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International Journal of Engineering Research and Development
e-ISSN: 2278-067X, p-ISSN: 2278-800X, www.ijerd.com
Volume 3, Issue 3 (August 2012), PP. 17-21


              Simulation of Fuzzy Based Power System Stabilizer
         Mr. Parveen Kumar1, Mr. Pawan Kumar Pandey2, Mr. Rajeev Chugh
                                   1, 2
                                      BRCMCET, Bahal, Bhiwani, Haryana, India-127078



Abstract––In recent years, voltage instability has been responsible for many major network collapses throughout the
world; hence the growing interest of power engineers and researchers to address this problem. This thesis provides an
introduction to the concepts and definitions related to voltage stability problems in power systems. It also gives a concise
description of the stability problems of the distribution system. Observations made from extensive simulations using the
software Fuzzy toolbox have been included to give a better understanding about the dynamic behavior of this system
under various operating conditions and contingencies.

Keywords––Compensation, System Stability, Reactive Power, Active Power, Voltage Regulation

                                      I.        DEFINING THE STRUCTURE
         In FIS editor first of all the structure of the system is defined. Here in the structure shown below there are 2 inputs
and one output. The 2 inputs are:
     1. Load in KW
     2. Compensator

The one and only output is
        Change in KW

          The middle block contains the rules which are formed using different combinations of the inputs used. One in all it
can be said that the the FIS editor displays the information about the fuzzy inference system.




                                           Fig.1 Structure building using FIS editor

  II.       DEFINING THE MEMBERSHIP FUNCTION AND MEMBERSHIP DEGREE FOR
                         ALL THE INPUT OUTPUT VARIABLES
           After defining the structure in FIS editor the GUI tool that come into play is membership editor. As discussed in
previous chapter we can choose any type of membership function among the various types like trapMF, triMF, GuassMF etc.
For the first input variable i.e ‘Load’ in this project the type of membership function used is trapMF. Also we can use any
number of membership degrees for the membership function of a variable. There are 8 membership degrees have been used
for the first input variable. They are:
VLL (VERY LIGHT LOADED)

                                                              17
Simulation of Fuzzy Based Power System Stabilizer

LL (LIGHT LOADED)
ML (MEDIUM LOADED)
PL (POSITIVE LOADED)
SOL (SMALL OVER LOADED)
MOL (MEDIUM OVER LOADED)
OL (OVER LOADED)
HOL (HIGLY OVER LOADED)
The range of the membership degree can be varied according to the requirements.




                                   Fig. 2 Membership editing for first input variable

          For the second input variable i.e ‘Compensator’ in this project the type of membership function used is trapMF.
There are 5 membership degrees have been used for the second input variable. They are:
Very negative
Negative
Zero
Positive
Very positive
Similarly here also the range of the membership degree can be varied according to the requirement.




                                  Fig. 3 Membership editing for second input variable

                                                           18
Simulation of Fuzzy Based Power System Stabilizer

The ouput variable is ‘Change in KW’ .There are 8 membership degrees have been used for the output variable. They are:
NS
S
MS
SS
PA
MA
LA
VLA

Similarly the range of the membership degree can be varied according to the requirements.




                                      Fig 4 Membership editing for output variable

                                   III.      CONSTRUCTION THE RULES
          When the membership editing comes to an end the next work starts is defining the rules by taking various
combinations of the input variables. This is done using another GUI tool i.e.’ Rule editor’. Here we can form as many as
rules can be formed by using different combinations of input variable. Here for simplicity only 9 rules have been used. The
structure of rules is in ‘if-then’ form as discussed earlier in the previous chapters.




                                               Fig 5 Constructing the rules
                                                            19
Simulation of Fuzzy Based Power System Stabilizer

                                     IV.       PERFORMANCE ANALYSES
           After editing the rules in the next GUI tool called ‘Rule viewer’ rules on a graph can be analysed. Here the output
graphical presentation is also present on the same wizard. We can change the values of the inputs in this wizard by simply
typing the character values and the graphical representations of the inputs and output change accordingly. As it can be seen
all the inputs with their corresponding values and the output with the response value are shown on the same wizard.




                                           Fig.6 Graphical representation analyses

         Graphical view of performance

          ‘Surface viewer’ is another GUI tool in which the 3D response of the overall functioning of the system can be
displayed. The overall response of our project has been displayed below using 3D surface viewer.




                                                Fig. 7Surface view analyses

                                                    REFERENCES
  [1].    Fuzzy Logic based Robust Power System Stabilizer for Multi-Machine Power System. This paper appears in:
          Industrial Technology, 2006. ICIT 2006. IEEE International Conference on Date of Conference: 15-17 Dec. 2006
          Author(s): Gupta, R. Eng. Coll., Kota Sambariya, D.K. ; Gunjan, R. Page(s): 1037 – 1042.
  [2].    Design of Genetic Algorithm Based Fuzzy Logic Power System Stabilizers in Multimachine Power System. This
          paper appears in: Power System Technology and IEEE Power India Conference, 2008. POWERCON 2008. Joint
          International Conference onDate of Conference: 12-15 Oct. 2008Author(s): Dubey, M. Dept. of Electr. Eng.,
          Maulana Azad Nat. Inst. of Technol., Bhopal Page(s): 1 - 6
  [3].    A simple fuzzy excitation control system for synchronous generator .This paper appears in: Emerging Trends in
          Electrical and Computer Technology (ICETECT), 2011 International Conference on Date of Conference: 23-24
                                                             20
Simulation of Fuzzy Based Power System Stabilizer

        March 2011Author(s): Ramya, R. Dept. of EEE, Thiagarajar Coll. of Eng., Madurai, India Selvi, K. Page(s): 35 –
        39
[4].    Performance of A Fuzzy Power System Stabilizer With Tie Line Active Power Deviation Feedback. This paper
        appears in: Power Systems Conference and Exposition, 2006. PSCE '06. 2006 IEEE PES Date of Conference: Oct.
        29 2006-Nov. 1 2006 Author(s): Mitra, P. Dept. of Electr. Eng., Jadavpur Univ., Calcutta Chowdhury, S. ;
        Chowdhury, S.P. ; Pal, S.K. ; Lahiri, R.N. ; Song, Y.H. Page(s): 884 - 889
[5].    Velocity relaxed swarm intelligent tuning of fuzzy based power system stabilizer. This paper appears in: Power
        India Conference, 2006 IEEE Date of Conference: 0-0 0 Author(s): Mukherjee, V. Dept. of Electr. Eng., Asansol
        Eng. Coll. Ghoshal, S.P.
[6].    Comparison of Robust Fuzzy Logic and Fast output sampling feedback based Power System Stabilizer for SMIB
        This paper appears in: Industrial Technology, 2006. ICIT 2006. IEEE International Conference on Date of
        Conference: 15-17 Dec. 2006 Author(s): Gupta, R. Eng. Coll., Kota Bhatia, D. Page(s): 1031 - 1036
[7].    MATLAB simulink model of fuzzy logic controller with PSS and its performance analysis. This paper appears in:
        Advances in Engineering, Science and Management (ICAESM), 2012 International Conference on Date of
        Conference: 30-31 March 2012 Author(s): Gowrishankar, K. Department of ECE, Dr. Paul's Engineering College,
        Anna University, INDIA Masud Khan, M.D. Page(s): 541 - 550
[8].    Design of differential evolution algorithm-based robust fuzzy logic power system stabilizer using minimum rule
        base, This paper appears in:Generation, Transmission & Distribution, IETDate of Publication: February
        2012Author(s): Vakula, V.S. Dept. of EEE, JNT Univ., Kakinada, India Sudha, K.R. Volume: 6 , Issue: 2 Page(s):
        121 - 132
[9].    Synthetic Application of FPSS and TCSC for Improvement Of Voltage and Current Profiles in Electrical Power
        Systems. This paper appears in: Industrial Electronics and Applications, 2006 1ST IEEE Conference on Date of
        Conference: 24-26 May 2006 Author(s): Kazemi, A. Dept. of Electr. Eng., Iran Univ. of Sci. & Technol., Tehran
        Mousavi, S.M.G. ; Kalantar, M. Page(s): 1 - 6
[10].   Neurofuzzy Power System Stabilizer. This paper appears in: Energy Conversion, IEEE Transactions on Date of
        Publication: Sept. 2008 Author(s): Chaturvedi, D.K. Fac. Of Eng., Dept. of Electr. Eng., Dayalbagh Educ. Inst.,
        Agra Malik, O.P. Volume: 23 , Issue: 3 Page(s): 887 - 894




                                                         21

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IJERD (www.ijerd.com) International Journal of Engineering Research and Development IJERD : hard copy of journal, Call for Papers 2012, publishing of journal, journal of science and technology, research paper publishing, where to publish research paper,

  • 1. International Journal of Engineering Research and Development e-ISSN: 2278-067X, p-ISSN: 2278-800X, www.ijerd.com Volume 3, Issue 3 (August 2012), PP. 17-21 Simulation of Fuzzy Based Power System Stabilizer Mr. Parveen Kumar1, Mr. Pawan Kumar Pandey2, Mr. Rajeev Chugh 1, 2 BRCMCET, Bahal, Bhiwani, Haryana, India-127078 Abstract––In recent years, voltage instability has been responsible for many major network collapses throughout the world; hence the growing interest of power engineers and researchers to address this problem. This thesis provides an introduction to the concepts and definitions related to voltage stability problems in power systems. It also gives a concise description of the stability problems of the distribution system. Observations made from extensive simulations using the software Fuzzy toolbox have been included to give a better understanding about the dynamic behavior of this system under various operating conditions and contingencies. Keywords––Compensation, System Stability, Reactive Power, Active Power, Voltage Regulation I. DEFINING THE STRUCTURE In FIS editor first of all the structure of the system is defined. Here in the structure shown below there are 2 inputs and one output. The 2 inputs are: 1. Load in KW 2. Compensator The one and only output is  Change in KW The middle block contains the rules which are formed using different combinations of the inputs used. One in all it can be said that the the FIS editor displays the information about the fuzzy inference system. Fig.1 Structure building using FIS editor II. DEFINING THE MEMBERSHIP FUNCTION AND MEMBERSHIP DEGREE FOR ALL THE INPUT OUTPUT VARIABLES After defining the structure in FIS editor the GUI tool that come into play is membership editor. As discussed in previous chapter we can choose any type of membership function among the various types like trapMF, triMF, GuassMF etc. For the first input variable i.e ‘Load’ in this project the type of membership function used is trapMF. Also we can use any number of membership degrees for the membership function of a variable. There are 8 membership degrees have been used for the first input variable. They are: VLL (VERY LIGHT LOADED) 17
  • 2. Simulation of Fuzzy Based Power System Stabilizer LL (LIGHT LOADED) ML (MEDIUM LOADED) PL (POSITIVE LOADED) SOL (SMALL OVER LOADED) MOL (MEDIUM OVER LOADED) OL (OVER LOADED) HOL (HIGLY OVER LOADED) The range of the membership degree can be varied according to the requirements. Fig. 2 Membership editing for first input variable For the second input variable i.e ‘Compensator’ in this project the type of membership function used is trapMF. There are 5 membership degrees have been used for the second input variable. They are: Very negative Negative Zero Positive Very positive Similarly here also the range of the membership degree can be varied according to the requirement. Fig. 3 Membership editing for second input variable 18
  • 3. Simulation of Fuzzy Based Power System Stabilizer The ouput variable is ‘Change in KW’ .There are 8 membership degrees have been used for the output variable. They are: NS S MS SS PA MA LA VLA Similarly the range of the membership degree can be varied according to the requirements. Fig 4 Membership editing for output variable III. CONSTRUCTION THE RULES When the membership editing comes to an end the next work starts is defining the rules by taking various combinations of the input variables. This is done using another GUI tool i.e.’ Rule editor’. Here we can form as many as rules can be formed by using different combinations of input variable. Here for simplicity only 9 rules have been used. The structure of rules is in ‘if-then’ form as discussed earlier in the previous chapters. Fig 5 Constructing the rules 19
  • 4. Simulation of Fuzzy Based Power System Stabilizer IV. PERFORMANCE ANALYSES After editing the rules in the next GUI tool called ‘Rule viewer’ rules on a graph can be analysed. Here the output graphical presentation is also present on the same wizard. We can change the values of the inputs in this wizard by simply typing the character values and the graphical representations of the inputs and output change accordingly. As it can be seen all the inputs with their corresponding values and the output with the response value are shown on the same wizard. Fig.6 Graphical representation analyses  Graphical view of performance ‘Surface viewer’ is another GUI tool in which the 3D response of the overall functioning of the system can be displayed. The overall response of our project has been displayed below using 3D surface viewer. Fig. 7Surface view analyses REFERENCES [1]. Fuzzy Logic based Robust Power System Stabilizer for Multi-Machine Power System. This paper appears in: Industrial Technology, 2006. ICIT 2006. IEEE International Conference on Date of Conference: 15-17 Dec. 2006 Author(s): Gupta, R. Eng. Coll., Kota Sambariya, D.K. ; Gunjan, R. Page(s): 1037 – 1042. [2]. Design of Genetic Algorithm Based Fuzzy Logic Power System Stabilizers in Multimachine Power System. This paper appears in: Power System Technology and IEEE Power India Conference, 2008. POWERCON 2008. Joint International Conference onDate of Conference: 12-15 Oct. 2008Author(s): Dubey, M. Dept. of Electr. Eng., Maulana Azad Nat. Inst. of Technol., Bhopal Page(s): 1 - 6 [3]. A simple fuzzy excitation control system for synchronous generator .This paper appears in: Emerging Trends in Electrical and Computer Technology (ICETECT), 2011 International Conference on Date of Conference: 23-24 20
  • 5. Simulation of Fuzzy Based Power System Stabilizer March 2011Author(s): Ramya, R. Dept. of EEE, Thiagarajar Coll. of Eng., Madurai, India Selvi, K. Page(s): 35 – 39 [4]. Performance of A Fuzzy Power System Stabilizer With Tie Line Active Power Deviation Feedback. This paper appears in: Power Systems Conference and Exposition, 2006. PSCE '06. 2006 IEEE PES Date of Conference: Oct. 29 2006-Nov. 1 2006 Author(s): Mitra, P. Dept. of Electr. Eng., Jadavpur Univ., Calcutta Chowdhury, S. ; Chowdhury, S.P. ; Pal, S.K. ; Lahiri, R.N. ; Song, Y.H. Page(s): 884 - 889 [5]. Velocity relaxed swarm intelligent tuning of fuzzy based power system stabilizer. This paper appears in: Power India Conference, 2006 IEEE Date of Conference: 0-0 0 Author(s): Mukherjee, V. Dept. of Electr. Eng., Asansol Eng. Coll. Ghoshal, S.P. [6]. Comparison of Robust Fuzzy Logic and Fast output sampling feedback based Power System Stabilizer for SMIB This paper appears in: Industrial Technology, 2006. ICIT 2006. IEEE International Conference on Date of Conference: 15-17 Dec. 2006 Author(s): Gupta, R. Eng. Coll., Kota Bhatia, D. Page(s): 1031 - 1036 [7]. MATLAB simulink model of fuzzy logic controller with PSS and its performance analysis. This paper appears in: Advances in Engineering, Science and Management (ICAESM), 2012 International Conference on Date of Conference: 30-31 March 2012 Author(s): Gowrishankar, K. Department of ECE, Dr. Paul's Engineering College, Anna University, INDIA Masud Khan, M.D. Page(s): 541 - 550 [8]. Design of differential evolution algorithm-based robust fuzzy logic power system stabilizer using minimum rule base, This paper appears in:Generation, Transmission & Distribution, IETDate of Publication: February 2012Author(s): Vakula, V.S. Dept. of EEE, JNT Univ., Kakinada, India Sudha, K.R. Volume: 6 , Issue: 2 Page(s): 121 - 132 [9]. Synthetic Application of FPSS and TCSC for Improvement Of Voltage and Current Profiles in Electrical Power Systems. This paper appears in: Industrial Electronics and Applications, 2006 1ST IEEE Conference on Date of Conference: 24-26 May 2006 Author(s): Kazemi, A. Dept. of Electr. Eng., Iran Univ. of Sci. & Technol., Tehran Mousavi, S.M.G. ; Kalantar, M. Page(s): 1 - 6 [10]. Neurofuzzy Power System Stabilizer. This paper appears in: Energy Conversion, IEEE Transactions on Date of Publication: Sept. 2008 Author(s): Chaturvedi, D.K. Fac. Of Eng., Dept. of Electr. Eng., Dayalbagh Educ. Inst., Agra Malik, O.P. Volume: 23 , Issue: 3 Page(s): 887 - 894 21