Journal of Computer Science · 2008 · 241 citations · 11 references
ComputingComputer ScienceRobotics EngineeringMobile RoboticsPath PlanningRoboticsEvolutionary ComputationEvolutionary OptimizationEvolutionary RoboticsGenetic AlgorithmsHeuristic SearchMobile Robot ControlPath OptimizationRobot Path PlanningRobot Trajectory GenerationRobotic Path PlanningTrajectory Planning
In this study we present our initial idea for using genetic algorithms to help a controllable mobile robot to find an optimal path between a starting and ending point in a grid environment. The mobile robot has to find the optimal path which reduces the number of steps to be taken between the starting point and the target ending point. GAs can overcome many problems encountered by traditional search techniques such as the gradient based methods. The proposed controlling algorithm allows four-neighbor movements, so that path-planning can adapt with complicated search spaces with low complexities. The results are promising.
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Genetic algorithms in search, optimization, and machine learning
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