Publication | Open Access
Positioning algorithm for AGV autonomous driving platform based on artificial neural networks
11
Citations
9
References
2021
Year
Artificial IntelligenceEngineeringNeural NetworkField RoboticsIntelligent SystemsSystems EngineeringArtificial Intelligence AlgorithmAutomated Guided VehicleRobot LearningAutomatic NavigationMachine VisionVision RoboticsVehicle LocalizationComputer ScienceAi InferenceAutonomous NavigationComputer VisionArtificial Neural NetworksAerospace EngineeringAutonomous Intelligent SystemSystem AutonomyRobotics
This paper presents an artificial intelligence algorithm responsible for the autonomy of a platform. The proposed algorithm allows the platform to move from an initial position to a set one without human intervention and with understanding and response to the dynamic environment. The implementation of such a task is possible by using a combination of a camera identifying the environment with a laser LIDAR sensor and a vision system. The signals from the sensors are analysed through convolutional neural networks. Based on AI inference, the platform makes decisions, including determining the optimal path for itself. A transfer learning method will be used to teach the neural network. This article presents the results of learning the applied neural algorithm.
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