2010 · 24 citations · 4 references
ArchitectureMathematicsOptimizationProcess ControlProcess Systems EngineeringControl SystemsControl TheoryEvolutionary ComputationEvolutionary OptimizationGenetic AlgorithmsParameter OptimizationControl OptimizationControl System OptimizationGenetic Algorithm OptimizationMean Absolute ErrorObjective Function FormulationParameter ControlProcess Parameter OptimizationRise Time
A PID parameter optimization method based on genetic algorithm was presented in this paper. A performance index based on integral of absolute error, rise time, controller output and overshoot was given as an objective function of optimization, and genetic algorithm was applied to optimizing parameters of PID controllers. Simulation results indicate that genetic algorithm is a reasonable and effective method for parameter optimization of PID controllers.
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Karl Johan Åström, Tore Hägglund · Control Engineering Practice · 2001 · 1.4K citations
OPTIMIZATION OF DECENTRALIZED PI/PID CONTROLLERS BASED ON GENETIC ALGORITHM
Donghai Li, Furong Gao, Yali Xue et al. · Asian Journal of Control · 2007 · 51 citations
Tuning of the PID control gains by GA
Tomoyuki Ota, S. Ōmatu · 2002 · 28 citations
Simplex Method Based Optimal Design of PID Controller
Lei Zhang · 2004 · 12 citations