On the generation of realistic simulated inertial measurements

M. E. Parés, J. Navarro, I. Colomina
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引用次数: 4

Abstract

The aim of the research presented in this paper was to develop a software component simulating the output of an Inertial Measurement Unit (IMU) in a wide range of environments. The requirements to fulfil by such a software tool were carefully defined, which led to a system architecture that put especial emphasis on delivering, at the same time, a tool general enough as to cope gracefully with innovation - that is, sensor evolution - as well as being able to be extended at almost no cost. A rigorous data modeling was the key tool to achieve the aforementioned goals; the main data entities involved in the generation of error data (noise) were identified and characterized. Different sources of noise may then be implemented using an Object Oriented approach (general software) and (dynamically loadable) shared libraries (extensibility). The mathematical background used to simulate the different sources of error (noise) data is also presented, as well the different strategies employed to validate the results of the IMU simulator. The tool has been successfully validated for pedestrian, terrestrial and airborne scenarios through stochastic analysis tools.
真实模拟惯性测量的生成
本文研究的目的是开发一个软件组件来模拟惯性测量单元(IMU)在各种环境下的输出。通过这样一个软件工具来满足的需求是仔细定义的,这导致了一个特别强调交付的系统架构,同时,一个足够通用的工具,以优雅地应对创新——即传感器的进化——以及能够几乎不需要任何成本的扩展。严格的数据建模是实现上述目标的关键工具;对产生误差数据(噪声)的主要数据实体进行了识别和表征。不同的噪声源可以使用面向对象的方法(通用软件)和(可动态加载的)共享库(可扩展性)来实现。本文还介绍了模拟不同误差(噪声)数据源的数学背景,以及验证IMU模拟器结果所采用的不同策略。该工具已通过随机分析工具成功验证了行人、地面和空中场景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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