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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 08 | Aug -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1093
Reliability Prediction Using the Fussel Algorithm
Husam Muhsin1, Mohammed Sabri 2
1 M.SC Tech, electrical engineering. of technical middle Engineering, Iraq
2 Asst.Prof Tech, electrical engineering. of technical middle Engineering, Iraq
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - The objective of this research is prediction with
range of success operation system (Reliability). Applying the
study on part of the 400 KV Super Grid power system.
Estimating the reliability and availability parameters after a
field and analytical study of network components and
modeling into a single block. The paper treated with two
analysis methodology; qualitative analysis techniques which
represented by Path Tracing Method (PTM) to provide
Minimum Cut Sets (MCSs) and also treated with quantitative
analysis techniques that using the Fussel Algorithm (FA) that
deal with repairable and non-repairable system. Also to
determine degree ofcontributionthe individualcomponentsof
the system. The indexes of analysis describe system failure
characteristics. PreparedforthispurposetheMatlabprogram.
Key Words: Prediction Reliability, Fussel Algorithm, PTM
Method, Reliability Analysis.
1. INTRODUCTION
Reliability assessmentofelectric powersystemshas
usually been an integral part of planning and operation of
electric power systems. The variations in the electric
function, industry make a requirement for more genuine
techniques to power system availability and reliability
estimations [1].
The reliability assessment of super grid generally
comprises transmission and generation systems, which are
frequently indicated to the bulk or combined power system.
The transmission system has to be created to confirm a
satisfactory energy move from thegenerationstationtobulk
load centers. There is a simulationandanalytical approaches
are the two modes of techniques handled with reliability
analysis to power system [2].
The analytical analysis techniques are treated with
mathematical models to give solutionsproblemofreliability.
Exact calculation results are found for a provided set of
system topology and input values. Some normally used
approaches are Tie-Set, Cut Set, Markov Modelling, Path
Tracing, and Fault Tree [2].
Where the Monte Carlomethod(a simulationmethod)which
give a solution for difficult problems that impossible solved
by analytical approaches [2], this work handling with PTM
analytical techniques.
1.1 CUT -SET METHOD
The cut set description technique is a powerful
method for estimating the reliability of a system because it
can be simply programmed for an efficient solution and fast
[4].
The rule of cut set technique deduces total
combinations of elements which must be failed or lost in
order for a load point, according to consideration to be
outrage from all supplies [3].
In other expressions cut set comprises a set
components of the system which failure can lead to the
failure overall system. The least subset of a cut set is named
Minimal Cut Set (MCS), which includes the set of elements
that must be unsuccessful in order for the system to not
succeed. Every cut in the cut set is in series with next cuts,
with the elements inside a cut related using the principle of
parallel elements [4].
1.2 PATH TRACING METHOD
In the difficult structure of a system, for example,
substation or (switching station) which correspond to
elements that interconnection between sub-transmission,
transmission and distribution systems. The most
appropriate technique forquantifyingtheirabilitytoachieve
this function is to determine a duration and frequency of
their failure [4].
In the old analysis, it has been expected that the
minimal cut sets can be known from a visual inspection of
the system because visual detection can usually be
competent with small difficulty for easy systems. The issue
of identification develops more complex for larger systems
and there is a technique to deduce MCSs which can be
applied on a digital computer this technique is named Path
Tracing Method (PTM).
The points of this technique are as follows [4]:
1. Determine all least paths.
2. Create a paths matrix that labels all elements in
each path.
3. If all constituents of every column of a paths matrix
are pure unity the element connected to that
column configuration a First Order Cuts(FOCs).
4. Amalgamate two columns of the paths matrix at
same the time if whole items of the Amalgamate
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 08 | Aug -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1094
columns are pure zero, the elements with those
columns configuration a Second Order Cuts (SOCs).
Then remove any cut set comprising FOCs to
provide a SOCs of MCS.
5. Return to step above every three columns at same
the time to provide the Third Order Cuts (TOCs),
then remove any cut set including FOCs and SOCsof
MCS.
6. Remain return to the highest order of a cut set has
been getting.
1.3 FUSSEL ALGORITHM
Mathematical illustration of estimating reliability
parameters by using the Fussel algorithm [6] typing in
MATLAB program has been corresponding to as numerical
steps followed;
(1)
(2)
i: a first event in the MCSs.
n: number of the first event in MCSs
: MDT of the first event.
: Failure rate of the first event
, : unavailability of the first event and MCSs
(3)
: PDF of the first failure of MCSs.
(4)
: unreliability of MCSs
(5)
: failure rate of MCSs
(6)
N: number of MCSs.
: unreliability of major event.
(7)
t: the limit period.
Q: unreliability for the limit period.
(8)
: Reliability overall system.
(9)
: unavailability of a major event.
(10)
: Failure rate of a major event.
(11)
: Mean time to failure
(12)
(13)
: Factors give the degree of importance and
contribution of the element in the calculations of the
unavailability and unreliability
m: Number of MCS.
2. RESULTS AND DISCUSSION
South region of Iraq consists of; Basrah and
Nassiryah zones.
The data (failure rate and mean dead time) as shown in the
table-1 its a source to estimate of the reliability indexes. [8]
Table -1: Input data
The reliability block diagram assumptions are:
1. The parallel transmission line, transformer,andgenerator
are modeled as a single block.
2. Each first event is statistically impartial.
3. Each element in the network is unidirectional. The block
diagram of the south region grid as shown in Fig-1
Zone
Code
Component
Failure
rate
1/hr.
Mean dead
time hr.
Nassi
rya
8 Nassirya PS 1.63 E-4 2637
49
Nassirya
Transformer
1.52E-
06
146
Link 19
Nassirya- Kh
Al-Zubair
32.39 E-
6
2198.1
Basra
10 Khur Al-Zubair
1.3001
E-4
1058.1
46
Khur Al-Zubair
Transformer
2.283 E-
6
209
18
Khur Al-Zubair
-Hartha
8.73 E-6 696.35
9 Hartha PS 1.25 E-4 733.2
47
Hartha
Transformer
2.283 E-
6
192
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 08 | Aug -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1095
Fig -1: south region grid
Determine power flow paths to result in MCSs in table-2
after use paths matrix for each zone by Matlab program.
Table -2: flow paths & MCSs
Merge Paths of zones can give paths overall regions
Table -3: Paths matrix of south region
Zone
Component
8 9 10 18 19 46 47 49
Nassriya 1 0 0 0 0 0 0 1
Basrah
0 0 1 0 0 1 0 0
1 0 0 0 1 1 0 0
0 1 0 0 0 0 1 0
0 0 1 1 0 0 1 0
1 0 0 1 1 0 1 0
Arrangement all paths matrixes of zones can give paths
matrix overall south region to deduce MCSs of the region.
Table -4: MCS of south region
The reliability indexes of the network can summarize by the
table -5.
Table -5: Reliability indexes
Zone Nassiryah Basrah
South
area
Reliability
%
0.0% 84.88% 87.08%
Unreliability
t ˃ 0
1.6452E-4.t 1.7252E-5.t
1.4742E-
5.t
Unavailability 4.30E-1 6.35E-3 5.45E-03
Failure rate
1/hr
3.70E+2 1.73E-5 1.47E-05
MTFt
hr
6.08E+3 5.80E+4 6.78E+04
MDTt
hr
3.70E+2 3.70E+2 3.71E+02
The Importance components can summarize in the table-6.
Table-6: Importance components
Component
Quantitative
8 1.00 1.00
9 9.95E-1 9.88E-1
10 1.00 1.00
18 2.10E-5 6.18E-5
19 3.68E-5 1.31E-4
46 3.75E-5 1.25E-4
47 4.78E-3 1.16E-2
49 3.68E-5 1.31E-4
Zone
Power
flow
paths
Minimal cut sets & orders
Nassirya 1) 8+49 First [8],[49]
Basrah
1) 10+46
2)
8+19+46
3) 9+47
4)
10+18+47
5)
8+18+19
47
First [46],[47]
Third
[8,9,10],[8,10,47],[9,10,19]
,[9,18,46],[10,19,47]
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 08 | Aug -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1096
Chart -2: reliability vs time
Analysis results proved that over prediction of the
system state, it will survive with present 87.08% for one-
year period. In chart-2 Nassiryah zone does not exceed one
year and expected will failure after 6080 hours of initial
operation ad required 370 hours to repairing the system.
3. CONCLUSIONS
Predicting the performance of the system is
important because it gives choices for decision-making in
early time, based on possible consequences. The most
important conclusion of the research is the role of the load
flow in configuring the appropriate paths because if the
change gives a new reliability level as well as the degree of
contribution each component to the system failure. The
carefully with the components that severely affectandmake
the optimal load flow load ensure that reliability is correctly
improved.
REFERENCES
1. P. K. Goswami, S. Chowdhury, S. P. Chowdhury, AY.
H. Song, and J.K.Daspresent," Reliability Evaluation
of Distribution System", Universities power
engineering conference, UPEC, pp. 158-166, IEEE,
2007.
2. D. Cheng, "Integrated System Model Reliability
Evaluation and Prediction for Electric Power
Systems: Graph Trace Analysis Based Solutions",
Ph.D. Thesis, Blacksburg, Virginia, 2009.
3. J. Hassan, "A Proposed Method for Reliability
Evaluation Based on Path Tracing Method" M. Sc.
Thesis, Electrical, and Electronic Techniques
College, Department of Electrical Power
Engineering, 2007.
4. R. Billinton and R. N. Allan, "ReliabilityEvaluationof
Engineering System", Pitman advanced publishing
program, 1984.
5. D. A. Al-Rawi, "Reliability Evaluation of a Nuclear
Plant", MSC. Thesis, University of Baghdad,
Electrical Eng. Dept. 1996..
6. J.B. Fussell, "How To-Hand Calculate System
Reliability and Safety Characteristics ", IEEE Trans.
On Reliability, Vol. 24, No. 3, August, pp. 169-173,
1975.
7. B. R. Gupta, "Power System Analysis and Design",
S.chand company LTDL, 3rd Edition, 2004.
8. Republic of Iraqi / Ministry of Electricity / Training
and Development Office / Control and Operation
Office, and Generation and Production of Electrical
Energy /planning section, (technical operating
data),2016K. Elissa, “Title of paper if known,”
unpublished.
9. R. Billinton and R.N. Allan, "Reliability Evaluationof
Power System ", Plenum Press ,(1894.)
10. Q. M. Aish, "Reliability Calculation of the IraqiSuper
Grid" M. Sc. Thesis, Electrical, and Electronic
Techniques College, DepartmentofElectrical Power
Engineering, 2009.
11. Dan Zhu, "Power System Reliability Analysis With
Distributed Generators", master thesisVirginia poly
technique Institute and State University, May (2003.)
12. Awosope COA, Akinbulire TO. A computer program
for generating power- system load-point minimal
paths. IEEE Transactions on Reliability 1991;
40(3):302–8.
13. Reder W, Flaten D. Reliability centeredmaintenance
for distribution underground systems. In: IEEE
power engineering societysummermeeting ;2000. p.
551–6.
14. Khosravi F, Azli NA, Babaei E. A new modeling
method for reliability evaluation of Thermal Power
Plants. In: IEEE international conference on power
and energy; 2010. p. 555–60.
15. R. Billinton and E. Wojczynski, “Distributional
variation of distribution system reliability indices,”
IEEE Trans. Power App. Syst., vol. PAS-104, pp.
3152–3160, Nov. 1985.
16. C. Dichirico and C. Singh, “Reliability analysis of
transmission lines with common mode failures
when repair times are arbitrarily distributed,”IEEE
Trans. Power Syst., vol. 3, pp. 1012–1029, Aug.
17. Villemeur A, (1992), Reliability, availability,
maintainabilityandsafetyassessment:methodsand
techniques. Wiley, New York.
18. Vesely W, Dugan J, Fragola J et al, (2002), Fault tree
handbook with aerospace applications. National
Aeronautics and Space Administration.
19. T. Coyle, R. G. Arno, and P. S. Hale,2002,“Application
of the minimal Cut set reliability analysis
methodology to thegoldbookstandardnetwork,”in
Proc. IEEE Ind. Commercial Power Syst. Tech. Conf.,
May 5–8, 2002, pp. 82–93.
20. T. Tsao and H. Chang, 2003,“Composite reliability
evaluation model for different types of distribution
systems,” IEEE Trans. Power Syst., vol. 19, pp. 924–
930, May.

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Reliability Prediction using the Fussel Algorithm

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 08 | Aug -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1093 Reliability Prediction Using the Fussel Algorithm Husam Muhsin1, Mohammed Sabri 2 1 M.SC Tech, electrical engineering. of technical middle Engineering, Iraq 2 Asst.Prof Tech, electrical engineering. of technical middle Engineering, Iraq ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - The objective of this research is prediction with range of success operation system (Reliability). Applying the study on part of the 400 KV Super Grid power system. Estimating the reliability and availability parameters after a field and analytical study of network components and modeling into a single block. The paper treated with two analysis methodology; qualitative analysis techniques which represented by Path Tracing Method (PTM) to provide Minimum Cut Sets (MCSs) and also treated with quantitative analysis techniques that using the Fussel Algorithm (FA) that deal with repairable and non-repairable system. Also to determine degree ofcontributionthe individualcomponentsof the system. The indexes of analysis describe system failure characteristics. PreparedforthispurposetheMatlabprogram. Key Words: Prediction Reliability, Fussel Algorithm, PTM Method, Reliability Analysis. 1. INTRODUCTION Reliability assessmentofelectric powersystemshas usually been an integral part of planning and operation of electric power systems. The variations in the electric function, industry make a requirement for more genuine techniques to power system availability and reliability estimations [1]. The reliability assessment of super grid generally comprises transmission and generation systems, which are frequently indicated to the bulk or combined power system. The transmission system has to be created to confirm a satisfactory energy move from thegenerationstationtobulk load centers. There is a simulationandanalytical approaches are the two modes of techniques handled with reliability analysis to power system [2]. The analytical analysis techniques are treated with mathematical models to give solutionsproblemofreliability. Exact calculation results are found for a provided set of system topology and input values. Some normally used approaches are Tie-Set, Cut Set, Markov Modelling, Path Tracing, and Fault Tree [2]. Where the Monte Carlomethod(a simulationmethod)which give a solution for difficult problems that impossible solved by analytical approaches [2], this work handling with PTM analytical techniques. 1.1 CUT -SET METHOD The cut set description technique is a powerful method for estimating the reliability of a system because it can be simply programmed for an efficient solution and fast [4]. The rule of cut set technique deduces total combinations of elements which must be failed or lost in order for a load point, according to consideration to be outrage from all supplies [3]. In other expressions cut set comprises a set components of the system which failure can lead to the failure overall system. The least subset of a cut set is named Minimal Cut Set (MCS), which includes the set of elements that must be unsuccessful in order for the system to not succeed. Every cut in the cut set is in series with next cuts, with the elements inside a cut related using the principle of parallel elements [4]. 1.2 PATH TRACING METHOD In the difficult structure of a system, for example, substation or (switching station) which correspond to elements that interconnection between sub-transmission, transmission and distribution systems. The most appropriate technique forquantifyingtheirabilitytoachieve this function is to determine a duration and frequency of their failure [4]. In the old analysis, it has been expected that the minimal cut sets can be known from a visual inspection of the system because visual detection can usually be competent with small difficulty for easy systems. The issue of identification develops more complex for larger systems and there is a technique to deduce MCSs which can be applied on a digital computer this technique is named Path Tracing Method (PTM). The points of this technique are as follows [4]: 1. Determine all least paths. 2. Create a paths matrix that labels all elements in each path. 3. If all constituents of every column of a paths matrix are pure unity the element connected to that column configuration a First Order Cuts(FOCs). 4. Amalgamate two columns of the paths matrix at same the time if whole items of the Amalgamate
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 08 | Aug -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1094 columns are pure zero, the elements with those columns configuration a Second Order Cuts (SOCs). Then remove any cut set comprising FOCs to provide a SOCs of MCS. 5. Return to step above every three columns at same the time to provide the Third Order Cuts (TOCs), then remove any cut set including FOCs and SOCsof MCS. 6. Remain return to the highest order of a cut set has been getting. 1.3 FUSSEL ALGORITHM Mathematical illustration of estimating reliability parameters by using the Fussel algorithm [6] typing in MATLAB program has been corresponding to as numerical steps followed; (1) (2) i: a first event in the MCSs. n: number of the first event in MCSs : MDT of the first event. : Failure rate of the first event , : unavailability of the first event and MCSs (3) : PDF of the first failure of MCSs. (4) : unreliability of MCSs (5) : failure rate of MCSs (6) N: number of MCSs. : unreliability of major event. (7) t: the limit period. Q: unreliability for the limit period. (8) : Reliability overall system. (9) : unavailability of a major event. (10) : Failure rate of a major event. (11) : Mean time to failure (12) (13) : Factors give the degree of importance and contribution of the element in the calculations of the unavailability and unreliability m: Number of MCS. 2. RESULTS AND DISCUSSION South region of Iraq consists of; Basrah and Nassiryah zones. The data (failure rate and mean dead time) as shown in the table-1 its a source to estimate of the reliability indexes. [8] Table -1: Input data The reliability block diagram assumptions are: 1. The parallel transmission line, transformer,andgenerator are modeled as a single block. 2. Each first event is statistically impartial. 3. Each element in the network is unidirectional. The block diagram of the south region grid as shown in Fig-1 Zone Code Component Failure rate 1/hr. Mean dead time hr. Nassi rya 8 Nassirya PS 1.63 E-4 2637 49 Nassirya Transformer 1.52E- 06 146 Link 19 Nassirya- Kh Al-Zubair 32.39 E- 6 2198.1 Basra 10 Khur Al-Zubair 1.3001 E-4 1058.1 46 Khur Al-Zubair Transformer 2.283 E- 6 209 18 Khur Al-Zubair -Hartha 8.73 E-6 696.35 9 Hartha PS 1.25 E-4 733.2 47 Hartha Transformer 2.283 E- 6 192
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 08 | Aug -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1095 Fig -1: south region grid Determine power flow paths to result in MCSs in table-2 after use paths matrix for each zone by Matlab program. Table -2: flow paths & MCSs Merge Paths of zones can give paths overall regions Table -3: Paths matrix of south region Zone Component 8 9 10 18 19 46 47 49 Nassriya 1 0 0 0 0 0 0 1 Basrah 0 0 1 0 0 1 0 0 1 0 0 0 1 1 0 0 0 1 0 0 0 0 1 0 0 0 1 1 0 0 1 0 1 0 0 1 1 0 1 0 Arrangement all paths matrixes of zones can give paths matrix overall south region to deduce MCSs of the region. Table -4: MCS of south region The reliability indexes of the network can summarize by the table -5. Table -5: Reliability indexes Zone Nassiryah Basrah South area Reliability % 0.0% 84.88% 87.08% Unreliability t ˃ 0 1.6452E-4.t 1.7252E-5.t 1.4742E- 5.t Unavailability 4.30E-1 6.35E-3 5.45E-03 Failure rate 1/hr 3.70E+2 1.73E-5 1.47E-05 MTFt hr 6.08E+3 5.80E+4 6.78E+04 MDTt hr 3.70E+2 3.70E+2 3.71E+02 The Importance components can summarize in the table-6. Table-6: Importance components Component Quantitative 8 1.00 1.00 9 9.95E-1 9.88E-1 10 1.00 1.00 18 2.10E-5 6.18E-5 19 3.68E-5 1.31E-4 46 3.75E-5 1.25E-4 47 4.78E-3 1.16E-2 49 3.68E-5 1.31E-4 Zone Power flow paths Minimal cut sets & orders Nassirya 1) 8+49 First [8],[49] Basrah 1) 10+46 2) 8+19+46 3) 9+47 4) 10+18+47 5) 8+18+19 47 First [46],[47] Third [8,9,10],[8,10,47],[9,10,19] ,[9,18,46],[10,19,47]
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 08 | Aug -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1096 Chart -2: reliability vs time Analysis results proved that over prediction of the system state, it will survive with present 87.08% for one- year period. In chart-2 Nassiryah zone does not exceed one year and expected will failure after 6080 hours of initial operation ad required 370 hours to repairing the system. 3. CONCLUSIONS Predicting the performance of the system is important because it gives choices for decision-making in early time, based on possible consequences. The most important conclusion of the research is the role of the load flow in configuring the appropriate paths because if the change gives a new reliability level as well as the degree of contribution each component to the system failure. The carefully with the components that severely affectandmake the optimal load flow load ensure that reliability is correctly improved. REFERENCES 1. P. K. Goswami, S. Chowdhury, S. P. Chowdhury, AY. H. Song, and J.K.Daspresent," Reliability Evaluation of Distribution System", Universities power engineering conference, UPEC, pp. 158-166, IEEE, 2007. 2. D. Cheng, "Integrated System Model Reliability Evaluation and Prediction for Electric Power Systems: Graph Trace Analysis Based Solutions", Ph.D. Thesis, Blacksburg, Virginia, 2009. 3. J. Hassan, "A Proposed Method for Reliability Evaluation Based on Path Tracing Method" M. Sc. Thesis, Electrical, and Electronic Techniques College, Department of Electrical Power Engineering, 2007. 4. R. Billinton and R. N. Allan, "ReliabilityEvaluationof Engineering System", Pitman advanced publishing program, 1984. 5. D. A. Al-Rawi, "Reliability Evaluation of a Nuclear Plant", MSC. Thesis, University of Baghdad, Electrical Eng. Dept. 1996.. 6. J.B. Fussell, "How To-Hand Calculate System Reliability and Safety Characteristics ", IEEE Trans. On Reliability, Vol. 24, No. 3, August, pp. 169-173, 1975. 7. B. R. Gupta, "Power System Analysis and Design", S.chand company LTDL, 3rd Edition, 2004. 8. Republic of Iraqi / Ministry of Electricity / Training and Development Office / Control and Operation Office, and Generation and Production of Electrical Energy /planning section, (technical operating data),2016K. Elissa, “Title of paper if known,” unpublished. 9. R. Billinton and R.N. Allan, "Reliability Evaluationof Power System ", Plenum Press ,(1894.) 10. Q. M. Aish, "Reliability Calculation of the IraqiSuper Grid" M. Sc. Thesis, Electrical, and Electronic Techniques College, DepartmentofElectrical Power Engineering, 2009. 11. Dan Zhu, "Power System Reliability Analysis With Distributed Generators", master thesisVirginia poly technique Institute and State University, May (2003.) 12. Awosope COA, Akinbulire TO. A computer program for generating power- system load-point minimal paths. IEEE Transactions on Reliability 1991; 40(3):302–8. 13. Reder W, Flaten D. Reliability centeredmaintenance for distribution underground systems. In: IEEE power engineering societysummermeeting ;2000. p. 551–6. 14. Khosravi F, Azli NA, Babaei E. A new modeling method for reliability evaluation of Thermal Power Plants. In: IEEE international conference on power and energy; 2010. p. 555–60. 15. R. Billinton and E. Wojczynski, “Distributional variation of distribution system reliability indices,” IEEE Trans. Power App. Syst., vol. PAS-104, pp. 3152–3160, Nov. 1985. 16. C. Dichirico and C. Singh, “Reliability analysis of transmission lines with common mode failures when repair times are arbitrarily distributed,”IEEE Trans. Power Syst., vol. 3, pp. 1012–1029, Aug. 17. Villemeur A, (1992), Reliability, availability, maintainabilityandsafetyassessment:methodsand techniques. Wiley, New York. 18. Vesely W, Dugan J, Fragola J et al, (2002), Fault tree handbook with aerospace applications. National Aeronautics and Space Administration. 19. T. Coyle, R. G. Arno, and P. S. Hale,2002,“Application of the minimal Cut set reliability analysis methodology to thegoldbookstandardnetwork,”in Proc. IEEE Ind. Commercial Power Syst. Tech. Conf., May 5–8, 2002, pp. 82–93. 20. T. Tsao and H. Chang, 2003,“Composite reliability evaluation model for different types of distribution systems,” IEEE Trans. Power Syst., vol. 19, pp. 924– 930, May.