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A Multisensor Decision Fusion System for Terrain Safety Assessment

机译:用于地形安全评估的多传感器决策融合系统

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This paper describes an onboard automated hybrid reasoning system for terrain safety assessment using multiple heterogeneous sensors onboard a spacecraft. An innovative feature of this system is integration of multiple sensing modalities and different reasoning engines into a unified approach. Three different frameworks for representation of data uncertainty are considered: fuzzy set theory, Bayesian probability theory, and Dempster–Shafer belief theory. The hybrid reasoning system is composed of three subsystems, namely, multisensor fusion, multidecision fusion, and tier-based fusion selection, where each tier represents a range of spacecraft altitudes. Simulation results are presented to illustrate the multisensor decision fusion methodology described in this paper. The developed capabilities will enable future spacecraft to land safely in more challenging planetary regions with scientifically interesting terrain features.
机译:本文介绍了一种使用航天器上的多个异构传感器进行地形安全评估的机载自动混合推理系统。该系统的创新功能是将多种传感方式和不同的推理引擎集成到一个统一的方法中。考虑了表示数据不确定性的三种不同框架:模糊集理论,贝叶斯概率论和Dempster-Shafer信念论。混合推理系统由三个子系统组成,即多传感器融合,多决策融合和基于层的融合选择,其中每个层代表航天器的高度范围。仿真结果表明了本文描述的多传感器决策融合方法。先进的功能将使未来的航天器能够安全地降落在具有科学有趣地形特征的更具挑战性的行星区域。

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