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A Modified Dynamic Window Algorithm for Horizontal Collision Avoidance for AUVs

机译:一种改进的aUV水平避碰动态窗口算法

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摘要

Much research has been done on the subject of collision avoidance (COLAV). However, few results are presented that consider vehicles with second-order nonholonomic constraints, such as autonomous underwater vehicles (AUVs). This paper considers the dynamic window (DW) algorithm for reactive horizontal COLAV for AUVs, and uses the HUGIN 1000 AUV in a case study. The DW algorithm is originally developed for vehicles with first-order nonholonomic constraints and is hence not directly applicable for AUVs without resulting in degraded performance. This paper suggests further developments of the DW algorithm to make it better suited for use with AUVs. In particular, a new method for predicting AUV trajectories using a linear approximation which accounts for second-order nonholonomic constraints is developed. The new prediction method, together with a modified search space, reduces the mean square prediction error to about one percent of the original algorithm. The performance and robustness of the modified DW algorithm is evaluated through simulations using a nonlinear model of the HUGIN 1000 AUV.
机译:关于避免碰撞(COLAV)的研究已经很多。但是,很少有结果显示考虑具有二阶非完整约束的车辆,例如自动水下航行器(AUV)。本文考虑了用于AUV的反应式水平COLAV的动态窗口(DW)算法,并在案例研究中使用了HUGIN 1000 AUV。 DW算法最初是为具有一阶非完整约束的车辆开发的,因此不能直接应用于AUV,而不会导致性能下降。本文提出了DW算法的进一步发展,以使其更适合与AUV一起使用。特别是,开发了一种使用线性近似来预测AUV轨迹的新方法,该方法考虑了二阶非完整约束。新的预测方法与修改后的搜索空间一起,将均方预测误差降低到原始算法的大约百分之一。使用HUGIN 1000 AUV的非线性模型通过仿真评估了改进的DW算法的性能和鲁棒性。

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