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Force detection and identification system

机译:力检测与识别系统

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摘要

The Force Detection and Identification System (FDIS) provides an operationally capable near-real-time platform appropriate for the evaluation of state-of-the-art imagery exploitation components and architectural design principles on scalable platforms. FDIS's architectural features include: a highly modular component design allowing rapid component interchange, multiple intercomponent datapaths which support both fine- and course-grained parallelism, an infrastructure which supports heterogeneous computing on a range of high-performance computing platforms, and conceptual decoupling between image processing and non-image processing components while supporting multi-level evidence fusion. While none of these features are individually unique, when combined they represent a state-of-the-art imagery exploitation system. FDIS has demonstrated probability of detection and false alarm rates consistent with other SAR-based exploitation systems. FDIS, however, requires fewer computing resources, supports rapid insertion of new or changed components to support emerging technologies with an ease not encountered in legacy systems, and is smoothly scalable. In addition to exploiting these novel architectural features, FDIS includes a new multi-dimensional evidence fusion component; Force Estimation (FE). Previous exploitation systems have demonstrated the positive impact on probability of detection and false alarm rales obtained by clustering vehicle detections into groups. FE, however, as a fusion component extends evidence accrual beyond simple spatial characteristics. Based on a fast multipole algorithm, FE accrues probabilistic evidence on models of military unit compositions. Fused evidence includes vehicle classifications, cultural and terrain features, and electronic emission features. FE's algorithmic speed allows operation in near-real-time without requiring excessive computational resources. FE has demonstrated improved force detection results over a wide range of operational conditions.
机译:力检测和识别系统(FDIS)提供了可操作的近实时平台,适用于评估可扩展平台上的最新图像开发组件和建筑设计原理。 FDIS的体系结构功能包括:高度模块化的组件设计,允许快速的组件交换;支持精细和过程并行的多个组件间数据路径;支持在一系列高性能计算平台上进行异构计算的基础架构;以及图像之间的概念解耦处理和非图像处理组件,同时支持多层次证据融合。虽然这些功能都不是唯一独特的,但结合使用时,它们代表了最先进的图像开发系统。 FDIS证明了与其他基于SAR的利用系统一致的检测概率和误报率。但是,FDIS需要较少的计算资源,支持快速插入新的或已更改的组件以轻松支持传统系统中没有的新兴技术,并且可以平滑地扩展。除了利用这些新颖的体系结构特征外,FDIS还包括一个新的多维证据融合组件;力估计(FE)。以前的开发系统已经证明了对检测概率和通过将车辆检测聚类成组而获得的虚假警报规则的积极影响。然而,有限元作为一种融合成分,将证据的积累扩展到了简单的空间特征之外。有限元基于快速多极算法,在军事部队组成模型上积累了概率证据。融合的证据包括车辆分类,文化和地形特征以及电子排放特征。 FE的算法速度允许近乎实时的操作,而无需过多的计算资源。有限元已经证明了在各种操作条件下改进的力检测结果。

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