SlideShare ist ein Scribd-Unternehmen logo
1 von 9
Downloaden Sie, um offline zu lesen
International Journal of Engineering Research and Development
e-ISSN: 2278-067X, p-ISSN: 2278-800X, www.ijerd.com
Volume 6, Issue 12 (May 2013), PP. 71-79
71
Modal Based Analysis and Evaluation of Voltage Stability
of Bulk Power System
Dr. Enemuoh F. O., Dr. Onuegbu J. C. and Dr. Anazia E. A.
Department of Electrical Engineering
Nnamdi Azikiwe University, Awka, Nigeria.
Abstract:- This paper reports on Modal based analysis and its application in the evaluation of voltage
stability of bulk power system. This method makes use of the power system Jacobian matrix to
determine the eigenvalues necessary for the evaluation of the voltage stability of the power system. It
identifies if the eigenvalues are positive or negative which is an indicator of the system stability. For a
steady state power system, a positive eigenvalue shows that the system is stable while a negative
eigenvalue indicates that the system is instable. The least eigenvalue indicates the proximity of the
system to voltage instability. This method was used to determine the components of the system that
contribute to instability through the use of the participating factors. The method was implemented on
IEEE 14 bus system and it calculated the various eigenvalues with the least value used to calculate the
participation factors that indicated the generator, branches and buses that will contribute most to the
bulk system voltage instability.
Keywords:- Modal, voltage stability, eigenvalue, participation factors.
I. INTRODUCTION
Voltage stability issues are of major concern worldwide because of the significant number of black-
outs that have occurred in recent times in which it was involved [1]. For many power systems, assessment of
voltage stability and prediction of voltage instability or collapse have become the most important types of
analysis performed as part of system planning, operational planning and real-time operation. It is important to
have an analytical method to investigate voltage stability in the power system, particularly with a complex and
large interconnected network. The work presented in this paper used modal analysis to evaluate the voltage
stability of a bulk power system It involves the calculation of a small number of eigenvalues of the reduced
Jacobian matrix obtained from the load flow solution. In the past, the electric utility industry has largely
depended on conventional power-flow programs for static analysis of voltage stability. Stability is determined
by computing the V-P and V-Q curves at selected load buses. Generally, such curves are generated by executing
a large number of power flows using conventional models. While such procedure can be automated, they are
time –consuming and do not readily provide information useful in gaining insight into causes of stability
problems. In addition, these procedures focus on individual buses, that is, the stability characteristics are
established by stressing each bus independently. This may unrealistically distort the stability condition of the
system. Also, the buses selected for V-Q and V-P analysis must be chosen carefully, and a large number of such
curves may be required to obtain complete information. In fact, it may not be possible to generate the V-Q
curves completely due to power-flow divergence caused by problems elsewhere in the system.
A number of special techniques have been proposed in the literature for voltage stability analysis [2, 3, 4].
Generally, many of these have not found widespread practical application. A practical approaches based modal
analysis has advantage that it gives voltage stability related information from a system wide perspective and
clearly identifies areas that have potential problems. It has the added advantage that it provides information
regarding the mechanism of instability. This is the principal reason for considering the modal analysis. The
understanding of modal analysis starts with the formulation of power flow problem.
II. POWER FLOW PROBLEM
The power flow or load flow is widely used in power system analysis. It plays a major role in planning
the future expansion of the power system as well as helping to run existing systems in the best possible way.
The network load flow solution techniques are used for steady state and dynamic analysis programme [5, 6].
The solution of power flow predicts what the electrical state of the network will be when it is subjected to a
specified loading condition. The result of the power flow is the voltage magnitude and the angle of each of the
system nodes. These bus voltage magnitudes and angles are defined as the system state variables.
Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System
72
That is because they allow all other system quantities to be computed such as real and reactive power flows,
current flows, voltage drops, power losses, etc … power flow solution is closely associated with voltage stability
analysis. It is an essential tool for voltage stability evaluation. Much of the research on voltage stability deals
with the power-flow computation method.
The power flow problem solves the complex matrix equation:
)1(


V
S
YVI
where
I = nodal current injection matrix
Y = system nodal admittance matrix
V = unknown complex node voltage vector
S = apparent power nodal injection vector representing specified load and generation of nodes
Where
)2(jQPS 
The Newton-Raphson method is the most general and reliable algorithm to solve the power-flow
problem. It involves interactions based on successive linearization using the first term of Taylor expansion of
the equation to be solved. From equation (1), we can write the equation for node k (bus k) as:
)3(
1


n
m
mkmk VYI
)4(*
1
**
m
n
m
kmkkkkk VYVIVjQP 

Where:
m = 1, 2, …, n
n = number of buses
Vk is the voltage of the kth bus
Ykm is the element of the admittance bus
Equating the real and imaginary parts
)5(
1
**












 
n
m
kkmkek VYVRP
)6(
1
**












 
n
m
kkmkmk VYVIQ
Where
Pk is the real power
Qk is the reactive power
With the following notation:
)7(,, kmmk j
kmkm
j
mm
j
kk eYYeVVeVV 

Where
kV is the magnitude of the voltage
k is the angle of the voltage
km is the load angle
Substituting for Vk, Vm, and Ykm in Equation (4)



n
m
j
km
j
k
j
kkk
kmkk
eYeVeVjQP
1

Or
 



n
m
j
kmkkKK
kmmk
eYVVjQP
1

Or
Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System
73
 

n
m
kmkkkmkkkk YVVjQP
1

Or
 
 )sin
(cos
1
kmmk
kmmk
n
m
kmkkKk
j
YVVjQP



 
Separating the real and imaginary parts of above equation to get real and reactive powers,
  )8(cos
1
kmmk
n
m
kmkkk YVVP   
  )9(sin
1
kmmk
n
m
kmkkk YVVQ   
The mismatch power at bus k is given by:
)10(k
sch
kk ppP 
)11(k
sch
kk QQQ 
The Pk and Qk are calculated from Equation (8) and (9)
The Newton – Raphson method solves the partitioned matrix equation:
)12(















V
J
Q
P 
Where,
ΔP and ΔQ = mismatch active and reactive power vectors.
ΔV and ΔӨ = unknown voltage magnitude and angle correction vectors.
J = Jacobian matrix of partial derivative terms
III. MODAL ANALYSIS
The Modal analysis mainly depends on the power-flow Jacobian matrix of equation (12). Gao, Morison
and Kundur [8] proposed this method in 1992. It can predict voltage collapse in complex power system
networks. It involves mainly the computing of the smallest eigenvalues and associated eigenvectors of the
reduced Jacobian matrix obtained from the load flow solution. The eigenvalues are associated with a mode of
voltage and reactive power variation which can provide a relative measure of proximity to voltage instability.
Then, the participation factor can be used effectively to find out the weakest nodes or buses in the system. The
analysis is expressed as follows:
Equation (12) can be rewritten as:
)13(
2221
1211






















VJJ
JJ
Q
P 
By letting 0P in Equation (13)
,0 1211 VJJP   VJJ  
12
1
11 (14) and
VJJQ  2221  (15)
Substituting Equation (14) in Equation (15):
)16(VJQ R
Where
 12
1
112122 JJJJJR


RJ is the reduced Jacobian matrix of the system.
Equation (16) can be written as
)17(1
QJV R  
The matrix RJ represents the linearized relationship between the incremental changes in bus voltage
(ΔV) and bus reactive power injection (ΔQ). It’s well known that, the system voltage is affected by both real and
reactive power variations. In order to focus the study of the reactive demand and supply problem of the system
Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System
74
as well as minimize computational effort by reducing dimensions of the Jacobian matrix J the real power (ΔP =
o) and angle part from the system in Equation (13) are eliminated.
The eigenvalues and eigenvectors of the reduced order Jacobian matrix JR are used for the voltage stability
characteristics analysis. Voltage instability can be detected by identifying modes of the eigenvalues matrix JR.
The magnitude of the eigenvalues provides a relative measure of proximity to instability. The eigenvectors on
the other hand present information related to the mechanism of loss of voltage stability.
Modal analysis of JR results in the following.
)18(RJ where Ф = right eigenvector matrix of RJ
 = left eigenvector matrix of RJ
 = diagonal eigenvalue matrix of RJ
Equation (18) can be written as:
)19(11

RJ
In general it can be said that, a system is voltage stable if the eigenvalues of JR are all positive. This is
different from dynamic systems where eigenvalues with negative real parts are stable. The relationship between
system voltage stability and eigenvalues of the JR matrix is best understood by relating the eigenvalues with the
V-Q. sensitivities of each bus (which must be positive for stability). JR can be taken as a symmetric matrix and
therefore the eigenvalues of JR are close to being purely real. If all the eigenvalues are positive, JR is positive
definite and the V-Q sensitivities are also positive, indicating that the system is voltage stable.
The system is considered voltage unstable if at least one of the eigenvalues is negative. A zero eigenvalue of JR
means that the system is on the verge of voltage instability. Furthermore, small eigenvalue of JR determine the
proximity of the system to being voltage unstable [9].
There is no need to evaluate all the eigenvalues of JR of a large power system because it is known that
once the minimum eigenvalues becomes zeros the system Jacobian matrix becomes singular and voltage
instability occurs. So the eigenvalues of importance are the critical eigenvalues of the reduced Jacobian matrix
JR. Thus, the smallest eigenvalues of JR are taken to be the least stable modes of the system. The rest of the
eigenvalues are neglected because they are considered to be strong enough modes. Once the minimum
eigenvalues and the corresponding left and right eigenvectors have been calculated the participation factor can
be used to identify the weakest node or bus in the system. An algorithm for the modal method analysis used in
this study is shown in figure1.
The appropriate definition and determination as to which node or load bus participates in the selected
modes become very important. This necessitates a tool, called the participation factor, for identifying the
weakest nodes or load buses that are making significant contribution to the selected modes [10].
)20( 


i i
ii
QV


where i is the ίth
eigenvalue, i is the ίth
column right eigenvector and i is the ίth
row left eigenvector of
matrix
RJ . Each eigenvalue i and corresponding right and left eigenvectors i and i , defined the ίth
mode of the
system.
IV. IDENTIFICATION OF THE WEAK LOAD BUSES
The minimum eigenvalues, which become close to instability, need to be observed more closely. parts
are stable. The relationship between system voltage stability and eigenvalues of the JR matrix is best understood
by relating the eigenvalues with the V-Q. sensitivities of each bus (which must be positive for stability). JR can
be taken as a symmetric matrix and therefore the eigenvalues of JR are close to being purely real. If all the
eigenvalues are positive, JR is positive definite and the V-Q sensitivities
V. SAMPLE SYSTEM EVALUATION AND RESULTS ANALYSIS
The modal analysis method has been successfully applied to IEEE 14 bus power system shown in
Figure 2, while Tables 1 and 2 are the line and load parameters respectively. A power flow program based on
Matlab is developed to:
1. Calculate the power flow solution
2. Analyze the voltage stability based on modal analysis
3. Generate the Q-V sensitivities and Participation factors
Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System
75
The voltage profile of the buses is presented from the load flow simulation as shown in Figure 3. It can
be seen that all the bus voltages are within the acceptable level (± 5%). The lowest voltage compared to the
other buses can be noticed in bus number 3
Since there are 14 buses among which there is one swing bus and 4 PV buses, then the total number of
eigenvalues of the reduced Jacobian matrix RJ is expected to be 9 as shown in Table 3.
Table 1 Line data for IEEE 14 Bus system
(Length 1km)
Table 2 Load Distribution for IEEE 14 Bus System
Table 3 IEEE 14 Bus System Eigenvalues
ID Name R(1) X(1) C(1) B(0)
Ohm/… Ohm/… uF/… Us/…
1. 421 Branch-3 2.237193 9.425351 2.92837 919.975
2. 424 Branch-2 2.572368 10.61893 3.289402 1033.396
3. 427 Branch-1 0.922681 2.817083 3.53009 1109.01
4. 430 Branch-7 0.635593 2.004857 0.855779 268.851
5. 433 Branch-6 3.190346 8.142738 2.313279 726.738
6. 436 Branch-5 2.711389 8.278426 2.273164 714.136
7. 439 Branch-4 2.766617 8.394595 2.50048 785.549
8. 442 Branch-13 0.125976 0.248086 0 0
9. 445 Branch-12 0.234069 0.487164 0 0
10. 448 Branch-11 0.180879 0.378785 0 0
11. 451 Branch-19 0.42072 0.380651 0 0
12. 454 Branch-18 0.156256 0.365778 0 0
13. 457 Branch-17 0.242068 0.514911 0 0
14. 460 Branch-16 0.060578 0.160921 0 0
15. 463 Branch-15 0 0.209503 0 0
16. 466 Branch-20 0.325519 0.662769 0 0
ID Name LF
Type
P
MW
Q
MVAR
1. 686 Load 2 PQ 21.7 12.7
2. 687 Load 6 PQ 11.2 7.5
3. 688 Load 5 PQ 7.6 1.6
4. 689 Load 4 PQ 47.8 4
5. 690 Load 3 PQ 94.2 19
6. 691 Load 11 PQ 3.5 1.8
7. 692 Load 10 PQ 9 5.8
8. 693 Load 9 PQ 29.5 16.6
9. 694 Load 7 PQ 0 0
10. 695 Load 14 PQ 14.9 5
11. 696 Load 13 PQ 13.5 5.8
12. 697 Load 12 PQ 6.1 1.6
1 2 3 4
Eigenvalue 2.0792 5.3677 7.5987 9.4942
# 5 6 7 8
Eigenvalue 16.0985 18.8474 19.3553 38.5332
# 9
Eigenvalue 64.9284
Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System
76
Figure 1.0 Line diagram of the IEEE 14 Bus interconnected network
Figure 2.0 Algorithm for the voltage stability analysis
Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System
77
VI. CONCLUSION
The results of the analysis of the 14 Bus system
are shown in the bar charts below.
Figure 3.0 Voltage profiles of all Buses of the IEEE
14 Bus system
From Table 3, it can be notices that the minimum eigenvalue λ = 2.0792 is the most critical mode. The
Q-V Sensitivity is calculated to determine the most critical bus. The simulation showed that bus 14 is the most
critical with sensitivity of 0.222725 as shown in Figure 4.
Figure 4.0 Q-V Sensitivity of IEEE 14 Bus system
The bus participation factor was calculated; the result showed that bus 14 had the highest bus
participation factor of 0.232557 at the least eigenvalue λ = 2.0792 as shown in Fig. 5.
Figure 5.0 Highest contribution to voltage collapse
0 5 10 15
0
0.2
0.4
0.6
0.8
1
1.2
1.4
Bus number
Voltage[p.u]
Voltage Profile of all Buses [IEEE 14 Bus system]
Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System
78
The branch participation factors was calculated, the result showed that branch 10 has the highest
branch participation factor of 0.968457 at the least eigenvalue λ = 2.0792 as shown in Figure 6. It indicates the
highest contribution of this branch to the voltage collapse.
The generator participation factors was calculated, the result showed that Gnbus 6 has the highest generator
participation factor of 0.952139 at the least eigenvalue λ = 2.0792 as shown in Figure 7, it indicates the highest
contribution of this generator to the voltage collapse.
Figure 6 The branch Participation Factors for Least Eigenvalue λ = 2.0792
Figure 7 Generator Participation Factors at least Eigenvalue of λ = 2.0792
REFERENCES
[1]. S. Johnsson, and F. Sjogreen, “Voltage Collapse in Power Systems; The influence of generator current
limiters, on-load tap changers and dynamics,” Thesis, Chalmers University of Technology, Gotenbery,
Sweden, 1995, ISBN:91-7197-119-K.
[2]. IEEE Working Group on Voltage Stability, “Suggested techniques for voltage stability analysis”, IEEE
Publications 1993.
[3]. IEEE Working Group on voltage stability, “Voltage Stability of power system: Concepts, Analytical
tools and industrial experience”, IEEE Publications 90THO358-2-PWR1990.
[4]. IEEE/PES publications on “Voltage Stability Assessment: Concepts, Practices, and tools”, IEEE/PES
publications. Final Draft August 2002.
[5]. P.A Lof, T. Smed, C. Anderson and D.J.Hill, “ Fast Calculation of a Voltage Stability Index,” IEEE
Trans. on Power Systems, Vol.7, pp59-64, Feb.1992.
[6]. CIGRE Task Force 38-01-10,: “Modelling of Voltage Collapse including dynamic phenomenon”,
1993.
Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System
79
[7]. B. Gao, G.Morison and P. Kundur, “Voltage Stability Evaluation Using Modal Analysis”, IEEE Trans.
On Power Systems, Vol.7, No.4, pp. 1423-1543, Nov. 1992.
[8]. G. Verghes, I. Perez-Arriaga and F.Schwwppe, “Selective modal Analysis with Application to Electric
Power Systems”, Part 11 IEEE trans, on Power App. and system, Vol. PAS 101, No. 9, pp 3117-3134,
1982
[9]. V. Ajjarapu, and B. Lee “Bibliograph on voltage Stability” IEEE Trans. on Power Systems, vol. 13 pp
115- 125, 1998.
Authors’ Profile
Dr. Francis O. Enemuoh
Received the M.Eng. and Ph.D degree in electrical engineering in 1995 and 2012 from
Enugu State University of Science and Technology and University of Nigeria Nsukka
respectively. He has been employed by Nnamdi Azikiwe University Awka since 1996.
Currently, he is the Head, department of electrical engineering in the University. His
research interest is in the area of power system stability, security and reliability. Dr.
Enemuoh is a member of Nigeria Society of Engineers and a registered engineer with
Council for the Regulation of Engineering in Nigeria (COREN). Email: eneody@yahoo.com
Dr. Josiah C. Onuegbu
Born in Anambra State of Nigeria on 24th
February, 1966. Received his M. Eng. degree in
electrical engineering in the field of electric power stations and substations from Kyrghyz
Technical University Bishkek (Frunze) USSR in 1994, then Ph.D degree in the field of
electric machines from Nnamdi Azikiwe University, Awka, Nigeria in 2012 The author’s
major field of study is electric machine design. He joined Nnamdi Azikiwe University,
Awka in 1999 as a lecturer. He has published many journal articles and an engineering
novel.
Dr. Onuegbu is a member of five professional bodies including the Nigeria Society of Engineers and Council
for the Regulation of Engineering in Nigeria. He has worked in various capacities in the faculty including being
the examination committee chairman for many years. Email: onuegbujo@yahoo.com
Dr. Emmanuel A. Anazia
Born in Delta State of Nigeria on 10th
October 1963. Received his M.Eng. and Ph.D
degree in electrical engineering in the field of power systems and machines from Nnamdi
Azikiwe University Awka, Nigeria in the year 2000 and 2008 respectively. Dr. Anazia is
a registered electrical engineer with COREN and a member of the Nigeria Society of
Engineers. He has extensive experience in the industry and academia. He is currently a
lecturer in power system analysis in the department of electrical engineering, Nnamdi
Azikiwe University, Awka, Anambra State of Nigeria. He has worked for many
committees of the department of electrical engineering especially as the chairman of Students Industrial Work
Experience Scheme for many years. His research interest is in power generation and automation. Email:
aninyemunzele@yahoo.com

Weitere ähnliche Inhalte

Was ist angesagt?

Three Phase Load Flow Analysis on Four Bus System
Three Phase Load Flow Analysis on Four Bus SystemThree Phase Load Flow Analysis on Four Bus System
Three Phase Load Flow Analysis on Four Bus Systempaperpublications3
 
Power System State Estimation - A Review
Power System State Estimation - A ReviewPower System State Estimation - A Review
Power System State Estimation - A ReviewIDES Editor
 
An Optimal Power Flow (OPF) Method with Improved Voltage Stability Analysis
An Optimal Power Flow (OPF) Method withImproved Voltage Stability AnalysisAn Optimal Power Flow (OPF) Method withImproved Voltage Stability Analysis
An Optimal Power Flow (OPF) Method with Improved Voltage Stability AnalysisNiraj Solanki
 
Calculating Voltage Instability Using Index Analysis in Radial Distribution ...
Calculating Voltage Instability Using Index Analysis in Radial  Distribution ...Calculating Voltage Instability Using Index Analysis in Radial  Distribution ...
Calculating Voltage Instability Using Index Analysis in Radial Distribution ...IJMER
 
Artificial Intelligence Technique based Reactive Power Planning Incorporating...
Artificial Intelligence Technique based Reactive Power Planning Incorporating...Artificial Intelligence Technique based Reactive Power Planning Incorporating...
Artificial Intelligence Technique based Reactive Power Planning Incorporating...IDES Editor
 
Voltage Stability Calculations in Power Transmission Lines: Indications and A...
Voltage Stability Calculations in Power Transmission Lines: Indications and A...Voltage Stability Calculations in Power Transmission Lines: Indications and A...
Voltage Stability Calculations in Power Transmission Lines: Indications and A...paperpublications3
 
Improvement the voltage stability margin of Iraqi power system using the opti...
Improvement the voltage stability margin of Iraqi power system using the opti...Improvement the voltage stability margin of Iraqi power system using the opti...
Improvement the voltage stability margin of Iraqi power system using the opti...IJECEIAES
 
A Study of Load Flow Analysis Using Particle Swarm Optimization
A Study of Load Flow Analysis Using Particle Swarm OptimizationA Study of Load Flow Analysis Using Particle Swarm Optimization
A Study of Load Flow Analysis Using Particle Swarm OptimizationIJERA Editor
 
Advance Technology in Application of Four Leg Inverters to UPQC
Advance Technology in Application of Four Leg Inverters to UPQCAdvance Technology in Application of Four Leg Inverters to UPQC
Advance Technology in Application of Four Leg Inverters to UPQCIJPEDS-IAES
 
IRJET-Power Flow & Voltage Stability Analysis using MATLAB
IRJET-Power Flow & Voltage Stability Analysis using MATLAB IRJET-Power Flow & Voltage Stability Analysis using MATLAB
IRJET-Power Flow & Voltage Stability Analysis using MATLAB IRJET Journal
 
Moth Flame Optimization Method for Unified Power Quality Conditioner Allocati...
Moth Flame Optimization Method for Unified Power Quality Conditioner Allocati...Moth Flame Optimization Method for Unified Power Quality Conditioner Allocati...
Moth Flame Optimization Method for Unified Power Quality Conditioner Allocati...IJECEIAES
 
Design and Performance Analysis of Genetic based PID-PSS with SVC in a Multi-...
Design and Performance Analysis of Genetic based PID-PSS with SVC in a Multi-...Design and Performance Analysis of Genetic based PID-PSS with SVC in a Multi-...
Design and Performance Analysis of Genetic based PID-PSS with SVC in a Multi-...IDES Editor
 
Analysis and mitigation of unbalance due to load in distribution system by us...
Analysis and mitigation of unbalance due to load in distribution system by us...Analysis and mitigation of unbalance due to load in distribution system by us...
Analysis and mitigation of unbalance due to load in distribution system by us...eSAT Journals
 
Analysis and mitigation of unbalance due to load in
Analysis and mitigation of unbalance due to load inAnalysis and mitigation of unbalance due to load in
Analysis and mitigation of unbalance due to load ineSAT Publishing House
 

Was ist angesagt? (20)

Three Phase Load Flow Analysis on Four Bus System
Three Phase Load Flow Analysis on Four Bus SystemThree Phase Load Flow Analysis on Four Bus System
Three Phase Load Flow Analysis on Four Bus System
 
K010418290
K010418290K010418290
K010418290
 
Power System State Estimation - A Review
Power System State Estimation - A ReviewPower System State Estimation - A Review
Power System State Estimation - A Review
 
An Optimal Power Flow (OPF) Method with Improved Voltage Stability Analysis
An Optimal Power Flow (OPF) Method withImproved Voltage Stability AnalysisAn Optimal Power Flow (OPF) Method withImproved Voltage Stability Analysis
An Optimal Power Flow (OPF) Method with Improved Voltage Stability Analysis
 
Calculating Voltage Instability Using Index Analysis in Radial Distribution ...
Calculating Voltage Instability Using Index Analysis in Radial  Distribution ...Calculating Voltage Instability Using Index Analysis in Radial  Distribution ...
Calculating Voltage Instability Using Index Analysis in Radial Distribution ...
 
Artificial Intelligence Technique based Reactive Power Planning Incorporating...
Artificial Intelligence Technique based Reactive Power Planning Incorporating...Artificial Intelligence Technique based Reactive Power Planning Incorporating...
Artificial Intelligence Technique based Reactive Power Planning Incorporating...
 
Voltage Stability Calculations in Power Transmission Lines: Indications and A...
Voltage Stability Calculations in Power Transmission Lines: Indications and A...Voltage Stability Calculations in Power Transmission Lines: Indications and A...
Voltage Stability Calculations in Power Transmission Lines: Indications and A...
 
Improvement the voltage stability margin of Iraqi power system using the opti...
Improvement the voltage stability margin of Iraqi power system using the opti...Improvement the voltage stability margin of Iraqi power system using the opti...
Improvement the voltage stability margin of Iraqi power system using the opti...
 
G
GG
G
 
A Study of Load Flow Analysis Using Particle Swarm Optimization
A Study of Load Flow Analysis Using Particle Swarm OptimizationA Study of Load Flow Analysis Using Particle Swarm Optimization
A Study of Load Flow Analysis Using Particle Swarm Optimization
 
G046033742
G046033742G046033742
G046033742
 
Multi-Objective Evolutionary Programming for Static VAR Compensator (SVC) in ...
Multi-Objective Evolutionary Programming for Static VAR Compensator (SVC) in ...Multi-Objective Evolutionary Programming for Static VAR Compensator (SVC) in ...
Multi-Objective Evolutionary Programming for Static VAR Compensator (SVC) in ...
 
Advance Technology in Application of Four Leg Inverters to UPQC
Advance Technology in Application of Four Leg Inverters to UPQCAdvance Technology in Application of Four Leg Inverters to UPQC
Advance Technology in Application of Four Leg Inverters to UPQC
 
IRJET-Power Flow & Voltage Stability Analysis using MATLAB
IRJET-Power Flow & Voltage Stability Analysis using MATLAB IRJET-Power Flow & Voltage Stability Analysis using MATLAB
IRJET-Power Flow & Voltage Stability Analysis using MATLAB
 
I010416376
I010416376I010416376
I010416376
 
Moth Flame Optimization Method for Unified Power Quality Conditioner Allocati...
Moth Flame Optimization Method for Unified Power Quality Conditioner Allocati...Moth Flame Optimization Method for Unified Power Quality Conditioner Allocati...
Moth Flame Optimization Method for Unified Power Quality Conditioner Allocati...
 
Review of the Most Applicable Regulator Collections to Control the Parallel A...
Review of the Most Applicable Regulator Collections to Control the Parallel A...Review of the Most Applicable Regulator Collections to Control the Parallel A...
Review of the Most Applicable Regulator Collections to Control the Parallel A...
 
Design and Performance Analysis of Genetic based PID-PSS with SVC in a Multi-...
Design and Performance Analysis of Genetic based PID-PSS with SVC in a Multi-...Design and Performance Analysis of Genetic based PID-PSS with SVC in a Multi-...
Design and Performance Analysis of Genetic based PID-PSS with SVC in a Multi-...
 
Analysis and mitigation of unbalance due to load in distribution system by us...
Analysis and mitigation of unbalance due to load in distribution system by us...Analysis and mitigation of unbalance due to load in distribution system by us...
Analysis and mitigation of unbalance due to load in distribution system by us...
 
Analysis and mitigation of unbalance due to load in
Analysis and mitigation of unbalance due to load inAnalysis and mitigation of unbalance due to load in
Analysis and mitigation of unbalance due to load in
 

Andere mochten auch

Iday hidayat 1001133 sirkulasi mesjid alfurqan
Iday hidayat 1001133 sirkulasi mesjid alfurqanIday hidayat 1001133 sirkulasi mesjid alfurqan
Iday hidayat 1001133 sirkulasi mesjid alfurqanIday Hidayat
 
Moodle
MoodleMoodle
Moodlepia_13
 
Дайджест журнала "Дистрибуция и логистика" № 4, 2013
Дайджест журнала "Дистрибуция и логистика" № 4, 2013Дайджест журнала "Дистрибуция и логистика" № 4, 2013
Дайджест журнала "Дистрибуция и логистика" № 4, 2013Logist.FM
 
Los mejores carros del mundo
Los mejores carros del mundoLos mejores carros del mundo
Los mejores carros del mundoelkin121310
 
International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)IJERD Editor
 
Координация гражданский акций с помощью социальных медиа на Донбассе
Координация гражданский акций с помощью социальных медиа на ДонбассеКоординация гражданский акций с помощью социальных медиа на Донбассе
Координация гражданский акций с помощью социальных медиа на ДонбассеMaidan Monitoring Information Center
 
International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)IJERD Editor
 
Top 7 legal assistant interview questions answers
Top 7 legal assistant interview questions answersTop 7 legal assistant interview questions answers
Top 7 legal assistant interview questions answersjob-interview-questions
 
Websites to get followers on keek
Websites to get followers on keekWebsites to get followers on keek
Websites to get followers on keekmandy365
 

Andere mochten auch (12)

Iday hidayat 1001133 sirkulasi mesjid alfurqan
Iday hidayat 1001133 sirkulasi mesjid alfurqanIday hidayat 1001133 sirkulasi mesjid alfurqan
Iday hidayat 1001133 sirkulasi mesjid alfurqan
 
Moodle
MoodleMoodle
Moodle
 
Дайджест журнала "Дистрибуция и логистика" № 4, 2013
Дайджест журнала "Дистрибуция и логистика" № 4, 2013Дайджест журнала "Дистрибуция и логистика" № 4, 2013
Дайджест журнала "Дистрибуция и логистика" № 4, 2013
 
Los mejores carros del mundo
Los mejores carros del mundoLos mejores carros del mundo
Los mejores carros del mundo
 
International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)
 
Координация гражданский акций с помощью социальных медиа на Донбассе
Координация гражданский акций с помощью социальных медиа на ДонбассеКоординация гражданский акций с помощью социальных медиа на Донбассе
Координация гражданский акций с помощью социальных медиа на Донбассе
 
Deportes
DeportesDeportes
Deportes
 
Dibujo
DibujoDibujo
Dibujo
 
International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)
 
CT - Dago Pojok
CT - Dago PojokCT - Dago Pojok
CT - Dago Pojok
 
Top 7 legal assistant interview questions answers
Top 7 legal assistant interview questions answersTop 7 legal assistant interview questions answers
Top 7 legal assistant interview questions answers
 
Websites to get followers on keek
Websites to get followers on keekWebsites to get followers on keek
Websites to get followers on keek
 

Ähnlich wie International Journal of Engineering Research and Development (IJERD)

Enhancement of Voltage Stability on IEEE 14 Bus Systems Using Static Var Comp...
Enhancement of Voltage Stability on IEEE 14 Bus Systems Using Static Var Comp...Enhancement of Voltage Stability on IEEE 14 Bus Systems Using Static Var Comp...
Enhancement of Voltage Stability on IEEE 14 Bus Systems Using Static Var Comp...paperpublications3
 
Power Flow & Voltage Stability Analysis using MATLAB
Power Flow & Voltage Stability Analysis using MATLAB Power Flow & Voltage Stability Analysis using MATLAB
Power Flow & Voltage Stability Analysis using MATLAB IRJET Journal
 
International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)inventionjournals
 
Diminution of real power loss by hybridization of particle
Diminution of real power loss by hybridization of particleDiminution of real power loss by hybridization of particle
Diminution of real power loss by hybridization of particleAlexander Decker
 
Ann based voltage stability margin assessment
Ann based voltage stability margin assessmentAnn based voltage stability margin assessment
Ann based voltage stability margin assessmentNaganathan G Sesaiyan
 
Voltage Stability Assessment Using the Concept of GVSM
Voltage Stability Assessment Using the Concept of GVSMVoltage Stability Assessment Using the Concept of GVSM
Voltage Stability Assessment Using the Concept of GVSMiosrjce
 
Online voltage stability margin assessment
Online voltage stability margin assessmentOnline voltage stability margin assessment
Online voltage stability margin assessmentNaganathan G Sesaiyan
 
IRJET- Load Flow Analysis of IEEE 14 Bus Systems in Matlab by using Fast Deco...
IRJET- Load Flow Analysis of IEEE 14 Bus Systems in Matlab by using Fast Deco...IRJET- Load Flow Analysis of IEEE 14 Bus Systems in Matlab by using Fast Deco...
IRJET- Load Flow Analysis of IEEE 14 Bus Systems in Matlab by using Fast Deco...IRJET Journal
 
Transient Stability Analysis of IEEE 9 Bus System in Power World Simulator
Transient Stability Analysis of IEEE 9 Bus System in Power World SimulatorTransient Stability Analysis of IEEE 9 Bus System in Power World Simulator
Transient Stability Analysis of IEEE 9 Bus System in Power World SimulatorIJERA Editor
 
Transient Stability Analysis of IEEE 9 Bus System in Power World Simulator
Transient Stability Analysis of IEEE 9 Bus System in Power World SimulatorTransient Stability Analysis of IEEE 9 Bus System in Power World Simulator
Transient Stability Analysis of IEEE 9 Bus System in Power World SimulatorIJERA Editor
 
International Journal of Computational Engineering Research (IJCER)
International Journal of Computational Engineering Research (IJCER) International Journal of Computational Engineering Research (IJCER)
International Journal of Computational Engineering Research (IJCER) ijceronline
 
Comparative power flow analysis of 28 and 52 buses for 330 kv power grid netw...
Comparative power flow analysis of 28 and 52 buses for 330 kv power grid netw...Comparative power flow analysis of 28 and 52 buses for 330 kv power grid netw...
Comparative power flow analysis of 28 and 52 buses for 330 kv power grid netw...Onyebuchi nosiri
 
Comparative power flow analysis of 28 and 52 buses for 330 kv power grid netw...
Comparative power flow analysis of 28 and 52 buses for 330 kv power grid netw...Comparative power flow analysis of 28 and 52 buses for 330 kv power grid netw...
Comparative power flow analysis of 28 and 52 buses for 330 kv power grid netw...Onyebuchi nosiri
 
A new technique to find the effect of active power loading on voltage stabili...
A new technique to find the effect of active power loading on voltage stabili...A new technique to find the effect of active power loading on voltage stabili...
A new technique to find the effect of active power loading on voltage stabili...Alexander Decker
 
39318107-Voltage-Stability.ppt
39318107-Voltage-Stability.ppt39318107-Voltage-Stability.ppt
39318107-Voltage-Stability.pptDummyDummy74
 
Enhancement of Power System Static and Dynamic Stability Using UPFC by GA and...
Enhancement of Power System Static and Dynamic Stability Using UPFC by GA and...Enhancement of Power System Static and Dynamic Stability Using UPFC by GA and...
Enhancement of Power System Static and Dynamic Stability Using UPFC by GA and...Garima Bharti
 

Ähnlich wie International Journal of Engineering Research and Development (IJERD) (20)

Enhancement of Voltage Stability on IEEE 14 Bus Systems Using Static Var Comp...
Enhancement of Voltage Stability on IEEE 14 Bus Systems Using Static Var Comp...Enhancement of Voltage Stability on IEEE 14 Bus Systems Using Static Var Comp...
Enhancement of Voltage Stability on IEEE 14 Bus Systems Using Static Var Comp...
 
Power Flow & Voltage Stability Analysis using MATLAB
Power Flow & Voltage Stability Analysis using MATLAB Power Flow & Voltage Stability Analysis using MATLAB
Power Flow & Voltage Stability Analysis using MATLAB
 
International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)
 
Diminution of real power loss by hybridization of particle
Diminution of real power loss by hybridization of particleDiminution of real power loss by hybridization of particle
Diminution of real power loss by hybridization of particle
 
Ann based voltage stability margin assessment
Ann based voltage stability margin assessmentAnn based voltage stability margin assessment
Ann based voltage stability margin assessment
 
Voltage Stability Assessment Using the Concept of GVSM
Voltage Stability Assessment Using the Concept of GVSMVoltage Stability Assessment Using the Concept of GVSM
Voltage Stability Assessment Using the Concept of GVSM
 
D010612126
D010612126D010612126
D010612126
 
Online voltage stability margin assessment
Online voltage stability margin assessmentOnline voltage stability margin assessment
Online voltage stability margin assessment
 
IRJET- Load Flow Analysis of IEEE 14 Bus Systems in Matlab by using Fast Deco...
IRJET- Load Flow Analysis of IEEE 14 Bus Systems in Matlab by using Fast Deco...IRJET- Load Flow Analysis of IEEE 14 Bus Systems in Matlab by using Fast Deco...
IRJET- Load Flow Analysis of IEEE 14 Bus Systems in Matlab by using Fast Deco...
 
Transient Stability Analysis of IEEE 9 Bus System in Power World Simulator
Transient Stability Analysis of IEEE 9 Bus System in Power World SimulatorTransient Stability Analysis of IEEE 9 Bus System in Power World Simulator
Transient Stability Analysis of IEEE 9 Bus System in Power World Simulator
 
Transient Stability Analysis of IEEE 9 Bus System in Power World Simulator
Transient Stability Analysis of IEEE 9 Bus System in Power World SimulatorTransient Stability Analysis of IEEE 9 Bus System in Power World Simulator
Transient Stability Analysis of IEEE 9 Bus System in Power World Simulator
 
23 79-1-pb
23 79-1-pb23 79-1-pb
23 79-1-pb
 
International Journal of Computational Engineering Research (IJCER)
International Journal of Computational Engineering Research (IJCER) International Journal of Computational Engineering Research (IJCER)
International Journal of Computational Engineering Research (IJCER)
 
Comparative power flow analysis of 28 and 52 buses for 330 kv power grid netw...
Comparative power flow analysis of 28 and 52 buses for 330 kv power grid netw...Comparative power flow analysis of 28 and 52 buses for 330 kv power grid netw...
Comparative power flow analysis of 28 and 52 buses for 330 kv power grid netw...
 
Comparative power flow analysis of 28 and 52 buses for 330 kv power grid netw...
Comparative power flow analysis of 28 and 52 buses for 330 kv power grid netw...Comparative power flow analysis of 28 and 52 buses for 330 kv power grid netw...
Comparative power flow analysis of 28 and 52 buses for 330 kv power grid netw...
 
Loadflowsynopsis
LoadflowsynopsisLoadflowsynopsis
Loadflowsynopsis
 
A new technique to find the effect of active power loading on voltage stabili...
A new technique to find the effect of active power loading on voltage stabili...A new technique to find the effect of active power loading on voltage stabili...
A new technique to find the effect of active power loading on voltage stabili...
 
39318107-Voltage-Stability.ppt
39318107-Voltage-Stability.ppt39318107-Voltage-Stability.ppt
39318107-Voltage-Stability.ppt
 
EE6501 - Power System Analysis
EE6501 - Power System AnalysisEE6501 - Power System Analysis
EE6501 - Power System Analysis
 
Enhancement of Power System Static and Dynamic Stability Using UPFC by GA and...
Enhancement of Power System Static and Dynamic Stability Using UPFC by GA and...Enhancement of Power System Static and Dynamic Stability Using UPFC by GA and...
Enhancement of Power System Static and Dynamic Stability Using UPFC by GA and...
 

Mehr von IJERD Editor

A Novel Method for Prevention of Bandwidth Distributed Denial of Service Attacks
A Novel Method for Prevention of Bandwidth Distributed Denial of Service AttacksA Novel Method for Prevention of Bandwidth Distributed Denial of Service Attacks
A Novel Method for Prevention of Bandwidth Distributed Denial of Service AttacksIJERD Editor
 
MEMS MICROPHONE INTERFACE
MEMS MICROPHONE INTERFACEMEMS MICROPHONE INTERFACE
MEMS MICROPHONE INTERFACEIJERD Editor
 
Influence of tensile behaviour of slab on the structural Behaviour of shear c...
Influence of tensile behaviour of slab on the structural Behaviour of shear c...Influence of tensile behaviour of slab on the structural Behaviour of shear c...
Influence of tensile behaviour of slab on the structural Behaviour of shear c...IJERD Editor
 
Gold prospecting using Remote Sensing ‘A case study of Sudan’
Gold prospecting using Remote Sensing ‘A case study of Sudan’Gold prospecting using Remote Sensing ‘A case study of Sudan’
Gold prospecting using Remote Sensing ‘A case study of Sudan’IJERD Editor
 
Reducing Corrosion Rate by Welding Design
Reducing Corrosion Rate by Welding DesignReducing Corrosion Rate by Welding Design
Reducing Corrosion Rate by Welding DesignIJERD Editor
 
Router 1X3 – RTL Design and Verification
Router 1X3 – RTL Design and VerificationRouter 1X3 – RTL Design and Verification
Router 1X3 – RTL Design and VerificationIJERD Editor
 
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...IJERD Editor
 
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVR
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVRMitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVR
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVRIJERD Editor
 
Study on the Fused Deposition Modelling In Additive Manufacturing
Study on the Fused Deposition Modelling In Additive ManufacturingStudy on the Fused Deposition Modelling In Additive Manufacturing
Study on the Fused Deposition Modelling In Additive ManufacturingIJERD Editor
 
Spyware triggering system by particular string value
Spyware triggering system by particular string valueSpyware triggering system by particular string value
Spyware triggering system by particular string valueIJERD Editor
 
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...IJERD Editor
 
Secure Image Transmission for Cloud Storage System Using Hybrid Scheme
Secure Image Transmission for Cloud Storage System Using Hybrid SchemeSecure Image Transmission for Cloud Storage System Using Hybrid Scheme
Secure Image Transmission for Cloud Storage System Using Hybrid SchemeIJERD Editor
 
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...IJERD Editor
 
Gesture Gaming on the World Wide Web Using an Ordinary Web Camera
Gesture Gaming on the World Wide Web Using an Ordinary Web CameraGesture Gaming on the World Wide Web Using an Ordinary Web Camera
Gesture Gaming on the World Wide Web Using an Ordinary Web CameraIJERD Editor
 
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...IJERD Editor
 
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...IJERD Editor
 
Moon-bounce: A Boon for VHF Dxing
Moon-bounce: A Boon for VHF DxingMoon-bounce: A Boon for VHF Dxing
Moon-bounce: A Boon for VHF DxingIJERD Editor
 
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...IJERD Editor
 
Importance of Measurements in Smart Grid
Importance of Measurements in Smart GridImportance of Measurements in Smart Grid
Importance of Measurements in Smart GridIJERD Editor
 
Study of Macro level Properties of SCC using GGBS and Lime stone powder
Study of Macro level Properties of SCC using GGBS and Lime stone powderStudy of Macro level Properties of SCC using GGBS and Lime stone powder
Study of Macro level Properties of SCC using GGBS and Lime stone powderIJERD Editor
 

Mehr von IJERD Editor (20)

A Novel Method for Prevention of Bandwidth Distributed Denial of Service Attacks
A Novel Method for Prevention of Bandwidth Distributed Denial of Service AttacksA Novel Method for Prevention of Bandwidth Distributed Denial of Service Attacks
A Novel Method for Prevention of Bandwidth Distributed Denial of Service Attacks
 
MEMS MICROPHONE INTERFACE
MEMS MICROPHONE INTERFACEMEMS MICROPHONE INTERFACE
MEMS MICROPHONE INTERFACE
 
Influence of tensile behaviour of slab on the structural Behaviour of shear c...
Influence of tensile behaviour of slab on the structural Behaviour of shear c...Influence of tensile behaviour of slab on the structural Behaviour of shear c...
Influence of tensile behaviour of slab on the structural Behaviour of shear c...
 
Gold prospecting using Remote Sensing ‘A case study of Sudan’
Gold prospecting using Remote Sensing ‘A case study of Sudan’Gold prospecting using Remote Sensing ‘A case study of Sudan’
Gold prospecting using Remote Sensing ‘A case study of Sudan’
 
Reducing Corrosion Rate by Welding Design
Reducing Corrosion Rate by Welding DesignReducing Corrosion Rate by Welding Design
Reducing Corrosion Rate by Welding Design
 
Router 1X3 – RTL Design and Verification
Router 1X3 – RTL Design and VerificationRouter 1X3 – RTL Design and Verification
Router 1X3 – RTL Design and Verification
 
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...
 
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVR
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVRMitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVR
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVR
 
Study on the Fused Deposition Modelling In Additive Manufacturing
Study on the Fused Deposition Modelling In Additive ManufacturingStudy on the Fused Deposition Modelling In Additive Manufacturing
Study on the Fused Deposition Modelling In Additive Manufacturing
 
Spyware triggering system by particular string value
Spyware triggering system by particular string valueSpyware triggering system by particular string value
Spyware triggering system by particular string value
 
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...
 
Secure Image Transmission for Cloud Storage System Using Hybrid Scheme
Secure Image Transmission for Cloud Storage System Using Hybrid SchemeSecure Image Transmission for Cloud Storage System Using Hybrid Scheme
Secure Image Transmission for Cloud Storage System Using Hybrid Scheme
 
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...
 
Gesture Gaming on the World Wide Web Using an Ordinary Web Camera
Gesture Gaming on the World Wide Web Using an Ordinary Web CameraGesture Gaming on the World Wide Web Using an Ordinary Web Camera
Gesture Gaming on the World Wide Web Using an Ordinary Web Camera
 
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...
 
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...
 
Moon-bounce: A Boon for VHF Dxing
Moon-bounce: A Boon for VHF DxingMoon-bounce: A Boon for VHF Dxing
Moon-bounce: A Boon for VHF Dxing
 
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...
 
Importance of Measurements in Smart Grid
Importance of Measurements in Smart GridImportance of Measurements in Smart Grid
Importance of Measurements in Smart Grid
 
Study of Macro level Properties of SCC using GGBS and Lime stone powder
Study of Macro level Properties of SCC using GGBS and Lime stone powderStudy of Macro level Properties of SCC using GGBS and Lime stone powder
Study of Macro level Properties of SCC using GGBS and Lime stone powder
 

Kürzlich hochgeladen

Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)wesley chun
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUK Journal
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Enterprise Knowledge
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoffsammart93
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherRemote DBA Services
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processorsdebabhi2
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
Tech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfTech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfhans926745
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 

Kürzlich hochgeladen (20)

Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
Tech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfTech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdf
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 

International Journal of Engineering Research and Development (IJERD)

  • 1. International Journal of Engineering Research and Development e-ISSN: 2278-067X, p-ISSN: 2278-800X, www.ijerd.com Volume 6, Issue 12 (May 2013), PP. 71-79 71 Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System Dr. Enemuoh F. O., Dr. Onuegbu J. C. and Dr. Anazia E. A. Department of Electrical Engineering Nnamdi Azikiwe University, Awka, Nigeria. Abstract:- This paper reports on Modal based analysis and its application in the evaluation of voltage stability of bulk power system. This method makes use of the power system Jacobian matrix to determine the eigenvalues necessary for the evaluation of the voltage stability of the power system. It identifies if the eigenvalues are positive or negative which is an indicator of the system stability. For a steady state power system, a positive eigenvalue shows that the system is stable while a negative eigenvalue indicates that the system is instable. The least eigenvalue indicates the proximity of the system to voltage instability. This method was used to determine the components of the system that contribute to instability through the use of the participating factors. The method was implemented on IEEE 14 bus system and it calculated the various eigenvalues with the least value used to calculate the participation factors that indicated the generator, branches and buses that will contribute most to the bulk system voltage instability. Keywords:- Modal, voltage stability, eigenvalue, participation factors. I. INTRODUCTION Voltage stability issues are of major concern worldwide because of the significant number of black- outs that have occurred in recent times in which it was involved [1]. For many power systems, assessment of voltage stability and prediction of voltage instability or collapse have become the most important types of analysis performed as part of system planning, operational planning and real-time operation. It is important to have an analytical method to investigate voltage stability in the power system, particularly with a complex and large interconnected network. The work presented in this paper used modal analysis to evaluate the voltage stability of a bulk power system It involves the calculation of a small number of eigenvalues of the reduced Jacobian matrix obtained from the load flow solution. In the past, the electric utility industry has largely depended on conventional power-flow programs for static analysis of voltage stability. Stability is determined by computing the V-P and V-Q curves at selected load buses. Generally, such curves are generated by executing a large number of power flows using conventional models. While such procedure can be automated, they are time –consuming and do not readily provide information useful in gaining insight into causes of stability problems. In addition, these procedures focus on individual buses, that is, the stability characteristics are established by stressing each bus independently. This may unrealistically distort the stability condition of the system. Also, the buses selected for V-Q and V-P analysis must be chosen carefully, and a large number of such curves may be required to obtain complete information. In fact, it may not be possible to generate the V-Q curves completely due to power-flow divergence caused by problems elsewhere in the system. A number of special techniques have been proposed in the literature for voltage stability analysis [2, 3, 4]. Generally, many of these have not found widespread practical application. A practical approaches based modal analysis has advantage that it gives voltage stability related information from a system wide perspective and clearly identifies areas that have potential problems. It has the added advantage that it provides information regarding the mechanism of instability. This is the principal reason for considering the modal analysis. The understanding of modal analysis starts with the formulation of power flow problem. II. POWER FLOW PROBLEM The power flow or load flow is widely used in power system analysis. It plays a major role in planning the future expansion of the power system as well as helping to run existing systems in the best possible way. The network load flow solution techniques are used for steady state and dynamic analysis programme [5, 6]. The solution of power flow predicts what the electrical state of the network will be when it is subjected to a specified loading condition. The result of the power flow is the voltage magnitude and the angle of each of the system nodes. These bus voltage magnitudes and angles are defined as the system state variables.
  • 2. Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System 72 That is because they allow all other system quantities to be computed such as real and reactive power flows, current flows, voltage drops, power losses, etc … power flow solution is closely associated with voltage stability analysis. It is an essential tool for voltage stability evaluation. Much of the research on voltage stability deals with the power-flow computation method. The power flow problem solves the complex matrix equation: )1(   V S YVI where I = nodal current injection matrix Y = system nodal admittance matrix V = unknown complex node voltage vector S = apparent power nodal injection vector representing specified load and generation of nodes Where )2(jQPS  The Newton-Raphson method is the most general and reliable algorithm to solve the power-flow problem. It involves interactions based on successive linearization using the first term of Taylor expansion of the equation to be solved. From equation (1), we can write the equation for node k (bus k) as: )3( 1   n m mkmk VYI )4(* 1 ** m n m kmkkkkk VYVIVjQP   Where: m = 1, 2, …, n n = number of buses Vk is the voltage of the kth bus Ykm is the element of the admittance bus Equating the real and imaginary parts )5( 1 **               n m kkmkek VYVRP )6( 1 **               n m kkmkmk VYVIQ Where Pk is the real power Qk is the reactive power With the following notation: )7(,, kmmk j kmkm j mm j kk eYYeVVeVV   Where kV is the magnitude of the voltage k is the angle of the voltage km is the load angle Substituting for Vk, Vm, and Ykm in Equation (4)    n m j km j k j kkk kmkk eYeVeVjQP 1  Or      n m j kmkkKK kmmk eYVVjQP 1  Or
  • 3. Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System 73    n m kmkkkmkkkk YVVjQP 1  Or    )sin (cos 1 kmmk kmmk n m kmkkKk j YVVjQP      Separating the real and imaginary parts of above equation to get real and reactive powers,   )8(cos 1 kmmk n m kmkkk YVVP      )9(sin 1 kmmk n m kmkkk YVVQ    The mismatch power at bus k is given by: )10(k sch kk ppP  )11(k sch kk QQQ  The Pk and Qk are calculated from Equation (8) and (9) The Newton – Raphson method solves the partitioned matrix equation: )12(                V J Q P  Where, ΔP and ΔQ = mismatch active and reactive power vectors. ΔV and ΔӨ = unknown voltage magnitude and angle correction vectors. J = Jacobian matrix of partial derivative terms III. MODAL ANALYSIS The Modal analysis mainly depends on the power-flow Jacobian matrix of equation (12). Gao, Morison and Kundur [8] proposed this method in 1992. It can predict voltage collapse in complex power system networks. It involves mainly the computing of the smallest eigenvalues and associated eigenvectors of the reduced Jacobian matrix obtained from the load flow solution. The eigenvalues are associated with a mode of voltage and reactive power variation which can provide a relative measure of proximity to voltage instability. Then, the participation factor can be used effectively to find out the weakest nodes or buses in the system. The analysis is expressed as follows: Equation (12) can be rewritten as: )13( 2221 1211                       VJJ JJ Q P  By letting 0P in Equation (13) ,0 1211 VJJP   VJJ   12 1 11 (14) and VJJQ  2221  (15) Substituting Equation (14) in Equation (15): )16(VJQ R Where  12 1 112122 JJJJJR   RJ is the reduced Jacobian matrix of the system. Equation (16) can be written as )17(1 QJV R   The matrix RJ represents the linearized relationship between the incremental changes in bus voltage (ΔV) and bus reactive power injection (ΔQ). It’s well known that, the system voltage is affected by both real and reactive power variations. In order to focus the study of the reactive demand and supply problem of the system
  • 4. Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System 74 as well as minimize computational effort by reducing dimensions of the Jacobian matrix J the real power (ΔP = o) and angle part from the system in Equation (13) are eliminated. The eigenvalues and eigenvectors of the reduced order Jacobian matrix JR are used for the voltage stability characteristics analysis. Voltage instability can be detected by identifying modes of the eigenvalues matrix JR. The magnitude of the eigenvalues provides a relative measure of proximity to instability. The eigenvectors on the other hand present information related to the mechanism of loss of voltage stability. Modal analysis of JR results in the following. )18(RJ where Ф = right eigenvector matrix of RJ  = left eigenvector matrix of RJ  = diagonal eigenvalue matrix of RJ Equation (18) can be written as: )19(11  RJ In general it can be said that, a system is voltage stable if the eigenvalues of JR are all positive. This is different from dynamic systems where eigenvalues with negative real parts are stable. The relationship between system voltage stability and eigenvalues of the JR matrix is best understood by relating the eigenvalues with the V-Q. sensitivities of each bus (which must be positive for stability). JR can be taken as a symmetric matrix and therefore the eigenvalues of JR are close to being purely real. If all the eigenvalues are positive, JR is positive definite and the V-Q sensitivities are also positive, indicating that the system is voltage stable. The system is considered voltage unstable if at least one of the eigenvalues is negative. A zero eigenvalue of JR means that the system is on the verge of voltage instability. Furthermore, small eigenvalue of JR determine the proximity of the system to being voltage unstable [9]. There is no need to evaluate all the eigenvalues of JR of a large power system because it is known that once the minimum eigenvalues becomes zeros the system Jacobian matrix becomes singular and voltage instability occurs. So the eigenvalues of importance are the critical eigenvalues of the reduced Jacobian matrix JR. Thus, the smallest eigenvalues of JR are taken to be the least stable modes of the system. The rest of the eigenvalues are neglected because they are considered to be strong enough modes. Once the minimum eigenvalues and the corresponding left and right eigenvectors have been calculated the participation factor can be used to identify the weakest node or bus in the system. An algorithm for the modal method analysis used in this study is shown in figure1. The appropriate definition and determination as to which node or load bus participates in the selected modes become very important. This necessitates a tool, called the participation factor, for identifying the weakest nodes or load buses that are making significant contribution to the selected modes [10]. )20(    i i ii QV   where i is the ίth eigenvalue, i is the ίth column right eigenvector and i is the ίth row left eigenvector of matrix RJ . Each eigenvalue i and corresponding right and left eigenvectors i and i , defined the ίth mode of the system. IV. IDENTIFICATION OF THE WEAK LOAD BUSES The minimum eigenvalues, which become close to instability, need to be observed more closely. parts are stable. The relationship between system voltage stability and eigenvalues of the JR matrix is best understood by relating the eigenvalues with the V-Q. sensitivities of each bus (which must be positive for stability). JR can be taken as a symmetric matrix and therefore the eigenvalues of JR are close to being purely real. If all the eigenvalues are positive, JR is positive definite and the V-Q sensitivities V. SAMPLE SYSTEM EVALUATION AND RESULTS ANALYSIS The modal analysis method has been successfully applied to IEEE 14 bus power system shown in Figure 2, while Tables 1 and 2 are the line and load parameters respectively. A power flow program based on Matlab is developed to: 1. Calculate the power flow solution 2. Analyze the voltage stability based on modal analysis 3. Generate the Q-V sensitivities and Participation factors
  • 5. Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System 75 The voltage profile of the buses is presented from the load flow simulation as shown in Figure 3. It can be seen that all the bus voltages are within the acceptable level (± 5%). The lowest voltage compared to the other buses can be noticed in bus number 3 Since there are 14 buses among which there is one swing bus and 4 PV buses, then the total number of eigenvalues of the reduced Jacobian matrix RJ is expected to be 9 as shown in Table 3. Table 1 Line data for IEEE 14 Bus system (Length 1km) Table 2 Load Distribution for IEEE 14 Bus System Table 3 IEEE 14 Bus System Eigenvalues ID Name R(1) X(1) C(1) B(0) Ohm/… Ohm/… uF/… Us/… 1. 421 Branch-3 2.237193 9.425351 2.92837 919.975 2. 424 Branch-2 2.572368 10.61893 3.289402 1033.396 3. 427 Branch-1 0.922681 2.817083 3.53009 1109.01 4. 430 Branch-7 0.635593 2.004857 0.855779 268.851 5. 433 Branch-6 3.190346 8.142738 2.313279 726.738 6. 436 Branch-5 2.711389 8.278426 2.273164 714.136 7. 439 Branch-4 2.766617 8.394595 2.50048 785.549 8. 442 Branch-13 0.125976 0.248086 0 0 9. 445 Branch-12 0.234069 0.487164 0 0 10. 448 Branch-11 0.180879 0.378785 0 0 11. 451 Branch-19 0.42072 0.380651 0 0 12. 454 Branch-18 0.156256 0.365778 0 0 13. 457 Branch-17 0.242068 0.514911 0 0 14. 460 Branch-16 0.060578 0.160921 0 0 15. 463 Branch-15 0 0.209503 0 0 16. 466 Branch-20 0.325519 0.662769 0 0 ID Name LF Type P MW Q MVAR 1. 686 Load 2 PQ 21.7 12.7 2. 687 Load 6 PQ 11.2 7.5 3. 688 Load 5 PQ 7.6 1.6 4. 689 Load 4 PQ 47.8 4 5. 690 Load 3 PQ 94.2 19 6. 691 Load 11 PQ 3.5 1.8 7. 692 Load 10 PQ 9 5.8 8. 693 Load 9 PQ 29.5 16.6 9. 694 Load 7 PQ 0 0 10. 695 Load 14 PQ 14.9 5 11. 696 Load 13 PQ 13.5 5.8 12. 697 Load 12 PQ 6.1 1.6 1 2 3 4 Eigenvalue 2.0792 5.3677 7.5987 9.4942 # 5 6 7 8 Eigenvalue 16.0985 18.8474 19.3553 38.5332 # 9 Eigenvalue 64.9284
  • 6. Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System 76 Figure 1.0 Line diagram of the IEEE 14 Bus interconnected network Figure 2.0 Algorithm for the voltage stability analysis
  • 7. Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System 77 VI. CONCLUSION The results of the analysis of the 14 Bus system are shown in the bar charts below. Figure 3.0 Voltage profiles of all Buses of the IEEE 14 Bus system From Table 3, it can be notices that the minimum eigenvalue λ = 2.0792 is the most critical mode. The Q-V Sensitivity is calculated to determine the most critical bus. The simulation showed that bus 14 is the most critical with sensitivity of 0.222725 as shown in Figure 4. Figure 4.0 Q-V Sensitivity of IEEE 14 Bus system The bus participation factor was calculated; the result showed that bus 14 had the highest bus participation factor of 0.232557 at the least eigenvalue λ = 2.0792 as shown in Fig. 5. Figure 5.0 Highest contribution to voltage collapse 0 5 10 15 0 0.2 0.4 0.6 0.8 1 1.2 1.4 Bus number Voltage[p.u] Voltage Profile of all Buses [IEEE 14 Bus system]
  • 8. Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System 78 The branch participation factors was calculated, the result showed that branch 10 has the highest branch participation factor of 0.968457 at the least eigenvalue λ = 2.0792 as shown in Figure 6. It indicates the highest contribution of this branch to the voltage collapse. The generator participation factors was calculated, the result showed that Gnbus 6 has the highest generator participation factor of 0.952139 at the least eigenvalue λ = 2.0792 as shown in Figure 7, it indicates the highest contribution of this generator to the voltage collapse. Figure 6 The branch Participation Factors for Least Eigenvalue λ = 2.0792 Figure 7 Generator Participation Factors at least Eigenvalue of λ = 2.0792 REFERENCES [1]. S. Johnsson, and F. Sjogreen, “Voltage Collapse in Power Systems; The influence of generator current limiters, on-load tap changers and dynamics,” Thesis, Chalmers University of Technology, Gotenbery, Sweden, 1995, ISBN:91-7197-119-K. [2]. IEEE Working Group on Voltage Stability, “Suggested techniques for voltage stability analysis”, IEEE Publications 1993. [3]. IEEE Working Group on voltage stability, “Voltage Stability of power system: Concepts, Analytical tools and industrial experience”, IEEE Publications 90THO358-2-PWR1990. [4]. IEEE/PES publications on “Voltage Stability Assessment: Concepts, Practices, and tools”, IEEE/PES publications. Final Draft August 2002. [5]. P.A Lof, T. Smed, C. Anderson and D.J.Hill, “ Fast Calculation of a Voltage Stability Index,” IEEE Trans. on Power Systems, Vol.7, pp59-64, Feb.1992. [6]. CIGRE Task Force 38-01-10,: “Modelling of Voltage Collapse including dynamic phenomenon”, 1993.
  • 9. Modal Based Analysis and Evaluation of Voltage Stability of Bulk Power System 79 [7]. B. Gao, G.Morison and P. Kundur, “Voltage Stability Evaluation Using Modal Analysis”, IEEE Trans. On Power Systems, Vol.7, No.4, pp. 1423-1543, Nov. 1992. [8]. G. Verghes, I. Perez-Arriaga and F.Schwwppe, “Selective modal Analysis with Application to Electric Power Systems”, Part 11 IEEE trans, on Power App. and system, Vol. PAS 101, No. 9, pp 3117-3134, 1982 [9]. V. Ajjarapu, and B. Lee “Bibliograph on voltage Stability” IEEE Trans. on Power Systems, vol. 13 pp 115- 125, 1998. Authors’ Profile Dr. Francis O. Enemuoh Received the M.Eng. and Ph.D degree in electrical engineering in 1995 and 2012 from Enugu State University of Science and Technology and University of Nigeria Nsukka respectively. He has been employed by Nnamdi Azikiwe University Awka since 1996. Currently, he is the Head, department of electrical engineering in the University. His research interest is in the area of power system stability, security and reliability. Dr. Enemuoh is a member of Nigeria Society of Engineers and a registered engineer with Council for the Regulation of Engineering in Nigeria (COREN). Email: eneody@yahoo.com Dr. Josiah C. Onuegbu Born in Anambra State of Nigeria on 24th February, 1966. Received his M. Eng. degree in electrical engineering in the field of electric power stations and substations from Kyrghyz Technical University Bishkek (Frunze) USSR in 1994, then Ph.D degree in the field of electric machines from Nnamdi Azikiwe University, Awka, Nigeria in 2012 The author’s major field of study is electric machine design. He joined Nnamdi Azikiwe University, Awka in 1999 as a lecturer. He has published many journal articles and an engineering novel. Dr. Onuegbu is a member of five professional bodies including the Nigeria Society of Engineers and Council for the Regulation of Engineering in Nigeria. He has worked in various capacities in the faculty including being the examination committee chairman for many years. Email: onuegbujo@yahoo.com Dr. Emmanuel A. Anazia Born in Delta State of Nigeria on 10th October 1963. Received his M.Eng. and Ph.D degree in electrical engineering in the field of power systems and machines from Nnamdi Azikiwe University Awka, Nigeria in the year 2000 and 2008 respectively. Dr. Anazia is a registered electrical engineer with COREN and a member of the Nigeria Society of Engineers. He has extensive experience in the industry and academia. He is currently a lecturer in power system analysis in the department of electrical engineering, Nnamdi Azikiwe University, Awka, Anambra State of Nigeria. He has worked for many committees of the department of electrical engineering especially as the chairman of Students Industrial Work Experience Scheme for many years. His research interest is in power generation and automation. Email: aninyemunzele@yahoo.com