Model Predictive Approach for Short-Term Collision Avoidance

Alexej Dikarew
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引用次数: 1

Abstract

Automatic helicopter flight in uncertain surroundings remains a challenging task due to sudden changes in environment, requiring fast response to guarantee safe and collision-free guidance. Increasing numbers of small unmanned aerial vehicles, which are not covered by air traffic control, pose a potential threat to rotorcraft operating in lower airspace. In order to provide collision avoidance in this scenario, the capability of reacting immediately to appearing obstacles and guiding the rotorcraft along feasible evasive trajectories is required. This paper presents an approach to short-term collision avoidance based on model predictive techniques. The proposed method, originally developed for automotive applications, finds optimal control inputs by predicting a set of trajectories utilizing a model resembling the helicopter dynamics. Compared to model predictive control no iterative optimization is adopted, resulting in deterministic execution time. The proposed method is evaluated by closed-loop simulations with a non-linear helicopter model. Additional hardware-in-the-loop simulations are conducted to examine the real-time capability of the approach.
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短期避碰的模型预测方法
由于环境的突然变化,直升机在不确定环境下的自动飞行仍然是一项具有挑战性的任务,需要快速响应以保证安全和无碰撞制导。越来越多的小型无人机不在空中交通管制范围内,对在较低空域运行的旋翼飞机构成潜在威胁。为了在这种情况下提供避碰,要求旋翼机能够立即对出现的障碍物做出反应,并引导旋翼机沿着可行的避碰轨迹飞行。提出了一种基于模型预测技术的短时避碰方法。该方法最初是为汽车应用开发的,通过利用类似直升机动力学的模型预测一组轨迹来找到最优控制输入。与模型预测控制相比,不采用迭代优化,执行时间具有确定性。通过非线性直升机模型的闭环仿真验证了该方法的有效性。另外还进行了硬件在环仿真,以检验该方法的实时性。
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