Intelligent motion planning by genetic algorithm with fuzzy critic

作者: T. Shibata , T. Fukuda

DOI: 10.1109/ISIC.1993.397635

关键词: Fuzzy logicGenetic algorithmAdaptive neuro fuzzy inference systemMathematicsNeuro-fuzzyArtificial intelligenceMotion planningDefuzzificationFuzzy set operationsFitness function

摘要: A strategy for motion planning in robotics is proposed. The proposed applies a genetic algorithm (GA) to optimize the planning. To evaluate planned motion, also fuzzy logic fitness function. function referred as critic. critic evaluates plans populations GA with respect multiple factors. Depending on goals of tasks, human operators can easily determine inference rules because logic. determines path mobile robot which moves from starting point goal while avoiding obstacles work space and picking up loads way. Simulations illustrate effectiveness strategy. >

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