Robust searching hybrid differential evolution method for optimal reactive power planning in large-scale distribution systems

A robust searching hybrid differential evolution (RSHDE) method which can be used to solve the optimization problem of large-scale integer nonlinear systems is proposed. Two new schemes, the multi-direction search scheme and the search space reduction scheme, are embedded into the HDE. These two schemes are used to enhance the search ability before performing the initialization step of the solution process. Without these two schemes, the HDE is awkward in finding an efficient search direction in large-scale systems because of applying a random search method. In this study, the RSHDE is applied to solve the capacitor placement problem in distribution systems. Various-scales distribution systems are employed to demonstrate the application and verify the effectiveness of the proposed method. Moreover, the previous DE, HDE, simulated annealing (SA) and genetic algorithms (GA) methods are also applied to the same example systems for the purpose of comparison.

[1]  J. J. Grainger,et al.  Capacity Release by Shunt Capacitor Placement on Distribution Feeders: A New Voltage-Dependent Model , 1982, IEEE Power Engineering Review.

[2]  Zbigniew Michalewicz,et al.  Evolutionary algorithms for constrained engineering problems , 1996, Computers & Industrial Engineering.

[3]  Anil Pahwa,et al.  Optimal selection of capacitors for radial distribution systems using a genetic algorithm , 1994 .

[4]  Feng-Sheng Wang,et al.  Multiobjective parameter estimation problems of fermentation processes using a high ethanol tolerance yeast , 2000 .

[5]  Ji-Pyng Chiou,et al.  A hybrid method of differential evolution with application to optimal control problems of a bioprocess system , 1998, 1998 IEEE International Conference on Evolutionary Computation Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98TH8360).

[6]  Jin-Cheng Wang,et al.  Optimal capacitor placements in distribution systems. II. Solution algorithms and numerical results , 1990 .

[7]  M. E. Baran,et al.  Optimal capacitor placement on radial distribution systems , 1989 .

[8]  J. Grainger,et al.  Optimum Size and Location of Shunt Capacitors for Reduction of Losses on Distribution Feeders , 1981, IEEE Transactions on Power Apparatus and Systems.

[9]  Rainer Storn,et al.  Minimizing the real functions of the ICEC'96 contest by differential evolution , 1996, Proceedings of IEEE International Conference on Evolutionary Computation.

[10]  Ching-Tzong Su,et al.  Optimal selection of capacitors in distribution systems , 1999, PowerTech Budapest 99. Abstract Records. (Cat. No.99EX376).

[11]  A. Y. Chikhani,et al.  A simplified network approach to the VAr control problem for radial distribution systems , 1993 .

[12]  M. E. Baran,et al.  Optimal sizing of capacitors placed on a radial distribution system , 1989 .

[13]  G. T. Tsao,et al.  Fuzzy-Decision-Making Problems of Fuel Ethanol Production Using a Genetically Engineered Yeast , 1998 .

[14]  Jin-Cheng Wang,et al.  Optimal capacitor placements in distribution systems. I. A new formulation and the overall problem , 1990 .

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

[16]  Ching-Tzong Su,et al.  A new fuzzy-reasoning approach to optimum capacitor allocation for primary distribution systems , 1996, Proceedings of the IEEE International Conference on Industrial Technology (ICIT'96).

[17]  Rainer Storn,et al.  System design by constraint adaptation and differential evolution , 1999, IEEE Trans. Evol. Comput..

[18]  J. L. Bala,et al.  Sensivity-based optimal capacitor placement on a radial distribution feeder , 1995, IEEE Technical Applications Conference and Workshops. Northcon/95. Conference Record.

[19]  Yahia Baghzouz,et al.  Shunt capacitor sizing for radial distribution feeders with distorted substation voltages , 1990 .

[20]  J. Grainger,et al.  Optimum Placement of Fixed and Switched Capacitors on Primary Distribution Feeders , 1981, IEEE Transactions on Power Apparatus and Systems.