Publication | Closed Access
Hardware Implementation for a Genetic Algorithm
40
Citations
10
References
2008
Year
Memetic AlgorithmEngineeringGenetic AlgorithmsEvolvable HardwareHardware AlgorithmComputer EngineeringComputer ArchitectureGenetic EngineeringGenetic AlgorithmEvolution-based MethodGenetic VariationComputer ScienceModeling And Simulation83-Mhz Clock FrequencyParallel ComputingEvolutionary DesignReal-time RequirementsEvolutionary Programming
A genetic algorithm (GA) can find an optimal solution in many complex problems. GAs have been widely used in many applications. A flexible-very-large-scale integration intellectual property for the GA has been proposed in this paper. This algorithm can dynamically perform various population sizes, fitness lengths, individual lengths, fitness functions, crossover operations, and mutation-rate settings to meet the real-time requirements of various GA applications. It can be seen from the simulation results that our design works very well for the three examples running at an 83-MHz clock frequency.
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