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This text on evolutionary computation presents an account of neural network and evolutionary programming applications as optimization techniques in electric power systems. It provides a treatment of evolutionary programming and neural network applications to power system optimization problems. The text includes the practical application of neural networks to harmonics evaluation and evolutionary programming to reactive power planning.