Data Association based on Chaotic Optimization Adaptive Genetic Algorithm
Zhiyu Zhu, Bing Zhang
Abstract
Zhiyu Zhu, Bing Zhang
Abstract
Through estimating the optimal corresponding relationship between measurements and dynamic states of targets, data association can be depicted as a kind of constrained combination optimization problem. Chaotic optimization adaptive genetic algorithm is applied to solve data association, the simulation results indicate that it has high successful association ratio; Furthermore, adaptive genetic algorithm, chaotic optimization algorithm and chaotic optimization adaptive genetic algorithm are respectively adopted to solve data association, as a result chaotic optimization adaptive genetic algorithm has better association ability than the other two algorithms, besides faster convergence speed.
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Through estimating the optimal corresponding relationship between measurements and dynamic states of targets, data association can be depicted as a kind of constrained combination optimization problem. Chaotic optimization adaptive genetic algorithm is applied to solve data association, the simulation results indicate that it has high successful association ratio; Furthermore, adaptive genetic algorithm, chaotic optimization algorithm and chaotic optimization adaptive genetic algorithm are respectively adopted to solve data association, as a result chaotic optimization adaptive genetic algorithm has better association ability than the other two algorithms, besides faster convergence speed.
Key concepts: Chaotic, Convergence (economics), Meta-optimization, Genetic algorithm, Computer science, Algorithm, Association (psychology), Optimization problem