IEEE Transactions on Power Systems · 2002 · 658 citations · 33 references
EngineeringComputational EngineeringElectrical EngineeringDesign OptimizationOptimizationPower ElectronicsCombinatorial OptimizationEvolutionary ComputationEvolutionary OptimizationGenetic AlgorithmsPower OptimizationPower System DesignConstraintsDiscrete ControlEvolutionary AlgorithmsFunctional ConstraintsGenetic Algorithm OptimizationPower Flow AnalysisPower Flow ControlPower System Optimization
The study proposes an enhanced genetic algorithm to solve optimal power flow problems involving both continuous and discrete control variables. The algorithm models active power outputs, voltage magnitudes, transformer taps, and shunt devices, incorporates operational constraints as penalties in the fitness function, and employs advanced, problem‑specific operators to improve efficiency and accuracy. Numerical experiments on two test systems show that the enhanced genetic algorithm performs favorably compared with other methods.
This paper presents an enhanced genetic algorithm (EGA) for the solution of the optimal power flow (OPF) with both continuous and discrete control variables. The continuous control variables modeled are unit active power outputs and generator-bus voltage magnitudes, while the discrete ones are transformer-tap settings and switchable shunt devices. A number of functional operating constraints, such as branch flow limits, load bus voltage magnitude limits, and generator reactive capabilities, are included as penalties in the GA fitness function (FF). Advanced and problem-specific operators are introduced in order to enhance the algorithm's efficiency and accuracy. Numerical results on two test systems are presented and compared with results of other approaches.
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