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GridTiles: A method for modelling a spatial unconstrained environment

机译:GridTiles:一种建模空间不受限制的环境的方法

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The objective of this paper is the modelling of an unbounded environment of a human-driven car that may contain multilevel structures such as bridges or parking decks. Such a model might be used by a driver assistant system (DAS) where one drives through an urban environment, requests for an assistance and the DAS should immediatly be able to give the user the required support. E.g. it can guide through a narrow passage or a turn. For such an assistance an environment model is needed that runs in real-time. But to keep the system at low cost the required memory should be as small as possible. Hence the algorithm should be optimized with respect to computational power and memory consumption. A new approach is proposed that models the environment by incrementally adding small tiles at places where obstacles created measurements. Each tile contains an occupancy grid and some neighbourhood relations. By modelling the world this way, a compact representation of the environment is created that is aligned at the user-given trajectory and the allocation of obstacles. By using a grid based algorithm efficient and hence fast techniques can be used to work on the world representation. Also an extension is introduced to restrict the required memory to a given limit and concurrently map the local obstacles but avoids any transformation of historic data. A comparision with state of the art algorithms was made and the capability of the proposed algorithm is demonstrated with some experimental results.
机译:本文的目的是对可能包含多层结构(例如桥梁或停车甲板)的无人驾驶汽车的环境进行建模。驾驶员辅助系统(DAS)可以使用这种模型,其中一个驾驶员要在城市环境中行驶,需要帮助,并且DAS应该立即能够为用户提供所需的支持。例如。它可以引导通过狭窄的通道或转弯。为了获得这种帮助,需要实时运行的环境模型。但是为了使系统保持低成本,所需的内存应尽可能小。因此,应该在计算能力和内存消耗方面优化算法。提出了一种新方法,该方法通过在障碍物产生测量值的位置逐渐增加小瓷砖来对环境建模。每个图块都包含一个占用网格和一些邻域关系。通过以这种方式对世界建模,可以创建环境的紧凑表示形式,使其与用户给定的轨迹和障碍物的分配对齐。通过使用基于网格的算法,可以使用有效且快速的技术来处理世界表示。还引入了扩展,以将所需的内存限制为给定的限制,并同时映射局部障碍,但避免了历史数据的任何转换。进行了与现有算法的比较,并通过一些实验结果证明了该算法的功能。

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