*th Mediterranean Conference on Power Generation, Transmission, Distribution and Energy Conversion
MEDPOWER 2012
Improving Smart Grid Operation with New
Hierarchically Coordinated Protection Approach
Biljana Matic-Cuka and Mladen Kezunovic
interconnection point, DGs deployment is specified by the
Abstract Nowadays, power systems are characterized with standards and different guidelines, such as the IEEE
heavy loading conditions, abrupt changes in generation standard 1547 [3] and FERC order 661-A [4].
patterns, extensive switching of power system configuration Also, the transmission infrastructure upgrade has not
and high penetration of distributed generation (DG). Under
followed the increase in electric power generation. Thus, the
those conditions performance of the conventional relays that
system now needs to operate with tight margins and less
rely on predefined settings may deteriorate leading to system
redundancy under dynamic grid operating phenomena such
wide disturbances and blackouts. To ensure reliable system
as power and voltage oscillations, as well as voltage,
operation, monitoring, control and protection have to be
improved. In this paper, new Hierarchically Coordinated frequency and angular instability. In addition, introducing
Protection (HCP) approach to mitigate the effects of increased distributed generation in the distribution system changed its
grid complexity on its operation is proposed. The proposed
behavior from passive network that transfers power from
approach utilizes local and wide area measurements and relies
substation to the customers in a radial fashion to the active
on the three HCP framework levels: fault anticipation and
network with generation sources causing bidirectional flows
prediction, adaptive fault detection, and relay operation
and short circuit (SC) current levels that may vary under
correction in case of unwanted tripping. It brings intelligence to
the relays at all voltage levels and uses information and different circumstances. These new phenomenon may have
statistics from the systems such as weather, lightning, animal impact on relay operation since in some situations;
and bird migration patterns, component outage history, etc to
conventional relays may not be able to discriminate between
enhance protection system tripping dependability and security.
fault and normal conditions.
Index Terms adaptive relaying, distributed generation,
According to the historical data, relay mis-operation is
neural nets, protective relaying, synchronized sampling.
one of the major contributing factors to 70% of the brown
I. INTRODUCTION out and black out disturbances in the United States [5], [6].
Several cases of inadequacy of relay operation were quoted
D UE to the rise in energy demand and favorable
as possible causes of the disturbances. To prevent tripping
governmental policies a number of DG units have been
due the swing condition, some transmission line relays are
installed in the power systems. In the last few years, energy
armed with the blocking function. However, the relays still
from renewable sources has experienced larger percentage
may mis-operate for the faults occurring during the power
growth compared with the energy growth from conventional
swing period since they are blocked from operation [7]. The
sources. European Union (EU) heads of states assumed a
distance relay mis-operation in Zone III has caused
target of 20 % of energy generated from renewable sources
cascading events leading to major blackout [17]. Protection
by 2020 [1]. A similar plan for 25 % renewable energy
under-reach, sympathetic trips, unsuccessful clearing of
sources requirement until 2025 has been adopted in the US
faults and unintentional islanding are all major problems
[2]. In the last decade large scale wind generation is being
associated with the utilization of DGs in the distribution
rapidly installed while small scale wind generation has not
systems [8]. Study in reference [9] shows that the only way
found broad applications. On the other hand, photovoltaic
to keep existing distribution system protection philosophy in
(PV) systems have slower growth and are evolving from
presence of high DG penetration is to disconnect all DGs
very small residential units to higher generation sizes.
instantaneously in the case of the faults, even if the faults are
To smooth the DG impact on the grid operation many
temporary. It would enable the system to capture its radial
countries and utility companies have established guidelines
nature and steady short circuit current levels. However, if
while IEC, IEEE and other standard bodies are formulating
such practice continues the system reliability will be
standards for DG interconnection to the grid. The biggest
deteriorated and DG full potential will not be utilized.
issue is to make sure that DG operates in a safe environment
The main focus of this paper is the role of the protection
and that their disconnection will not worsen grid reliability.
system in mitigating reliable operation of future smart grids.
Depending on their type and technology, size and
The paper first discusses background of the interconnection
standards. The next section reviews the current relaying
Funding for this research was provided by the U.S. DOE s Office of
practices and potential problems. Then the grid protection
Electricity Delivery and Energy Reliability under the project The Future
issues in the modern grids are analyzed followed with the
Grid to Enable Sustainable Energy Systems.
Biljana Matic-Cuka and Mladen Kezunovic are with the Department of novel protection approach, a case study and conclusions.
Electrical and Computer Engineering, Texas A&M University, College
Station, TX 77843-3128 USA (e-mail: ******@****.***,
*******@***.****.***).
1
II. THE GRID INTERCONNECTION STANDARDS the case of transmission lines, relays should differentiate the
internal faults from external faults so that only the faulted
line is removed, provide the exact fault type selection so
IEEE standard 1547 2003 for Interconnecting
that advanced tripping and reclosing can be applied, and
Distribution Resources with Electric Power Systems
locate the precise fault position on the line so it can be
provides requirements for performance, operation, testing,
repaired and restored quickly.
safety and maintenance of the interconnection [3,10]. The
requirements are applicable for DGs in 60 Hz system with
generation capacity less than 10MW and they should be met
at the point of common coupling. The main idea of IEEE -
1547 is that DG should not affect operation, protection and
power quality of the distribution system and that it should be
quickly disconnected under abnormal conditions. Standard
does not allow utilization of inverter-based DG control
capabilities and it prohibits voltage regulation and reactive
power generation. There are eight complementary standards
designed to expand upon or clarify the initial standard, four
of which are published, and the other four are still in the
development phase [11], see Fig 1.
In attempt to maintain integrity of the transmission grid
with high wind energy penetration, Federal Energy
Regulatory Commission (FERC) proposed low voltage ride-
through (LVR) requirements during faults. Order 661-A
implies that wind energy sources should stay connected to
Fig 1. IEEE 1547 2003 Standard Series [11 ]
the grid during most disturbances. The wind plant should
stay connected for a grid disturbance resulting in voltage
drop of 85% for 625ms time period. Further, the wind plant
should stay connected if voltage returns to 90% of the rated
power within 3s from the beginning of the voltage drop (see
Fig. 2). Moreover the wind plant shall maintain power factor
in the range of 0.95 leading to 0.95 lagging at the point of
interconnection. To accomplish these requirements, the wind
energy source must be equipped with power electronics Fig 2. Required wind plant response to emergency low voltage by FERC
661-A [13]
converters designed to supply such a level of reactive power
or fixed and switched capacitors.
The traditional operating principles of the conventional
Although those two standards have the same objective to
relays as classified in [14] may have some selectivity and
smooth DG impact to the grid operation, their requirements
reliability of operation issues:
in case of the local fault are contradictory; IEEE 1547
Magnitude Relays: The operating logic of such
requires DG disconnection while FERC 661A expects LVR
relays is based on the comparison of the
during the fault. In the case of high DG penetration in
magnitude of one or more operating quantities to
distribution systems, simultaneous disconnection of all DGs
the threshold. For example, the overcurrent relay
under some circumstances may reduce system reliability. It
responds to the changes in the magnitude of the
may cause incorrect relay operation followed by system wide
input current, over/under voltage and frequency
disturbance, and system instability problem at transmission
relays responds to the changes in voltage and
level due to sudden increase in the load. Thus, the regulators
frequency. Such relays are sensitive to the major
for DGs at distribution level are slowly moving toward wind
changes in relay quantities that are caused by
transmission type performance requirements. FERC 661-A
normal system operation rather than the faults
and the emerging new standards for large transmission-
since in that case the safety margin for
connected PV generation still appear to be at odds with the
differentiating between the faults and normal
IEEE-1547 standard for interconnection in the distribution
operating conditions may be significantly
system [12]. On the contrary, German BDEW guidelines
reduced, as discussed in section IV.b.
have imposed a LVRT requirement, automatic real power
Directional Relays: The operating logic of such
regulation and automatic mandatory reactive power
relays is based on the comparison of the phase
contribution corresponding to 0.95 power factor.
angle between two AC inputs. The comparison
can be based on current and voltage phasor, or
III. ISSUES WITH CURRENT PROTECTIVE RELAYING
only on current phasors. Such relays if based
APPROACHES
only on current flows may create false fault
detection due to bidirectional power flows, as
The main goal of protection relay is to quickly and discussed in section IV.D
reliably detect the fault and disconnect the faulted area. In
Ratio Relays: The operating logic of such relays is
2
based on the comparison of the ratio of two B. Short Circuit Level
phasors to the thresholds. An example of a ratio Connection of DG to power grid has various impacts on
relay is the distance relay. This relay may get the performance of the existing protection schemes. The
confused with current in-feed and voltage impact depends on DG type, size and location, impedance
variation phenomena such as power swing or and configuration of the line. DGs contribute current to the
sudden increase in the load. An example of the circuit and their contribution may rise, lower or change
direction of the short circuit (SC) current. Machine based
relay mis-operation is shown in section VI.
Differential Relays: The operating logic of such DGs inject SC current levels of more than 5 times their
rated current and may contribute to the short circuit current
relays is based on the algebraic sum of two or
for long time due to high inertia. On the other head, the
more inputs. In a general form, those inputs may
inverter based DGs have lower contribution up to 2 times
be the currents entering (or leaving) a specific
rated current and trip off very quickly due to low inertia. If,
protection zone. They are sensitive to different
for example, a remote part of a distribution network is
no-fault distortions in the currents such as inrush
equipped with large inverter based DG installations, it could
currents due to component switching or distorted
happen that in case of a failure there is almost no significant
currents due to instrument transformer saturation
rise of the phase current and the fault is therefore not
Pilot Relays: The operating logic of such relays is detected by the overcurrent protection system. With DG in
based on the communicated information obtained the network, the fault impedance can also decrease due to
from the two ends of the line. The decisions parallel circuits, therefore the SC current level increases and
made by a local relay and by a remote-end relay there could be unexpected high SC currents in case of a
are combined to form the final decisions. The failure.
inside principle of each relay could be any of the
C. Power Quality
four types described above. Such relaying
The power quality problems due to DG penetration are
principle is sensitive to the errors in the
applicable to the distribution and medium voltage grid s.
communication system.
Transient voltage variations can be expected if there are
All conventional relays have in common that they operate
relatively large current changes during connection and
as a tradeoff between security (not to trip when there is no
disconnection of DGs. Two aspects of power quality usually
fault) and dependability (to trip when there is a fault), with
considered to be important during evaluation of DG impact
the bias toward dependability. This tradeoff in internal logic
on system performance are: voltage flicker conditions and
makes protective relays mis-operate since the conventional
harmonic distortion of the voltage. Depending on the
relays have predefined settings that cannot be changed
particular circumstance, a DG can either decrease or
online following the system change that requires a change in increase the quality of the voltage received by other users of
the tradeoff bias. The settings are calculated assuming the the distribution network. The effect of increasing the grid SC
worst case system conditions and cannot be easily altered current by adding generation often leads to improved power
when such conditions are changed to different worst case quality; however, it may have a negative impact on other
scenarios. Due to the complexity in system operation, such aspects of system performance. A single large DG, or
as change in topology or loading, the relay decision drawn aggregate of small DG connected to a weak grid may lead to
using only one feature, such as current magnitude may be is power quality problems during starting and stopping
insufficient to make accurate decision in the systems with conditions or output fluctuations. For certain types of DGs,
such as wind turbines or PVs, power fluctuations are a
high DG penetration.
routine part of operation due to varying wind or sunlight
conditions.
IV. OPERATION ISSUES IN A MODERN GRID
The following sections summarize issues in the modern D. Reverse Power Flow and Voltage Profile
power grid with high penetration of renewable DGs: One of the most important responsibilities for the utility is
to keep acceptable voltage range in distribution systems. The
A. Anti-islanding
inverter-based DGs may regulate voltage at point of
The islanding occurs when a part of the utility network is
common coupling (PCC). However, according to the IEEE
still energized by the DG while being disconnected from the
standard 1547 inverter-based DGs are not allowed to
main grid. In this situation, neither the voltage nor the
regulate voltage at the point of common coupling (PCC).
frequencies are controlled by the utility. Normally, islanding
The tap-changing transformers or switched capacitors are
is the consequence of a fault in the network. If DG continues
used instead. The inverter-based DGs are designed to
its operation after the utility supply was disconnected, faults
operate only at unity power factor because this condition
may not clear since the arc is still charged. The main
will produce the most real power and energy. This limitation
problems associated with unintentional islanding are:
is a matter of standardization and agreements, and it is not
unacceptable limits for voltage, frequency and other power
technical one. Generally, inverters have the capability of
quality parameters which may lead to damage of network
providing reactive power to the grid in addition to the active
and customer equipment, out -of-phase reclosing that may
power.
cause high transient inrush currents which may damage the
Introducing DGs at the load side reduces the load demand
generator and electric shock to utility workers by touching
and in turn leads to reduced losses and improved voltage
energized conductors.
profiles on the feeder. This is a true statement as long as the
DG generation coincides with the substantial load demand
3
so that the net power flow remains going from the substation A. Transmission System
to the load. As the penetration levels of DG rise, there may An example of the novel transmission system protection
be time periods during the day when the power flow is from philosophy that relies on local and wide area protection
the load towards the substation, a situation not normally methods is presented in this section. This approach allows
anticipated in the distribution system design. This will automated system-wide monitoring of system component
affects performance of standard protection schemes with condition, which assures reliable protective relay operation
directional overcurrent relays. and performs corrective actions in the case protection
Voltage regulation and voltage rise are the key factors dependability or security is compromised. The scope of the
that limit the penetration level of DG that can be connected proposed approach includes:
to the system. During heavy load conditions, with connected Predictive Protection: The system monitoring and control
DG, voltage levels may drop below acceptable limits. The tool that performs routine vulnerability analysis of operating
main concern about high DG penetration levels in condition of the whole system and individual elements [15]
distribution systems is the effect of the expected large is deployed at the control center level and alert signals are
sent to the substation level to closely monitor relays placed
randomly fluctuating real power output from these sources.
at the most vulnerable components. The prediction of where
Fluctuating power from DG generators can cause the feeder
the protection mis-operation may occur gives an early
voltage profile to change, possibly increasing the switching
warning of how the contingencies may unfold.
operations for line regulators and capacitors.
Inherently adaptive protection: At the substation level a
neural network based fault detection and classification
V. PROPOSED HIERARCHICALLY COORDINATED
algorithm is employed [16,17] . Its tripping logic is based on
PROTECTION (HCP) APPROACH
feature patterns of waveform measurements. This approach
A new HCP paradigm for smart grids is envisioned to be does not have settings and hence avoids mis-operation due to
able to deal with the grid behaviors that have not been seen inadequate settings allowing for an inherent adaptive action
before but is anticipated in the future: heavy loading to optimize the balance between dependability and security
conditions, abrupt changes in generation patterns, extensive Corrective protection: At the substation level, fast and
switching of power system configuration and high accurate synchronized sampling based fault location [18]
penetration of distributed generation. This will lead to an and event tree analysis [17] to detect incorrect line tripping
equal importance of balancing the dependability and security sequence and incorrect relay logic operation respectively are
of protective relay operations, which is hard to achieve deployed. Upon transmission line tripping, fault location
simultaneously since in the past designing protection algorithm will validate correctness of relay s operation and
systems for selected tradeoff between dependability and in case of unconfirmed fault condition; the system
security, was common. The new protection approach is component (transmission line) will be quickly restored. The
proposed to avoid relay mis-operations that may lead to relay logic will be checked as it executes and if an incorrect
blackouts. The framework of the proposed approach consists sequence is detected, the relay action will be corrected.
of the:
Predictive protection. The statistical data and As a summary, the three concepts proposed earlier are tied
information from weather related tracking systems, together in an overall solution design shown in Fig.3.
history of the component outages, and power
system operating conditions that may lead to the
major disturbances, etc are used to anticipate
occurrence of a fault condition. The local
protection is armed to respond with specific
tripping logic for each disturbance that is
anticipated.
Inherently adaptive protection. It adjusts its tripping
logic based on feature patterns of waveform
measurements that are recognized online and
matched to the patterns obtained during learning
process that includes thousands of potential fault
conditions.
Fig. 3: The Hierarchical System Protection Architecture
Corrective protection. If local protection mis-
B. Distribution System
operates, accurate and fast fault location/analysis
restores the system component(s) quickly if the The proposed framework may also be used in defining
original tripping action is determined not to be new protection scheme for distribution system. It is well
correct. known that existing protection practice with overcurrent
relays in cases of high DG penetration is ineffective due to
This approach may be utilized at all power system levels
problems in finding right settings and time-coordination. It
and any robust and reliable protection scheme may be
appears that more sophisticated and adaptive methods have
defined and developed following these three concepts. The
to be developed.
following sections describe proposed approach for
The weather tracking and prediction models have been
transmission and distribution system using such concepts.
used in the power systems to enhance the performance of
4
planning, scheduling, energy management, and feedback
control systems [19]. However, utilization of such solutions
in designing the protection system has not been explored yet.
The lightning and severe weather conditions are major cause
of the faults in distribution system. The information from the
weather satellites may be used to develop alerts to potential
protection scheme and certain strategies to better isolate the
faults in the network.
Since fuses cannot be coordinated and controlled by
external signal, they will lose their function in the system
with high DG penetration. The protection system must rely
on breakers and reclosers that will communicate with the
main relay located in the substation. The relay would sense
the fault, identify the faulted section on the feeder, and
Fig. 4: IEEE 39-bus system
isolate the faulted zone by tripping appropriate breakers.
This way, the remaining zones can still function as usual.
The relay could be designed using advanced machine pattern
recognition technique to be able to distinguish between fault
and normal condition under any circumstances.
As a part of the corrective strategy, a fast and accurate
fault location may be used [22]. In addition, highly accurate
distribution system fault location is possible by combining
Fig. 5: Event Sequence
lightning location data form the U.S. National Lightning
Detection Network with fault monitor disturbance data and
distribution feeder location (GIS) data [2 0]. The data latency
is several seconds and may be used in the corrective
protection to verify the fault location determination in the
system. Moreover, animals and birds cause large number of
outages in overhead distribution systems. The frequency of
animal and bird related outages depend on the area, season
and time of the day. The historically obtained outage
patterns and animal/bird migration patterns may be used to
verify the fault location determination in the distribution
systems [21].
Fig. 6: Trajectory of Impedance
VI. CASE STUDY
Although the two faults are not related to the healthy line
In order to illustrate the use and operational efficiency of 26-29, the power swing caused by the two faults will have an
the proposed Hierarchically Coordinated Protection scheme impact on the distance relay. It observes Zone 3 fault at
for the transmission applications, the IEEE 39-bus New 1.627s after the second fault clearing until the trajectory
England test system shown in Figure 4 is utilized [23]. The leaves Zone 3 circle at 1.998s. The distance relay may trip
two most vulnerable lines according to their vulnerable Line 26-29 when its Zone 3 timer expires. As a result, buses
indices are: Line 21-22, 28-29 [15]. The outage of those 29, 38 will be isolated from the system, including the G9 and
lines will have a large impact for the system stability since loads at bus 29. This will results in the oscillation in the rest
the original loads in those two lines will be redistributed to of the system and further cascading outage may happen.
the neighboring lines causing more overloading issues. The The mentioned situation can be prevented by the proposed
system monitoring tool will inform the local relay system and local monitoring and protection tool. When the
monitoring tool on those lines to monitor the relay first fault occurs, the faulted line 21-22 is removed and no
operations closely. other operation happens. The relay monitoring tool for the
Assume a series of disturbances occur in the system, with relay at Line 21-22 will inform the system monitoring tool
the event sequence shown in Figure 5. The related system about the relay operation for the three-phase fault. The
components are marked in Figure 4. These two faults are system security analysis is activated after the first fault. An
permanent faults and thus isolated by the relay actions. After alert signal will be sent to the local relay monitoring tool at
the line 21-22 is removed due to the first fault, the top 2 vulnerable lines at this stage. Since the first fault will not
most vulnerable lines are changed to: Line 28-29, 2-3. After degrade the system stability very much, the local relay
the line 28-29 is removed due to the second fault, the top 2 monitoring tool will not be authorized to intervene with
most vulnerable lines are changed to: Line 23-24, 26-29. relay operations at this stage. When the second fault happens
This contingency may cause relay at Bus 26 of Line 26-29 and Line 28-29 is removed, the local relay monitoring tools
to mis-operate. The trajectory of impedance seen by that for the most vulnerable lines 23-24 and 26-29 will be
relay is shown in Figure 6 with the event sequence labeled. authorized to correct the potential relay mis-operation or
unintended operation in real time since the mis-operation of
those relays will directly separate the system. After the
second fault, the local relay monitoring tool at Line 26-29
5
S. M. Brahma and A. A. Girgis, Impact of distributed generation on
[9]
will draw a conclusion to block the relay from tripping for
fuse and relay coordination: analysis and remedies, in Proc. Int.
Zone 3 fault. That information will be sent back to the
Assoc. Sci. Technol. Develop., Clearwater, FL, 2001, pp. 384 389.
system. The system will issue appropriate control means to [10] Basso, T.S.; DeBlasio, R.;, "IEEE 1547 series of standards:
mitigate the disturbances. In an actual large scale system, it interconnection issues," Power Electronics, IEEE Transactions on,
vol.19, no.5, pp. 1159- 1162, Sept. 2004
is impossible that one or two contingencies like the ones
[11] .1547 Series of Interconnection Standards [Online]. Available:
discussed in this scenario can cause large scale system
http://grouper.ieee.org/groups/scc21/dr_shared/
oscillation. Usually there is enough time for coordinating the [12] Schauder, C.;, "Impact of FERC 661 -A and IEEE 1547 on
system-wide and local analysis in the initial stages of the Photovoltaic inverter design," Power and Energy Society General
disturbances to mitigate the impact of the disturbances Meeting, 2011 IEEE, vol., no., pp.1-6, 24-29 July 2011
Iov, F.; Hansen, A.D.; S rensen, P.; Cutululis, N.A.; Mapping of
[13]
before they unfold into the large one. An interactive system-
grid faults and grid codes . Ris -R-1617(EN) (2007) [Online].
wide and local monitoring and control means can really help Available: http://windenergyresearch.org/2007/01/mapping-of-grid-
reduce the probability of a cascading blackout since the faults-and-grid-codes/
A. G. Phadke and J. S. Thorp, Expose hidden failures to prevent
disturbances can be fully analyzed at both the local and [14]
cascading outages, IEEE Computer Applications in Power, vol. 9,
system level.
no. 3, pp. 20 23, July 1996.
[15] Diss.Song, H., The Detection, Prevention and Mitigation of
VII. CONCLUSION Cascading Outages in the Power System. Texas A&M University,
2006. 2006. 3296542.
In this paper, new protection approach for modern power S. Vasili, M. Kezunovi, Fuzzy ART Neural Network Algorithm
[16]
systems is presented. It is shown that proposed three layers for Classifying the Power System Faults, IEEE Transactions on
approach could be crucial in monitoring, detecting, and Power Delivery, Vol. 20, No. 2, pp 1306-1314, April 2005.
[17] Diss.Zhang, Nan. Advanced fault diagnosis techniques and their role
locating the faults in distribution and transmission systems.
in preventing cascading blackouts Texas A&M University, 2006.
The proposed prediction methods provide necessary
2006. 3246435.
breathing time for protection system to adjust bias M. Kezunovic, B. Perunicic, and J. Mrkic, An Accurate Fault
[18]
between dependability and security for each disturbance and Location Algorithm Using Synchronized Sampling, Electric Power
to reduce relay mis-operation rate. The advanced setting- Systems Research Journal, Vol. 29, No. 3, pp. 161-169, May 1994
[19] Zavala, V.M.; Constantinescu, E.M.; Anitescu, M.;, "Economic
less fault detection methods are utilized. Without
impacts of advanced weather forecasting on energy system
calculating the phasor, the voltage and current signals from operations," Innovative Smart Grid Technologies (ISGT), 2010, vol.,
the local measurement are formed as patterns using time- no., pp.1-7, 19-21 Jan. 2010.
domain data samples. Without need to specify settings, the [20] Kappenman, J.G.; Gordon, M.E.; Guttormson, T.W.;, "High -
precision location of lightning-caused distribution faults,"
setting coordination work can be avoided. Moreover, online
Transmission and Distribution Con ference and Exposition, 2001
relay operation verification tool is provided. The relay IEEE/PES, vol.2, no., pp.1036-1040 vol.2, 2001.
operation is constantly monitored and its correctness is [21] Min Gui; Pahwa, A.; Das, S.;, "Analysis of Animal-Related Outages
checked. In the case of the incorrect relay operation the in Overhead Distribution Systems With Wavelet Decomposition and
Immune Systems-Based Neural Networks," Power Systems, IEEE
power system component is restored online.
Transactions on, vol.24, no.4, pp.1765 -1771, Nov. 2009
[22] S. Lotfifard, M. Kezunovic, M.J. Mousavi, "Voltage Sag Data
VIII. ACKNOWLEDGMENT Utilization for Distribution Fault Location," IEEE Transactions on
Power Delivery Vol. 26, No. 2, pp 1239 -1246, April 2011.
The authors gratefully acknowledge the contributions of [23] M. A. Pai, Energy Function Analysis for Power System Stability,
Slavko Vasilic, Nan Zhang and Hongbiao Song whose Boston: Kluwer Academic Publishers, 1989, pp. 223 -227.
dissertation work results have been incorporated in this
paper.
X. BIOGRAPHIES
IX. REFERENCES Biljana Matic-Cuka ( S 07) received her Dipl. Ing. degree in Electrical
and Computer Engineering from University of Novi Sad, Serbia, in 2006.
[1] Renewable Energy Technology Roadmap 20% by 2020 [Online].
Currently she is pursuing the Ph.D degree in the Department of Electrical
Available:http://www.erec.org/fileadmin/erec_docs/Documents/Publi
and Computer Engineering, Texas A&M University, College Station, TX,
cations /Renewable_Energy_Technology_Roadmap.pdf
USA. Her research interests include power system protection and
[2] 25% Renewable Energy forthe United States By 2025:Agricultural
monitoring, smart grids, and distributed generation. Her industry
and Economic Impacts [Online] Available: http://www.agpolicy.org
experience includes an internship at GE Global Research, Niskayuna, NY
/ppap/REPORT%2025x25.pdf
(Sept 2011- Jan 2012).
[3] "IEEE Standard for Interconnecting Distributed Resources With
Electric Power Systems," IEEE Std 1547-2003, vol., no., pp.0_1-16,
Mladen Kezunovic (S 77-M 80 SM 85 F 99) received the Dipl. Ing.,
2003
M.S. and Ph.D. degrees in electrical engineering in 1974, 19 77 and 1980,
[4] FERC Order 661-A [Online] Aveilable: http://www.ferc.gov/
respectively. Currently, he is the Eugene E. Webb Professor, Site Director
industries/electric/indus-act/gi/wind.asp
of NSF I/UCRC Power Engineering Research Center, PSerc, and Deputy
J. Zhang and M. Kezunovic, Improving real-time fault analysis and
[5]
Director of another NSF I/UCRC Electrical Vehicles: Transportation and
validating relay operations to prevent of mitigate cascading
Electricity Convergence, EV-TEC . His main research interests are digital
blackouts, IEEE PES Transm.Distrib. Conf. Expo., New Orleans,
simulators and simulation methods for relay testing, as well as application
LA,Oct. 2005, pp. 847 852.
of intelligent methods to power system monitoring, control, and protection.
U.S.-Canada Power System Outage Task Force, Final report on the
[6]
He has published over 400 papers, given over 100 seminars, invited
August 14, 2003blackout in the United States and Canada: Ca uses
lectures and short courses, and consulted for over 50 companies worldwide.
and recommendations, Apr. 2004.
He is the Principal of XpertPowerTM Associates, a consulting firm
X. Lin, Y. Gao, and P. Liu, A novel scheme to identify symmetrical
[7]
specializing in power systems data analytics. Dr. Kezunovic is a Fellow of
faults occurring during power swings, IEEE Trans. Power. Del., vol.
the IEEE, a member of CIGRE and Registered Professional Engineer in
23, no.1, pp. 73-78, Jan. 2008.
Texas
[8] Diss.Chang, Tim, Impact of Distributed Generation on Distribution
Feeder Protection, University of Toronto (Canada), 2010. 2010.
MR72537.
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