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Optimal Trajectory Planning with Dynamic Obstacles Avoidance for Mobile Robots Navigation

机译:避免动态障碍物的移动机器人导航最优轨迹规划

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This paper develops an optimal trajectory planning strategy for an omnidirectional mobile robot with dynamic obstacles avoidance. The proposed method uses the information of the obstacle's movement to design a collision-free trajectory. This collision-free trajectory generation approach uses an optimal path planning that minimizes the energy cost needed to move the robot from an initial point to a final position. The optimal trajectory planning considers the robot's model as a dynamic constraints in the optimization problem. Beyond it, constraints such as the physical saturation on torque and speed of the actuators are included as inequality constraints. The obstacles avoidance are included into the optimization problem to restrict the feasible path that the robot can take to achieve the target position. Additionally, a nonlinear feedback control strategy is used to guarantee the tracking trajectory. The trajectory generation technique and the control system are evaluated in a numerical simulation in a model of a Festo Robotino® platform. The numerical evaluation shown an effective trajectory planning with results into the feasible solutions.
机译:本文提出了一种具有动态避障功能的全向移动机器人的最优轨迹规划策略。所提出的方法利用障碍物的运动信息来设计无碰撞的轨迹。这种无碰撞的轨迹生成方法使用最佳路径规划,该路径规划使将机器人从初始点移动到最终位置所需的能量成本降至最低。最佳轨迹规划将机器人模型视为优化问题中的动态约束。除此以外,还包括诸如执行器的扭矩和速度上的物理饱和度之类的约束条件,作为不等式约束条件。避免障碍物被包括在优化问题中,以限制机器人可以采取的实现目标位置的可行路径。另外,非线性反馈控制策略用于保证跟踪轨迹。在FestoRobotino®平台的模型中,通过数值模拟对轨迹生成技术和控制系统进行了评估。数值评估显示了有效的轨迹规划,并将结果纳入了可行的解决方案中。

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