Particle swarm optimization algorithm for capacitor allocation problem in distribution systems with wind turbine generators

This paper aims at adopting the Particle Swarm Optimization (PSO) technique to find the near-optimal solutions for the capacitor allocation problem in distribution systems for the modified IEEE 16-bus distribution system connected to wind energy generation based on a cost function. The proper allocation and the optimized number of capacitors have led to adequate power losses reduction and voltage profile enhancement. Because of the wind power generation variations due to the nature of wind speed intermittency and the lack of reactive power compensation, the problem under study have been presented involving a nonlinear fitness function. In order to solve it, the corresponding mathematical tools have to be used. The formulated fitness cost function has consisted of four terms: cost of real power loss, capacitor installation cost, voltage constraint penalty, and capacitor constraint penalty. PSO technique has been used to obtain the near-optimum solution to the proposed problem. Simulation results demonstrate the efficiency of the proposed fitness cost function when applied to the system under study. Furthermore, the application of PSO to the modified IEEE 16-bus system has shown better results in terms of power losses cost and voltage profile enhancement compared to Genetic Algorithm (GA). In order to verify the successful adaptation of PSO toward attaining adequate near-optimal capacitor allocations in distribution systems, this metaheuristic technique has been employed to the large-scale IEEE 30-bus system. The proposed PSO technique has provided adequate results while modifying the objective function and constraints to include the power factor and transmission line capacities for normal and contingency (N-1) operating conditions.

[1]  Carlos A. Castro,et al.  Distribution systems operation optimisation through reconfiguration and capacitor allocation by a dedicated genetic algorithm , 2010 .

[2]  M. Kaplan Optimization of Number, Location, Size, Control Type, and Control Setting of Shunt Capacitors on Radial Distribution Feeders , 1984, IEEE Transactions on Power Apparatus and Systems.

[3]  Mohammad Hassan Moradi,et al.  A Combination of Genetic Algorithm and Particle Swarm Optimization for Optimal Distributed Generation Location and Sizing in Distribution Systems with Fuzzy Optimal Theory , 2012 .

[4]  Whei-Min Lin,et al.  A new approach for distribution feeder reconfiguration for loss reduction and service restoration , 1998 .

[5]  F. Rivas-Davalos,et al.  The Edge-set Encoding in Evolutionary Algorithms for Power Distribution Network Planning Problem Part I: Single-objective Optimization Planning , 2006, Electronics, Robotics and Automotive Mechanics Conference (CERMA'06).

[6]  Seyed Abbas Taher,et al.  A new method for optimal location and sizing of capacitors in distorted distribution networks using PSO algorithm , 2011, Simul. Model. Pract. Theory.

[7]  Yuhui Shi,et al.  Particle swarm optimization: developments, applications and resources , 2001, Proceedings of the 2001 Congress on Evolutionary Computation (IEEE Cat. No.01TH8546).

[8]  Anthony S. Deese Comparative study of accuracy and computation time for optimal network reconfiguration techniques via simulation , 2014 .

[9]  Kazem Zare,et al.  Optimal allocation of capacitors in radial/mesh distribution systems using mixed integer nonlinear programming approach , 2014 .

[10]  J.R. Abbad,et al.  Assessment of energy distribution losses for increasing penetration of distributed generation , 2006, IEEE Transactions on Power Systems.

[11]  Thelma S. P. Fernandes,et al.  Simultaneous allocation of capacitors and voltage regulators at distribution networks using Genetic Algorithms and Optimal Power Flow , 2012 .

[12]  Bhimrao S. Umre,et al.  Reactive power control using dynamic Particle Swarm Optimization for real power loss minimization , 2012 .

[13]  S. Kansal,et al.  Composite active and reactive power compensation of distribution networks , 2012, 2012 IEEE 7th International Conference on Industrial and Information Systems (ICIIS).

[14]  E. Muthukumaran,et al.  Analysis of capacitor allocation in radial distribution feeder using PSO with voltage constraint , 2011, 2011 1st International Conference on Electrical Energy Systems.

[15]  Guido Carpinelli,et al.  Optimal allocation of capacitors in unbalanced multi-converter distribution systems: A comparison of some fast techniques based on genetic algorithms , 2010 .

[16]  A. Y. Chikhani,et al.  Classification of capacitor allocation techniques , 2000 .

[17]  Mirko Todorovski,et al.  Optimal capacitor placement in radial distribution systems using clustering based optimization , 2014 .

[18]  M. Sydulu,et al.  Particle Swarm Optimization Based Capacitor Placement on Radial Distribution Systems , 2007, 2007 IEEE Power Engineering Society General Meeting.

[19]  M. Ponnavsikko,et al.  Optimal Choice of Fixed and Switched Shunt Capacitors on Radial Distributors by the Method of Local Variations , 1983, IEEE Transactions on Power Apparatus and Systems.

[20]  Mun-Kyeom Kim,et al.  Implementation of Reliability-Centered Maintenance for transmission components using Particle Swarm Optimization , 2014 .

[21]  M. A. Ebrahim,et al.  Optimization of Proportional-Integral-Differential Controller for Wind Power Plant Using Particle Swarm Optimization Technique , 2012 .

[22]  Mahdi Sedghi,et al.  Distribution Network Expansion Using Hybrid SA/TS Algorithm , 2009 .

[23]  Satish Kumar Injeti,et al.  Optimal allocation of capacitor banks in radial distribution systems for minimization of real power loss and maximization of network savings using bio-inspired optimization algorithms , 2015 .

[24]  Yury Kochetov,et al.  Heuristic and Exact Methods for the Discrete (r |p)-Centroid Problem , 2010, EvoCOP.

[25]  Brian Birge,et al.  PSOt - a particle swarm optimization toolbox for use with Matlab , 2003, Proceedings of the 2003 IEEE Swarm Intelligence Symposium. SIS'03 (Cat. No.03EX706).

[26]  E. J. Oliveira,et al.  Optimal reconfiguration and capacitor allocation in radial distribution systems for energy losses minimization , 2010 .

[27]  Arindam Ghosh,et al.  Optimal allocation and sizing of capacitors to minimize the transmission line loss and to improve the voltage profile , 2009, Comput. Math. Appl..

[28]  Suneet Singh,et al.  Optimal allocation of capacitors in distribution systems using particle swarm optimization , 2012 .

[29]  Abdelsalam A Eajal,et al.  Optimal Capacitor Placement and Sizing in Unbalanced Distribution Systems With Harmonics Consideration Using Particle Swarm Optimization , 2010, IEEE Transactions on Power Delivery.

[30]  S. Goswami,et al.  Solving capacitor placement problem considering uncertainty in load variation , 2014 .

[31]  Gevork B. Gharehpetian,et al.  Long term scheduling for optimal allocation and sizing of DG unit considering load variations and DG type , 2014 .

[32]  Zhang Jianhua,et al.  Optimal Planning of Substation of Locating and Sizing Based on GIS and Adaptive Mutation PSO Algorithm , 2006, 2006 International Conference on Power System Technology.

[33]  Vishal Kumar,et al.  Optimal placement of different type of DG sources in distribution networks , 2013 .

[34]  M. R. Haghifam,et al.  An efficient optimal capacitor allocation in DG embedded distribution networks with islanding operation capability of micro-grid using a new genetic based algorithm , 2015 .

[35]  K. Ravindra,et al.  Power Loss Minimization in Distribution System Using Network Reconfiguration in the Presence of Distributed Generation , 2013, IEEE Transactions on Power Systems.

[36]  Behrooz Vahidi,et al.  Bacterial foraging solution based fuzzy logic decision for optimal capacitor allocation in radial di , 2011 .

[37]  Mohamed A. A. Wahab,et al.  A fuzzy-based approach for optimal allocation and sizing of capacitor banks , 2014 .

[38]  M. J. Rider,et al.  Efficient heuristic algorithm used for optimal capacitor placement in distribution systems , 2010 .

[39]  Mohammad Hadi Afshar,et al.  Extension of the constrained particle swarm optimization algorithm to optimal operation of multi-reservoirs system , 2013 .

[40]  Leonardo W. de Oliveira,et al.  Allocation of capacitor banks in distribution systems through a modified monkey search optimization technique , 2015 .

[41]  E. Sanseverino,et al.  A Modified Genetic Algorithm for Optimal Allocation of Capacitor Banks in MV Distribution Networks , 2015 .

[42]  Mohammad Shahidehpour,et al.  Communication and Control in Electric Power Systems: Applications of Parallel and Distributed Processing , 2003 .

[43]  S. Jayalalitha,et al.  Optimal placement and sizing of distributed generators and shunt capacitors for power loss minimization in radial distribution networks using hybrid heuristic search optimization technique , 2016 .

[44]  Mohammad Hassan Moradi,et al.  An efficient hybrid method for solving the optimal sitting and sizing problem of DG and shunt capacitor banks simultaneously based on imperialist competitive algorithm and genetic algorithm , 2014 .

[45]  Mohammad Shahidehpour,et al.  Appendix C: IEEE30 Bus System Data , 2003 .

[46]  El-Ghazali Talbi,et al.  Metaheuristics - From Design to Implementation , 2009 .

[47]  Mahmoud-Reza Haghifam,et al.  Distribution network expansion considering distributed generation and storage units using modified PSO algorithm , 2013 .

[48]  C. Su,et al.  Modified differential evolution method for capacitor placement of distribution systems , 2002, IEEE/PES Transmission and Distribution Conference and Exhibition.

[49]  M. Mohandes Modeling global solar radiation using Particle Swarm Optimization (PSO) , 2012 .

[50]  Amin Safari,et al.  A robust PSSs design using PSO in a multi-machine environment , 2010 .

[51]  D. P. Kothari,et al.  Optimal location and sizing of capacitor placement in radial distribution system using Bacterial Foraging Optimization Algorithm , 2015 .

[52]  K. P. Vijayakumar,et al.  Optimal placement of capacitor in radial distribution system using PSO , 2011 .

[53]  Chengshan Wang,et al.  The automatic routing system of urban mid-voltage distribution network based on spatial GIS , 2004, 2004 International Conference on Power System Technology, 2004. PowerCon 2004..

[54]  M. Sydulu,et al.  2Index and GA based Optimal Location and Sizing of Distribution System Capacitors , 2007, 2007 IEEE Power Engineering Society General Meeting.

[55]  Wadaed Uturbey,et al.  Performance assessment of PSO, DE and hybrid PSO–DE algorithms when applied to the dispatch of generation and demand , 2013 .

[56]  Hiroki Mori,et al.  Two-layered neighborhood tabu search for multi-objective distribution network expansion planning , 2006, 2006 IEEE International Symposium on Circuits and Systems.

[57]  M. Kowsalya,et al.  A novel integration technique for optimal network reconfiguration and distributed generation placement in power distribution networks , 2014 .

[58]  D. Karlsson,et al.  Voltage and Reactive Power Control in Systems With Synchronous Machine-Based Distributed Generation , 2008, IEEE Transactions on Power Delivery.