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Three-dimensional laser radar simulation for autonomous spacecraft landing

机译:自主航天器着陆的三维激光雷达仿真

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Abstract: NASA is interested in the ability of an autonomous spacecraft lander to safely touch down on a Martian surface. This is a non-trivial task in that there is evidence from Viking II data that the Martian terrain contains areas that are hazardous for landing. Satellite image data acquired prior to deorbit does not provide sufficient resolution to reliably determine safe landing areas. Therefore the task of hazard detection and avoidance must be performed autonomously and in real time on board a spacecraft lander. A trade study has been performed by ERIM in which several sensor concepts were considered for the autonomous hazard detection and avoidance scenario. The sensor types investigated were laser radar, passive/laser combination, passive hybrid interferometric imager, and synthetic aperture radar (SAR). Of these sensor types, laser radar was selected as the most technically feasible. A sophisticated 3-D laser radar simulation has been developed and has been used to model active sensor measurements from a spacecraft lander. The simulation requires as inputs a simulated Martian terrain elevation map and a spacecraft lander trajectory. Image processing algorithms have been implemented to generate hazard maps from simulated laser radar imagery. Probability of detection versus false alarm curves have been generated by comparing sensor hazard maps with ground truth. This paper describes in detail the sensor simulation, the image processing hazard detection algorithms, and a planned parametric study designed to estimate hazard detection performance of a 3-D laser radar as a function of the critical parameters that affect spatial resolution and signal-to-noise ratio (SNR).!
机译:摘要:NASA对自动飞船着陆器安全着陆火星表面的能力感兴趣。这是一项不平凡的任务,因为从《维京二号》的数据中有证据表明火星地形包含着陆危险区域。在脱轨之前获取的卫星图像数据不能提供足够的分辨率来可靠地确定安全着陆区域。因此,必须在航天器着陆器上自主且实时地执行危险检测和避免的任务。 ERIM进行了一项贸易研究,其中针对自主危险检测和避免场景考虑了多种传感器概念。研究的传感器类型为激光雷达,无源/激光组合,无源混合干涉成像仪和合成孔径雷达(SAR)。在这些传感器类型中,激光雷达被选为最技术可行的传感器。已经开发了复杂的3-D激光雷达仿真,并已用于对航天器着陆器的主动传感器测量进行建模。该模拟需要模拟的火星地形海拔图和航天器着陆器轨迹作为输入。已经实施了图像处理算法,以从模拟的激光雷达图像生成危害图。通过将传感器危险图与地面真实情况进行比较,可以得出检测曲线与错误警报曲线的可能性。本文详细介绍了传感器仿真,图像处理危害检测算法以及计划中的参数研究,旨在根据影响空间分辨率和信噪比的关键参数来估算3-D激光雷达的危害检测性能。噪声比(SNR)。

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