论文标题

部分可观测时空混沌系统的无模型预测

NaRPA: Navigation and Rendering Pipeline for Astronautics

论文作者

Eapen, Roshan Thomas, Bhaskara, Ramchander Rao, Majji, Manoranjan

论文摘要

本文介绍了宇航学的导航和渲染管道(NARPA) - 一种基于射线追踪的新型计算机图形发动机,用于建模和模拟光传输的光传输成像。 Narpa将照明模型纳入了对大气和阴影效应的关注,以综合空间到空间的空间虚拟观测值。除了图像渲染外,发动机还具有点云,深度和轮廓图的生成功能,以模拟基于被动和主动视觉的传感器并促进视觉导航算法的设计,测试或验证。使用代表性的空间环境中的应用,证明了基于NARPA的物理渲染能力以及所提出的渲染算法的功效。一个关键演示包括NARPA作为使用三角剖分在3D坐标估计中生成立体图像和应用的工具。 NARPA的另一个突出应用包括针对基于图像的态度估计的一种新颖的可区分渲染方法,以突出NARPA引擎在模拟基于视觉的导航和指导操作方面的功效。

This paper presents Navigation and Rendering Pipeline for Astronautics (NaRPA) - a novel ray-tracing-based computer graphics engine to model and simulate light transport for space-borne imaging. NaRPA incorporates lighting models with attention to atmospheric and shading effects for the synthesis of space-to-space and ground-to-space virtual observations. In addition to image rendering, the engine also possesses point cloud, depth, and contour map generation capabilities to simulate passive and active vision-based sensors and to facilitate the designing, testing, or verification of visual navigation algorithms. Physically based rendering capabilities of NaRPA and the efficacy of the proposed rendering algorithm are demonstrated using applications in representative space-based environments. A key demonstration includes NaRPA as a tool for generating stereo imagery and application in 3D coordinate estimation using triangulation. Another prominent application of NaRPA includes a novel differentiable rendering approach for image-based attitude estimation is proposed to highlight the efficacy of the NaRPA engine for simulating vision-based navigation and guidance operations.

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