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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 03 | Mar-2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 2196
A Survey On Optimization Technique For Congestion Managenment In
Restrutured Power Market
Surbhi Mehta
1Lecturer, Electrical Power System Department, V.P.M’s Polytechnic, Thane, Maharashtra, India
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - Power system congestion has become one of the
most significant problems faced by system operators (SO)
around the globe after the restructuring of the electricity
industry. It creates hurdle in the smooth functioning of
deregulated electricity market and causes an increased cost
associated with it. So the investigation of congestion
management techniques is of vital interest. This project
presents a congestion management algorithm by optimally
rescheduling the generator active power outputs. But all the
generators in the system may not be taking part in the
rescheduling process. Participating generators are optimally
selected based on the generator sensitivities to power flow on
congested lines. The algorithm manages congestioneffectively
ensuring minimum rescheduling cost of participating
generators satisfying power balance, generator operating
limits and line flow constraints. Algorithm is based on Particle
Swarm Optimization (PSO) which minimizes the deviation
between the rescheduled and scheduled generator power
output levels.
Key Words: Particle swarm optimization, congestion,
generator rescheduling, System operator.
1. INTRODUCTION
Due to the restructuring of electricity industry there is a
wide change in planning, operation and management of
power system. Deregulation of electricity markets has a lot
of advantages; however it made the electricity industry to
face many unprecedented problems. Electricity market has
some major complexities like lack of major storage
capability, the just-in-time-manufacturing nature of
electricity and the central role played by the transmission
and distribution networks. The deregulated electricity
industry introduces increased number of market
participants, i.e. generation, transmission and distribution
companies and so the number of transactions in the system
will be more in number. A transaction means the energy
transfer between two points in the power system. All the
transactions depend on the transmission system as a means
of transportation. In the conventional electricity market the
utilities had control over the generation and transmission
facilities. The current transmission system was designed
long before and was not planned for the deregulation in the
market. This causes congestion in the transmission system.
The demand for electric power is increasing day by day and
the utilities are increasing the generation in order to meet
the demand. But the transmission lines have some limits in
terms of thermal stability and voltage limits. When such
limits are exceeded, the system is said to be congested and
the system operator has to ensure that these limits are not
exceeded. When there is congestion in the transmission
system, all the desired transactions may not be realized.
These unrealized transactions may cause additional costs in
the system. Energy may not be able to purchase from the
supplier who offers it at the lowest cost and the same
amount of power has to be purchased from a different
supplier at a higher cost. The situation is severe where the
demand is more, supply is less and to keep the balance
power hasto be imported from the neighbouringsystems.So
the transmission congestion occurs at the tie lines. After
some years of restructuring, operating rulesand procedures
are still constantly changing. The main effort lies in
providing an effective market design for the restructured
environment. One of the key requirements for the
implementation of competitive markets is an effective
management of congestion.
This paper mainly intended to present a technique for
reducing the number of participating generators in
rescheduling. It also optimally reschedules their real power
outputs while managing congestion at minimum
rescheduling cost. In a congested power system, the
incremental or detrimental change in power outputs of all
the generatorsmay not equally affect the power transmitted
on the congested line. So there is no need to reschedule the
outputs of generatorswhose generations are lesssignificant
to the congested line flow. The sensitivities of thegenerators
to the congested line are used to optimally select the
participating generators. The second major purpose of this
paper is to discuss the ability of particle swarm optimization
algorithm in solving the congestion management problem.
1.1 Need of Optimization
In the restructured power system, the transmission
stability limits violation results in the form of system
imbalance inthe systemoperation and controlling cost.Thus
for stable system operation the system operator(SO) should
manage the congestion in the transmission system. For
congestion management, rescheduling of the generation is
most efficient method. The generation rescheduling is done
by using Particle Swarm optimization Technique.
2. Particle Swarm Optimization
Particle swarm optimization (PSO) is a computational
method that optimizes a problem by iteratively trying to
improve a candidate solution withregardto a given measure
of quality. It solves a problem by having a population of
candidate solutions,here dubbedparticles,andmovingthese
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 03 | Mar-2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 2197
particles around in the search-space according to simple
mathematical formulae over the particle's position and
velocity. Each particle's movement is influenced by its local
best known position, but is also guided toward the best
known positions in the search-space, which are updated as
better positions are found byother particles. Thisisexpected
to move the swarm toward the best solutions. Algorithm for
particle swarm optimization is as follow.
Step 1) Initialize the particle
Step 2) Calculate Fitness value for each particle
Step 3) If current fitness value is better than pbest, then we
assign current fitness as new pbest and if current fitness
value is not better then we keep previous pbest.
Step 4) Assign best particle pbest value to gbest.
Step 5) Calculate velocity for each particle.
Step 6) Updating data value. If target is reached then the
algorithm stops, otherwise go to step 2.
The flow chart for the algorithm is given in fig.1
Fig -1:Flow Chart
3. Advantages of PSO
1) PSO is based onthe intelligence. It can be appliedintoboth
scientific research and engineering use
2) The calculation in PSO is very simple.
3) It does not require derivatives.
4) Very Efficient global search algorithm.
5) Simple Implementation.
4. Conclusion
The paper concentrates on presenting a technique for
optimum selection of generatorsforcongestionmanagement
based on their sensitivities to the active power flow of
thecongested.The optimization technique discussed in this
paper is particle swarm optimization.
REFERENCES:
[1] S. Dutta and S.P. Singh, “Optimal rescheduling of
generator for congestion management basedonparticle
swarm optimization,” IEEE Trans. Power Syst., vol. 23,
pp. 1560-1569, 2008.
[2] S. Balarama and N. Kamara, “Transmission congestion
management using particle swarm optimization,” J.
Electra. Syst., vol. 7, pp. 54-70, 2011.
[3] A. Kumar, S. C. Srivastava, and S. N. Singh,
“Congestionmanagement in competitive powermarket:
A bibliographicalsurvey,” Elect. Power Syst. Res.,vol.76,
pp. 153–164, 2005.
[4] A. J. Conejos, F. Milano, and R. G. Bertrand,
“Congestionmanagement ensuring voltage stability,”
IEEE Trans. Power Syst.,vol. 21, no. 1, pp. 357–364, Feb.
2006.
[5] Eberhard. T. & Kennedy. J. “A New Optimizer using
particle swarmtheory”. Proceedings of the sixth
international symposium onMicro Machine and Human
Science, pp 39-42, Japan,Nagova,1995
[6] Yehudi Shi & Russell C. Eberhard. “Empirical study of
particleswarm optimization”. Proceedings of the 1999
congress onevolutionary computation, pp. 1945-1950,
1999
[7] Alaric. M.F. & El-Harari M.E. “Pattern search
optimizationapplied to convex and non-convex
economic dispatch”, InProceedingsofIEEEInternational
Conference on System, Manand Cybernetics, ISIC, pp.
2674-2678, 2007.
[8] Chaturvedi. K.T, Pundit. M & Srivastava. L, “Self-
OrganizingHierarchical ParticleSwarmOptimizationfor
NonconvexEconomic Dispatch”. IEEE transactions on
Power system, pp.1079-1087, 2008.
[9] Y. H. Song and I.-F. Wang, “Operation of MarketOriented
PowerSystems”. New York: Springer, 2003, Ch. 6.
[10] N. Deneb and S. M. Shahidepour, Linear reactive power
optimization in a large power network using the
decomposition approach, IEEE Trans. Power Syst.,vol.5,
no.2, pp.428-435, 1990.

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IRJET- A Survey on Optimization Technique for Congestion Managenment in Restrutured Power Market

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 03 | Mar-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 2196 A Survey On Optimization Technique For Congestion Managenment In Restrutured Power Market Surbhi Mehta 1Lecturer, Electrical Power System Department, V.P.M’s Polytechnic, Thane, Maharashtra, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - Power system congestion has become one of the most significant problems faced by system operators (SO) around the globe after the restructuring of the electricity industry. It creates hurdle in the smooth functioning of deregulated electricity market and causes an increased cost associated with it. So the investigation of congestion management techniques is of vital interest. This project presents a congestion management algorithm by optimally rescheduling the generator active power outputs. But all the generators in the system may not be taking part in the rescheduling process. Participating generators are optimally selected based on the generator sensitivities to power flow on congested lines. The algorithm manages congestioneffectively ensuring minimum rescheduling cost of participating generators satisfying power balance, generator operating limits and line flow constraints. Algorithm is based on Particle Swarm Optimization (PSO) which minimizes the deviation between the rescheduled and scheduled generator power output levels. Key Words: Particle swarm optimization, congestion, generator rescheduling, System operator. 1. INTRODUCTION Due to the restructuring of electricity industry there is a wide change in planning, operation and management of power system. Deregulation of electricity markets has a lot of advantages; however it made the electricity industry to face many unprecedented problems. Electricity market has some major complexities like lack of major storage capability, the just-in-time-manufacturing nature of electricity and the central role played by the transmission and distribution networks. The deregulated electricity industry introduces increased number of market participants, i.e. generation, transmission and distribution companies and so the number of transactions in the system will be more in number. A transaction means the energy transfer between two points in the power system. All the transactions depend on the transmission system as a means of transportation. In the conventional electricity market the utilities had control over the generation and transmission facilities. The current transmission system was designed long before and was not planned for the deregulation in the market. This causes congestion in the transmission system. The demand for electric power is increasing day by day and the utilities are increasing the generation in order to meet the demand. But the transmission lines have some limits in terms of thermal stability and voltage limits. When such limits are exceeded, the system is said to be congested and the system operator has to ensure that these limits are not exceeded. When there is congestion in the transmission system, all the desired transactions may not be realized. These unrealized transactions may cause additional costs in the system. Energy may not be able to purchase from the supplier who offers it at the lowest cost and the same amount of power has to be purchased from a different supplier at a higher cost. The situation is severe where the demand is more, supply is less and to keep the balance power hasto be imported from the neighbouringsystems.So the transmission congestion occurs at the tie lines. After some years of restructuring, operating rulesand procedures are still constantly changing. The main effort lies in providing an effective market design for the restructured environment. One of the key requirements for the implementation of competitive markets is an effective management of congestion. This paper mainly intended to present a technique for reducing the number of participating generators in rescheduling. It also optimally reschedules their real power outputs while managing congestion at minimum rescheduling cost. In a congested power system, the incremental or detrimental change in power outputs of all the generatorsmay not equally affect the power transmitted on the congested line. So there is no need to reschedule the outputs of generatorswhose generations are lesssignificant to the congested line flow. The sensitivities of thegenerators to the congested line are used to optimally select the participating generators. The second major purpose of this paper is to discuss the ability of particle swarm optimization algorithm in solving the congestion management problem. 1.1 Need of Optimization In the restructured power system, the transmission stability limits violation results in the form of system imbalance inthe systemoperation and controlling cost.Thus for stable system operation the system operator(SO) should manage the congestion in the transmission system. For congestion management, rescheduling of the generation is most efficient method. The generation rescheduling is done by using Particle Swarm optimization Technique. 2. Particle Swarm Optimization Particle swarm optimization (PSO) is a computational method that optimizes a problem by iteratively trying to improve a candidate solution withregardto a given measure of quality. It solves a problem by having a population of candidate solutions,here dubbedparticles,andmovingthese
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 03 | Mar-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 2197 particles around in the search-space according to simple mathematical formulae over the particle's position and velocity. Each particle's movement is influenced by its local best known position, but is also guided toward the best known positions in the search-space, which are updated as better positions are found byother particles. Thisisexpected to move the swarm toward the best solutions. Algorithm for particle swarm optimization is as follow. Step 1) Initialize the particle Step 2) Calculate Fitness value for each particle Step 3) If current fitness value is better than pbest, then we assign current fitness as new pbest and if current fitness value is not better then we keep previous pbest. Step 4) Assign best particle pbest value to gbest. Step 5) Calculate velocity for each particle. Step 6) Updating data value. If target is reached then the algorithm stops, otherwise go to step 2. The flow chart for the algorithm is given in fig.1 Fig -1:Flow Chart 3. Advantages of PSO 1) PSO is based onthe intelligence. It can be appliedintoboth scientific research and engineering use 2) The calculation in PSO is very simple. 3) It does not require derivatives. 4) Very Efficient global search algorithm. 5) Simple Implementation. 4. Conclusion The paper concentrates on presenting a technique for optimum selection of generatorsforcongestionmanagement based on their sensitivities to the active power flow of thecongested.The optimization technique discussed in this paper is particle swarm optimization. REFERENCES: [1] S. Dutta and S.P. Singh, “Optimal rescheduling of generator for congestion management basedonparticle swarm optimization,” IEEE Trans. Power Syst., vol. 23, pp. 1560-1569, 2008. [2] S. Balarama and N. Kamara, “Transmission congestion management using particle swarm optimization,” J. Electra. Syst., vol. 7, pp. 54-70, 2011. [3] A. Kumar, S. C. Srivastava, and S. N. Singh, “Congestionmanagement in competitive powermarket: A bibliographicalsurvey,” Elect. Power Syst. Res.,vol.76, pp. 153–164, 2005. [4] A. J. Conejos, F. Milano, and R. G. Bertrand, “Congestionmanagement ensuring voltage stability,” IEEE Trans. Power Syst.,vol. 21, no. 1, pp. 357–364, Feb. 2006. [5] Eberhard. T. & Kennedy. J. “A New Optimizer using particle swarmtheory”. Proceedings of the sixth international symposium onMicro Machine and Human Science, pp 39-42, Japan,Nagova,1995 [6] Yehudi Shi & Russell C. Eberhard. “Empirical study of particleswarm optimization”. Proceedings of the 1999 congress onevolutionary computation, pp. 1945-1950, 1999 [7] Alaric. M.F. & El-Harari M.E. “Pattern search optimizationapplied to convex and non-convex economic dispatch”, InProceedingsofIEEEInternational Conference on System, Manand Cybernetics, ISIC, pp. 2674-2678, 2007. [8] Chaturvedi. K.T, Pundit. M & Srivastava. L, “Self- OrganizingHierarchical ParticleSwarmOptimizationfor NonconvexEconomic Dispatch”. IEEE transactions on Power system, pp.1079-1087, 2008. [9] Y. H. Song and I.-F. Wang, “Operation of MarketOriented PowerSystems”. New York: Springer, 2003, Ch. 6. [10] N. Deneb and S. M. Shahidepour, Linear reactive power optimization in a large power network using the decomposition approach, IEEE Trans. Power Syst.,vol.5, no.2, pp.428-435, 1990.