Research Article

A Heuristic Approach for Optimal Planning and Operation of Distribution Systems

Table 5

Best results values of IEEE 13-bus for 3 phases.

Results typeLoad profile conditionAlgorithmNo controlCase 1 valuesCase 2 valuesCase 3 values

Best fitness values; (1) for Case 1, (4) for Case 2, (6) for Case 3Simulation I (minimum load)No control0.105690.105690.105690.10569
ICA0.105690.0103630.0067640.0064852
PSO0.105690.0103630.00607840.0068729
MFO0.105690.0103630.00560670.0066113
Simulation II (maximum load)No control0.143160.143160.143160.14316
ICA0.143160.0136530.008330.012759
PSO0.143160.0136530.00865570.014014
MFO0.143160.0136530.00857490.012991

Mean voltage magnitudes for best fitness valuesSimulation I (minimum load)No control0.952840.952840.952840.95284
ICA0.952841.00731.01011.0065
PSO0.952841.00731.00631.0072
MFO0.952841.00731.00481.0046
Simulation II (maximum load)No control0.946050.946050.946050.94605
ICA0.946051.01021.00751.0067
PSO0.946051.01021.0061.0079
MFO0.946051.01021.00721.0058

Standard deviation voltage magnitudes for best fitness valuesSimulation I (minimum load)No control0.0286120.0286120.0286120.028612
ICA0.0286120.0157970.00969830.012119
PSO0.0286120.0157970.0117670.012222
MFO0.0286120.0157970.0118810.013154
Simulation II (maximum load)No control0.0348420.0348420.0348420.034842
ICA0.0348420.0171810.0136850.018152
PSO0.0348420.0171810.0147320.018642
MFO0.0348420.0171810.0140850.018644