A Comparative Study of PD, LQR and MPC on Quadrotor Using Quaternion Approach

Maidul Islam, M. Okasha
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引用次数: 8

Abstract

This study addresses the performances of three different controllers Proportional-Derivative (PD), Linear Quadratic Regulator (LQR) and Model Predictive Control (MPC) on a quaternion orientation based quadrotor and determines their suitability for different applications. As these controllers are widely being used in quadrotor platform with Euler-angle orientation, alternatively they are evaluated with quaternion orientation because this orientation can ensure singularity-free flight. In order to compare the performances of the controllers, performance indices like tracking error, considering RMSE method and control effort, using norm of control inputs have been considered. Based on the comparison, it is found that MPC is suitable for outdoor applications while PD and LQR can be best-fitted for indoor applications. MATLAB and Simulink environment has been considered in order to evaluate their performances.
基于四元数方法的四旋翼PD、LQR和MPC的比较研究
本文研究了比例导数(PD)、线性二次型调节器(LQR)和模型预测控制(MPC)三种不同控制器在四元数定向四旋翼飞行器上的性能,并确定了它们在不同应用中的适用性。由于这些控制器广泛应用于欧拉角姿态的四旋翼平台中,由于四元数姿态可以保证无奇点飞行,因此可以选择四元数姿态对其进行评估。为了比较控制器的性能,考虑了跟踪误差、考虑RMSE方法和控制努力、使用控制输入范数等性能指标。通过比较发现,MPC最适合室外应用,而PD和LQR最适合室内应用。在MATLAB和Simulink环境下对其性能进行了评价。
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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