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Reactive MPC for Autonomous MAV Navigation in Indoor Cluttered Environments: Flight Experiments

机译:适用于室内杂物环境中自主MAV导航的反应式MPC:飞行实验

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This demonstrator paper describes a flight-tested, fully integrated perception-control loop for trajectory tracking with obstacle avoidance by micro-air vehicles (MAV) in indoor cluttered environments. For this purpose, a stereo-vision system is combined with an inertial measurement unit to estimate the vehicle localization and build a 3D model of the environment on-board. Emphasis is placed on a model predictive control (MPC) algorithm for safe guidance in unknown areas using the perception information. It combines an analytical linear quadratic solution for trajectory tracking and an efficient discretization strategy for collision avoidance. Experimental results in a flying arena and at an industrial site provide an overview of the demonstrator capabilities.
机译:该演示文件描述了一种经过飞行测试的,完全集成的感知控制环,用于在室内杂乱环境中通过微型航空器(MAV)避开障碍物进行轨迹跟踪。为此,将立体视觉系统与惯性测量单元组合在一起以估计车辆的位置并建立车载环境的3D模型。重点放在模型预测控制(MPC)算法上,以使用感知信息在未知区域进行安全指导。它结合了用于轨迹跟踪的解析线性二次解和用于避免碰撞的有效离散化策略。在飞行场所和工业现场的实验结果提供了演示器功能的概述。

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