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A Simulation Environment For Designrnand Testing Of Aircraft Adaptivernfault-tolerant Control Systems

机译:飞机自适应容错控制系统设计与测试的仿真环境

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Purpose - The purpose of this paper is to present the development of a Matlab/Simulink-based simulation environment for the design and testing of indirect and direct adaptive flight control laws with fault tolerant capabilities to deal with the occurrence of actuator and sensor failures. Design/methodology/approach - The simulation environment features a modular architecture and a detailed graphical user interface for simulation scenario set-up. Indirect adaptive flight control laws are implemented based on an optimal control design and frequency domain-based online parameter estimation. Direct adaptive flight control laws consist of non-linear dynamic inversion performed at a reference nominal flight condition augmented with artificial neural networks (NNs) to compensate for inversion errors and abnormal flight conditions following the occurrence of actuator or sensor failures. Failure detection, identification, and accommodation schemes relying on neural estimators are developed and implemented. Findings - The simulation environment provides a valuable platform for the evaluation and validation of fault-tolerant flight control laws. Research limitations/implications - The modularity of the simulation package allows rapid reconfiguration of control laws, aircraft model, and detection schemes. This flexibility allows the investigation of various design issues such as: the selection of control laws architecture (including the type of the neural augmentation), the tuning of NN parameters, the selection of parameter identification techniques, the effects of anti-control saturation techniques, the selection and the tuning of the control allocation scheme, as well as the selection and tuning of the failure detection and identification schemes. Originality/value - The novelty of this research efforts resides in the development and the integration of a comprehensive simulation environment allowing a very detailed validation of a number of control laws for the purpose of verifying the performance of actuator and sensor failure detection, identification, and accommodation schemes.
机译:目的-本文的目的是介绍基于Matlab / Simulink的仿真环境的开发,用于设计和测试具有容错能力的间接和直接自适应飞行控制定律,以处理执行器和传感器故障的发生。设计/方法/方法-仿真环境具有模块化架构和用于仿真方案设置的详细图形用户界面。基于最优控制设计和基于频域的在线参数估计,实现了间接自适应飞行控制律。直接自适应飞行控制定律包括在参考标称飞行条件下执行的非线性动态反演,并通过人工神经网络(NN)进行了补充,以补偿因执行器或传感器故障而引起的反演误差和异常飞行条件。开发并实施了基于神经估计器的故障检测,识别和适应方案。调查结果-仿真环境为评估和验证容错飞行控制法则提供了宝贵的平台。研究的局限性/意义-仿真包的模块化允许快速重新配置控制律,飞机模型和检测方案。这种灵活性允许研究各种设计问题,例如:控制律架构的选择(包括神经增强的类型),NN参数的调整,参数识别技术的选择,反控制饱和技术的影响,控制分配方案的选择和调整,以及故障检测和识别方案的选择和调整。原创性/价值-这项研究工作的新颖性在于开发和集成全面的仿真环境,该仿真环境允许对许多控制定律进行非常详细的验证,以验证执行器和传感器故障的检测,识别和识别性能。住宿计划。

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