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首页> 外文期刊>Journal of Aerospace Computing, Information, and Communication >Spacecraft Heath Monitoring Using a Biomimetic Fault Diagnosis Scheme
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Spacecraft Heath Monitoring Using a Biomimetic Fault Diagnosis Scheme

机译:使用仿生故障诊断方案的航天器健康监测

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摘要

This paper presents the design, development, and implementation of a bioinspired fault diagnosis scheme applied to a cold gas-based spacecraft prototype. The proposed framework relies on the artificial immune system metaphor with the goal of monitoring the health of the spacecraft by detecting subsystem upset conditions such as actuator malfunctions. A nonlinear dynamic inversion baseline controller with adaptation capabilities has been developed and implemented for attitude control of the spacecraft. The performance of the proposed health-monitoring scheme is determined by analyzing the system response under different actuator failures while the spacecraft is operated with and without adaptive augmentation. In both cases, the results show acceptable performance in terms of high detection activity and low false alarms with real-time capabilities. The application of this artificial intelligence-based scheme to aerospace systems will provide a high impact on space exploration by increasing mission protection and performance.
机译:本文介绍了一种生物启发式故障诊断方案的设计,开发和实施,该方案可应用于基于冷气的航天器原型。所提出的框架依赖于人工免疫系统的隐喻,其目标是通过检测子系统异常状况(例如执行器故障)来监控航天器的健康状况。具有适应能力的非线性动态反演基线控制器已经开发出来并用于航天器的姿态控制。建议的健康监测方案的性能是通过分析航天器在有或没有自适应增强的情况下在不同执行器故障下的系统响应来确定的。在这两种情况下,结果均显示出可接受的性能,包括高检测活动和具有实时功能的低误报。这种基于人工智能的方案在航空航天系统中的应用将通过增加任务保护和性能对太空探索产生重大影响。

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    Embry Riddle Aeronaut Univ, Flight Dynam & Control Res Lab, Dept Aerosp Engn, Daytona Beach, FL 32114 USA;

    Embry Riddle Aeronaut Univ, Flight Dynam & Control Res Lab, Dept Aerosp Engn, Daytona Beach, FL 32114 USA;

    Embry Riddle Aeronaut Univ, Flight Dynam & Control Res Lab, Dept Aerosp Engn, Daytona Beach, FL 32114 USA;

    Embry Riddle Aeronaut Univ, Flight Dynam & Control Res Lab, Dept Aerosp Engn, Daytona Beach, FL 32114 USA;

    Embry Riddle Aeronaut Univ, Flight Dynam & Control Res Lab, Dept Aerosp Engn, Daytona Beach, FL 32114 USA;

    NASA, Kennedy Space Ctr, Swamp Work Lab, Robot & Autonomous Syst Testing & Design Branch, Kennedy Sapce Ctr, FL 32899 USA;

    NASA, Kennedy Space Ctr, Swamp Work Lab, Explorat Res & Technol Program,Sci & Technol Proje, Kennedy Sapce Ctr, FL 32899 USA;

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