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Autonomous Navigation with Obstacle Avoidance for Unmanned Aircraft Systems using MILP

机译:使用MILP的无人飞机系统的避障自动导航

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摘要

Autonomous coordination among multiple aerial vehicles to ensure a collision free airspace is a critical aspect of today’s airspace. With the rise of Unmanned Aerial Vehicles (UAVs) in the military and commercial sectors, obstacle avoidance in a densely populated airspace is necessary. This thesis investigates finding optimal or near-optimal trajectories in real-time for aircraft in complex airspaces containing a large number of obstacles. The solution for the trajectories is described as a linear program subject to mixed integer constraints, known as a Mixed Integer Linear Program (MILP). The resulting MILP problem is solved in real time using a well-known, public domain MILP solver. In addition, an Exhaustive, Breadth-First Search algorithm was implemented and is used for comparison in terms of execution time and flight path optimality. The Exhaustive Search algorithm is comprised of a multi-branch tree structure that iterates through all possible flight paths from source to target. The MILP solution was implemented in both PC based and embedded system environments. The embedded system environment was implemented on an onboard processor to develop trajectories for each individual aircraft in real time.
机译:多个飞行器之间的自主协调以确保无碰撞空域是当今空域的关键方面。随着军事和商业领域中无人机的兴起,必须在人口稠密的空域避开障碍物。本文研究了在具有大量障碍物的复杂空域中实时寻找飞机的最佳或接近最佳轨迹的方法。轨迹的解描述为受混合整数约束的线性程序,称为混合整数线性程序(MILP)。由此产生的MILP问题使用著名的公共领域MILP求解器实时解决。此外,还实施了详尽的,广度优先的搜索算法,并将其用于比较执行时间和飞行路线的最优性。穷举搜索算法由多分支树结构组成,该树分支遍历从源到目标的所有可能的飞行路径。 MILP解决方案已在基于PC和嵌入式系统的环境中实现。嵌入式系统环境是在机载处理器上实现的,可以实时为每架飞机开发轨迹。

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    Devens James A;

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  • 年度 2016
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