2009 · 34 citations · 13 references
ArchitectureElectrical EngineeringAnalog ElectronicsDesign OptimizationOptimizationAnalog DesignCmos Circuit DesignEvolutionary ComputationEvolutionary OptimizationGenetic AlgorithmsOptimization-based DesignAnalog Circuit DesignArtificial Bee ColonyCircuit SynthesisCmos Analog Circuit DesignDifferential EvolutionEvolutionary AlgorithmsOperational Transconductance Amplifier DesignParticle Swarm Optimization
This paper presents an application of different variants of Differential Evolution (DE) and swarm intelligence techniques for analog circuit synthesis. A CMOS Miller Operational Trans-conductance Amplifier (OTA) that satisfies certain design specifications is designed as a case study. Two important swarm intelligence techniques namely Artificial Bee Colony (ABC) and Particle Swarm Optimization (PSO) are used for this problem. The optimization of CMOS parameters are carried out using evolutionary algorithms in MATLAB interfaced with WINSPICE circuit simulator. Chaotic DE algorithms are used for performance comparison along with ABC and PSO. The results show that all three evolutionary techniques are capable of designing the Miller OTA satisfying most of the design specifications. However Chaotic DE algorithm performs better in terms of quality of solution, robustness and computational time as compared to standard DE, PSO and ABC algorithms.
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James Kennedy, R.C. Eberhart · 2002 · 47.5K citations
On the performance of artificial bee colony (ABC) algorithm
Derviş Karaboğa · Applied Soft Computing · 2007 · 3.7K citations