Shunt Hybrid Filter combined
with TBC for Railway Traction[9]
E. Conclusions
Power Quality challenges in railway electrification studies
continue to propose challenges. It is extremely crucial to
satisfy IEEE standards- for the measured THD orders
of voltage and current harmonics within the ranges discussed
in the report. It has been analyzed through tests that the 3rd, 5th
and 17th orders of current harmonics and THD violate IEEE
standards-. Globally, consumers can be penalized for
polluting the industry supply by means of harmonics. In India,
the Central Electricity Authority is now enforcing regulations
for utilities to maintain power quality standards within the
limits of IEEE-. To resolve the above problems, the
circuit combination of single phase Shunt hybrid filter with
thyristor binary compensation phase filter has been analyzed
and simulated. The above configuration has been proposed to
4
better the efficiency of filtering and to reduce the power rating
requirements to prevent harmonics and reduce active power
compensation.
The load current, line current, the TBC current and the
hybrid filter current waveforms are shown in the Figure 5. It is
first analyzed that the line current is close to constant
sinusoidal and is in phase with supply voltage and therefore
the reactive power and harmonic currents are effectively
compensated. In conclusion, this proves that the proposed
solution is in fact efficient to solve the power quality issues
discussed and most importantly, it can also be implemented in
an economic way that satisfies IEEE regulations.
to implement the LCC system. Occasionally, lower order
harmonics, such as 3rd, 5th and 7th must also be filtered out
because of the six-pulse topology. It is important that care is
taken when adding high voltage harmonic filters as they might
amplify the harmonic components instead of filtering them
out.
C. Second Converter
The second type of converter is the voltage-source
converter-modular multi-level converter (VSC-MMC, which
will be referred to as the MMC from now on). This
technology, unlike the LCC does not consume much reactive
power, rather it contains adjustable components that allow for
the control over the generation or consumption of reactive
power. Therefore this system does not require any extra
compensators for reactive power compensation, although
filters are still needed to remove harmonics in the output
current. The harmonics that do occur in this system result
from high frequency switching of switches, and these
harmonics must be filtered out of the system. These harmonics
are also at high frequency levels. The MMC system does take
less filtering in comparison to the LCC system.
Fig 5. Steady State Response of the Proposed
Configuration [10]
III. POWER QUALITY ISSUES IN SLOVENIA TRANSMISSION
SYSTEM OVERVIEW
A. Overview
In Western Europe there are high voltage direct current
(HVDC) connections needed from Slovenia to Italy. To
accomplish this, there are two possible system connections
that shall be discussed. Converters are needed in these systems
for voltage control and reactive power control in the line. This
section will discuss two of the possible converter
configurations that can be used and how their designs affect
the system and the power quality of the system as it relates to
harmonics. This section is based on research conducted by
Leopold Herman Ambroz Bozicek, Bostjan Blazic and Igor
Papic [17].
Fig 6. Impedance frequency characteristics in Divaca
(above) and Bericevo (below), 400 kV busbar;
current situation without HVDC system[17]
B. First Converter
The first of type of converter is the line-commutated
converter (LCC). This technology is disadvantaged as it
consumes great deal of reactive power. This absorption of
reactive power leads to harmonic distortion since the LCC acts
as a parallel choke. Due to this absorption, the LCC system
requires compensation for the lost reactive power. The
compensators that are added to the system typically also
include filters to remove harmonic frequencies that result from
the absorption of said reactive power. These filters are
generally used to restrict the flow of higher order harmonics
such as 23rd, 25th, 35th, 37th and so on. Another cause of high
level harmonics in this system are the six-pulse bridges used
Fig 7. Impedance frequency characteristics in Divaca
(above) and Bericevo (below), 400 kV busbar;
possible future situation with HVDC system[17]
5
Ø
Increase power transmission over long distances
D. Power Quality Tests and Results
Tests were done where impedance of the Slovenian
network was measured and it was deduced that when
impedances are high, even small harmonic loads can lead to
high harmonic voltages. This could be damaging to the power
system. The impedance characteristics of the network without
the HVDC system is shown with a 400 kV Divaca busbar and
a 400 kV Bericevo busbar in Figure 6. The red areas of the
plots are the parallel resonant points in the areas of critical
harmonics. It must be ensured that frequencies within the red
range are not injected into the system as they can cause
amplification of voltage harmonics. Figure 7 shows the
impedance characteristics of the network with the HVDC
system operating. This reduces the red bands in the plots.
E. Conclusions
In conclusion, the LCC system does not cause
significant harmonic distortion with the use of harmonic
filters. On the other hand, the MMC system does not
contribute significant harmonic distortions even without the
use of harmonic filters. Finally, the impedance frequency plots
imply that the implementation of the HVDC system simplifies
the connection between Slovenia and Italy significantly and
this would improve the power quality in the system.
IV.
A SOLUTION OF POWER QUALITY ISSUES BY
ADAPTIVE FACTS CONTROLLER: A MODELLING AND
SIMULATION
Fig 8. Configuration of Siemens SVC - Type TCR
[11]
Ø Enhance stability with high Voltage Regulations
Ø Damp low frequency oscillations due to swing
(rotor) modes
The sensitivity of the voltage in regards to the reactive
power injection determines the amount of power transfer in
the transmission network applied by SVC. The second
considered solution is a synchronous condenser with an
HVDC converter station to control reactive power, which in
turn improves voltage regulation and system efficiency.
However, despite this proposed solution, SCV have better
capabilities and employments over a synchronous condenser:
Ø SVC does not trigger fault levels and in turn prevents
short circuit currents
A. Overview
This particular case study investigates a Siemens’ plant in
Portland, Oregon where SVC devices are used to improve
power quality issues over transmission lines. SVC (static var
compensation) is the first model of a FACTS (flexible AC
transmission system) controller developed in the early 20th
century. SVC achieves compensation by actively injecting the
appropriate amount of reactive power VAR into the system. It
functions as a variable impedance with capabilities to control
the current through a reactor. Siemen’ SVC achieve these fast
and reliable capabilities through the deployment of BTV
(bidirectional thyristor valves). This solution has been
deployed due to challenges of load compensations of high
varying loads, PF improvements as well as voltage and
currents imbalance. The case study investigates the simulated
studies and modeling of SVC as a compensator of current
generation. Hence, the best solution to improve power quality
has been analyzed which is the TCR “Thyristor Controlled
Reactor” and TSC “Thyristor Sswitched Capacitor”as seen in
Figure 8. The following discussion of power quality issues is
based on S.Bagwan and A.Mulla research paper accredited by
IEEE [11].
B. Objectives
SVC can be deployed for load compensation over fast
varying loads on transmission lines. The main objectives to be
achieved include the following:
Ø Control dynamic over-voltages
Ø
Under transient conditions, provides faster response
Ø
Little to no-loss of synchronism
Ø
Cheaper and requires less maintenance
SVC is mainly used for complex functionalities to increase
voltage regulation and control of over voltages due to faults,
or transient disturbances. The dynamic reactive power control
at the busload increases power transfer and can solve the
problem of voltage imbalance (collapse) caused by
contingency conditions [12].
C. Power Quality Challenges
Siemens systems’ deploy numerous non-linear loads to their
systems, which contribute to lots of power quality issues.
These issues prevent them from supplying their customers
with an undisturbed flow of energy at a continuous sinusoidal
voltage at the contracted magnitude level and frequency [13].
Moreover, the sensitivity of the devices cause various power
disturbances in the form of interrupted communication, lost
data, and equipment failure. A power voltage dip or sag can
damage thousands of valuable components. Moreover, despite
SVC’S capabilities to increase power transfer, low losses and
minimal short circuit currents; the solution does contribute to
damping harmonics. Siemens has a fundamental frequency of
60Hz for their AC electric power distribution. A harmonic
frequency is any sinusoidal frequency, which is an even or odd
multiple of the fundamental frequency. To fix power quality
issue of harmonics will be discussed in the next section.
6
D. System Design and Solutions
There are two types of SVC:
1. Injection of Inductive Reactive Power - Thyristor
Controlled Reactor (TCR)
2. Injection of Capacitive Reactive Power - Thyristor
Switched Capacitor (TSC).
In Siemens’ systems, the TCR and TSC are connected to
the secondary side of a step-down transformer. The core
functionality of a TCR is to dynamically control inductive
reactive power. Based on the control grid requirements, the
changes made help stabilize the SVC. However, even though
TCRs do not generate transients, instead as discussed earlier
result in damping current harmonics with firing currents above
90 °. To absorb harmonics caused by TCR, filter circuits can
be deployed on the line to individually tune to specific
frequencies as seen in Figure 9. Filter circuits consist of an
inductance and capacitance in series. To further improve the
effectiveness, high and low-pass filters can also be integrated.
Filters of SVC are developed to provide a consistent inductive
reactive power at the base of the reactor, dynamically adjusted
to balance the varying reactive load in order to provide a
reactive power that adds up to approximately zero [14]. This
helps prevent power quality issues in the form of dampening
harmonics.
economical relief in maximum demand and efficiency of
transformer capacity are achieved. These advantages make the
proposed solution likeable by Siemens to decrease the
discussed power quality issues.
Fig 10. % Voltage Regulations vs IL (A) Graph [15]
Fig 11. Receiving End Voltage (V) vs. Real power
(kVA) Graph [16]
Fig 9. Configuration of Siemens SVC with a filter
circuit installed [14]
The core functionality of a TSC is to dynamically control
capacitive reactive power. This is a less common solution than
TCR in industrial plants, but it is generally used on
transmission lines since they generate no harmonic distortions.
E. Conclusions
Static Var Compensators “SVA” particularly design
configurations of TCR with filter circuits allow for the
reduction in damping harmonic distortions. It provides
efficient functionalities in the control of inductive and
capacitive reactive power. As seen in figure 10, the % voltage
regulation gets improved as the load current gets decreased
after compensation. Moreover, after compensation, the
receiving end voltage remains constant with less reactive
power consumed by the load as demonstrated in figure 11. As
the consumption of the consumer power in the load results in
PF power factor that approaches unity, and therefore; the
overall efficiency of the system is improved. Finally, the
V.
ACTIVE POWER FILTER (APF) FOR
MITIGATION OF POWER QUALITY ISSUES IN
GRID INTEGRATION OF WIND AND
PHOTOVOLTAIC ENERGY CONVERSION
SYSTEMS
A. Introduction
As the population of the earth grows and as electronic
technologies continue to advance, the demand for power also
grows. The most optimal method of providing this energy is
through renewable energy sources such as wind and PV power
generation. However, some issues such as the presence of
harmonics and overheating occurs once these renewable
sources of power are connected to the grid. The most widely
used solution for such problems with harmonics and
unbalanced systems is the use of filters. It should be noted that
not all filters are created equally and therefore some filters are
better designed for specific issues rather than others. Passive
filters are simple, but they have limited use when it comes to
power quality issues. A more advanced form of filtering
technology takes the form of the static synchronous
compensator active power filter (APF). This type of filter is
better at reactive power and harmonic disturbance
compensation.
This section will explore the various
7
configurations of APF amplifiers and discuss their advantages
and limitations. This section will cover research completed by
Wajahat Ullah Tareena, Saad Mekhilefa, Mehdi
Seyedmahmoudianb and Ben Horanb[18].
B. Hybrid APF
The shunt APF makes for a good filter of lower order
harmonic frequencies. Passive filters in contrast, are better
suited for filtering out higher order harmonics. The hybrid
APF configuration uses these two types of filters to get a
broad range of harmonic filtration. The hybrid model is used
most frequently with PV system integration as that produces a
wide range of harmonic frequencies. Wind power on the other
hand requires both harmonic mitigation as well as reactive
power compensation, so the filter or compensator used must
be more robust than the simple hybrid system.
C. AC-AC Inverter Topology
The circuit configuration for the general form of an AC-AC
inverter is shown in Figure 12. These configurations can take
the form of single phase (two-wire), three phase (three-wire)
or three phase (four-wire) APFs. The general characteristics of
this type of topology are that they can eliminate harmonics,
achieve reactive power compensation and reduce inverter
losses. Some limitations for the two-wire configuration
include the fact that an isolated DC source is required and
sometimes this configuration leads to fault tolerance.
Constraints with the three-wire configuration include the need
for high voltage stress switches because of the large turns on
resistance. Finally, in the four-wire configuration, an neutral
current flows beside the reactive power, load current
harmonics and unbalanced current.
Fig. 13. Parallel inverter topology [18]
E. Common-Leg Inverter Topology
The image in Figure 14 shows the circuit design for the
common-leg inverter topology. In the single phase (two-wire)
APF, the parallel series injection transformer is used for power
factor regulation and this configuration provides high
efficiency, high power, and a quick response time for voltage
disturbances. In the three phase (three-wire) configuration, a
higher switching rate is needed which generates greater losses.
This design is also limited by limited amplitude sharing, a
large installation size and the switch and capacitor ratings.
Fig. 14. Common-leg inverter topology [18]
Fig. 12. Nine-switch AC–AC inverter APF circuit [18]
D. Back-to-Back Inverter Topology
The main advantage of the back to back configuration is
that it improves the APF compensation capabilities in the
system. An image of the general circuit configuration can be
seen in Figure 13. The single phase (two-wire) APF causes
max power flow strain in the system without the use of a
matching transformer. It operates as an active filter in normal
mode and as a battery charger in back up operating mode
when tis configuration is modified to act as a three phase
system to reduce strain. The three phase (three-wire) APF
requires larger capacitors and DC voltages at higher dynamic
loads to maintain less voltage stress across each capacitor.
Lastly, in three phase (four-wire) configuration, the neutral
terminal is connected to the negative end of the DC capacitor
to reduce the number of components needed, the DC link
voltage and the harmonic distortion of the source current.
F. Conclusion
To conclude, an inverter is a major component for the
efficient harvesting of renewable energy. To increase the
efficiency, it is imperative to keep the number of semiconductor devices and the number of switching devices to be
minimal. Finally, the APF is an effective solution for power
quality problems such as harmonic mitigation, voltage
regulation, power factor correction and neutral current
compensation. It should be noted that each specific design has
its particular strengths and all characteristics must be taken
into careful consideration before a choice in APF is made.
VI.
CONCLUSION
This report incorporates various case studies from different
industries in the world to discuss power quality challenges and
proposed solutions. There is an evident improvement in power
quality throughout the years.
It is worthy to mention accredited researchers’ work in
power quality improvements and how it significantly shaped
the power industry today. Bagwan and Mulla’s research on
SVA proves that power quality can be improved up to 40% on
varying loads in Siemens. Most importantly, it significantly
improves voltage regulation and the receiving end voltage.
There is still a great room for improvement and
optimization in the field of power quality all around the world
but high costs; regulations and global urbanization with
8
limited space propose great challenges in the future. These
technical and economical restrictions should always be
considered when discovering new solutions for power quality
compensations.
VII.
ACKNOWLEDGMENT
The authors would like to thank Sibin Mohan for the
assistance and guidance in this report.
VIII.
[1]
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IX.
BIOGRAPHIES
Fatma Zourob was born in Abu
Dhabi, UAE, on September 19th,
1997. She is currently an electrical
engineering undergraduate student at
the Western University and will be
graduating in 2019.
She is the treasurer for IEEE
Western Student Branch and worked
on multiple self-initiatives. Her
special fields of interest include
Power Systems. She worked at a
summer co-op position at Hydro One in the telecom-engineering
department. She is currently seeking research/internship positions in
the power systems field.
Zourob received multiple awards in recognition of her academic
and leadership excellence in electrical engineering. She has been part
of the dean’s honor list for 2 consecutive years and received the
Hydro One Women in Engineering Scholarship in 2017.
Khadija Khairullah was born on the
29th of March 1997. She is currently
enrolled in Western University’s
electrical engineering program with a
concurrent major in computer
science. She will be graduating with
both degrees in the summer of 2020.
Khadija’s technical interests lie in
the fields of programming and
software development. She has
worked in a research lab for the past
two summers on a biomedical engineering project.