Bayesian dynamic modelling and tracking control for flexible manoeuvring systems

K. Triantafyllopoulos, F. Aldebrez, A. S. I. Zinober, M. Tokhi
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Abstract

This paper presents an investigation into the development of a dynamic modelling and feedback control scheme for rigid body motion control of a twin rotor multi-input multi-output system (TRMS) in hovering mode. The proposed approach is based on a two stage methodology: (i) the dynamic parametric model is developed using the Bayesian paradigm; several validation tests are conducted for assessing the suitability of the model; (ii) development of a feedback control law comprising a three term PID compensator for rigid body motion control of the TRMS in the hovering mode. The developed control strategy is designed and implemented within the simulation environment of the TRMS rig using the Bayesian model. The performance of the proposed control scheme is assessed in terms of output tracking. This is accomplished by comparing the system response with the controller to one without control action (open loop configuration). The results have shown that improved closed loop tracking of the reference signal implies good damping and hence tighter control.
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柔性机动系统的贝叶斯动态建模与跟踪控制
针对悬停模式下双转子多输入多输出系统(TRMS)的刚体运动控制问题,研究了一种动态建模与反馈控制方案。提出的方法基于两阶段方法:(i)使用贝叶斯范式开发动态参数模型;进行了若干验证测试,以评估模型的适用性;(ii)建立了包含三项PID补偿器的反馈控制律,用于悬停模式下TRMS的刚体运动控制。开发的控制策略在TRMS钻机的仿真环境中使用贝叶斯模型进行设计和实施。从输出跟踪的角度对所提控制方案的性能进行了评估。这是通过将有控制器的系统响应与没有控制动作的系统响应(开环配置)进行比较来完成的。结果表明,改进的参考信号闭环跟踪意味着良好的阻尼和更严格的控制。
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