Modeling of upset sensor operation for autonomous unmanned systems applications

IF 0.8 Q4 ROBOTICS
M. Fagbemi, M. Perhinschi, Ghassan Al-Sinbol
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引用次数: 3

Abstract

Purpose The purpose of this paper is to develop and implement a general sensor model under normal and abnormal operational conditions including nine functional categories (FCs) to provide additional tools for the design, testing and evaluation of unmanned aerial systems within the West Virginia University unmanned air systems (UAS) simulation environment. Design/methodology/approach The characteristics under normal and abnormal operation of various types of sensors typically used for UAS control are classified within nine FCs. A general and comprehensive framework for sensor modeling is defined as a sequential alteration of the exact value of the measurand corresponding to each FC. Simple mathematical and logical algorithms are used in this process. Each FC is characterized by several parameters, which may be maintained constant or may vary during simulation. The user has maximum flexibility in selecting values for the parameters within and outside sensor design ranges. These values can be set to change at pre-defined moments, such that permanent and intermittent scenarios can be simulated. Sensor outputs are integrated with the autonomous flight simulation allowing for evaluation and analysis of control laws. Findings The developed sensor model can provide the desirable levels of realism necessary for assessing UAS behavior and dynamic response under sensor failure conditions, as well as evaluating the performance of autonomous flight control laws. Research limitations/implications Due to its generality and flexibility, the proposed sensor model allows detailed insight into the dynamic implications of sensor functionality on the performance of control algorithms. It may open new directions for investigating the synergistic interactions between sensors and control systems and lead to improvements in both areas. Practical implications The implementation of the proposed sensor model provides a valuable and flexible simulation tool that can support system design for safety purposes. Specifically, it can address directly the analysis and design of fault tolerant flight control laws for autonomous UASs. The proposed model can be easily customized to be used for different complex dynamic systems. Originality/value In this paper, information on sensor functionality is fused and organized to develop a general and comprehensive framework for sensor modeling at normal and abnormal operational conditions. The implementation of the proposed approach enhances significantly the capability of the UAS simulation environment to address important issues related to the design of control laws with high performance and desirable robustness for safety purposes.
自主无人系统应用中的扰动传感器操作建模
目的本文的目的是开发和实现一个在正常和非正常操作条件下的通用传感器模型,包括九个功能类别(FC),为西弗吉尼亚大学无人驾驶航空系统(UAS)模拟环境中的无人驾驶飞机系统的设计、测试和评估提供额外的工具。设计/方法/方法通常用于无人机控制的各种类型的传感器在正常和异常操作下的特性被分为九个FC。传感器建模的通用和全面框架被定义为每个FC对应的被测值的精确值的顺序变化。在这个过程中使用了简单的数学和逻辑算法。每个FC都有几个参数,这些参数在模拟过程中可以保持不变或变化。用户在选择传感器设计范围内外的参数值方面具有最大的灵活性。这些值可以设置为在预定义的时刻发生变化,从而可以模拟永久和间歇性场景。传感器输出与自主飞行模拟集成在一起,以便评估和分析控制规律。发现所开发的传感器模型可以为评估无人机在传感器故障条件下的行为和动态响应,以及评估自主飞行控制律的性能提供所需的逼真度。研究局限性/含义由于其通用性和灵活性,所提出的传感器模型允许详细了解传感器功能对控制算法性能的动态影响。它可能为研究传感器和控制系统之间的协同作用开辟新的方向,并导致这两个领域的改进。实际意义所提出的传感器模型的实现提供了一个有价值且灵活的模拟工具,可以支持出于安全目的的系统设计。具体来说,它可以直接解决自主无人机容错飞行控制律的分析和设计问题。所提出的模型可以很容易地定制,以用于不同的复杂动态系统。独创性/价值在本文中,传感器功能的信息被融合和组织起来,为传感器在正常和异常操作条件下的建模开发了一个通用和全面的框架。所提出的方法的实现显著增强了无人机仿真环境的能力,以解决与设计具有高性能和期望的安全鲁棒性的控制律相关的重要问题。
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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来源期刊
CiteScore
3.50
自引率
0.00%
发文量
21
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