L1Quad: L1 Adaptive Augmentation of Geometric Control for Agile Quadrotors With Performance Guarantees

IF 4.9 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Zhuohuan Wu;Sheng Cheng;Pan Zhao;Aditya Gahlawat;Kasey A. Ackerman;Arun Lakshmanan;Chengyu Yang;Jiahao Yu;Naira Hovakimyan
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Abstract

Quadrotors that can operate predictably in the presence of imperfect model knowledge and external disturbances are crucial in safety-critical applications. We present $\boldsymbol {\mathcal {L}}_{1}$ Quad, a control architecture that ensures uniformly bounded transient response of the quadrotor’s uncertain dynamics on the special Euclidean group SE(3). By leveraging the geometric controller and the $\boldsymbol {\mathcal {L}}_{1}$ adaptive controller, the $\boldsymbol {\mathcal {L}}_{1}$ Quad architecture provides a theoretically justified framework for the design and analysis of quadrotor’s tracking controller in the presence of nonlinear (time- and state-dependent) uncertainties on both the translational and rotational dynamics. In addition, we validate the performance of the $\boldsymbol {\mathcal {L}}_{1}$ Quad architecture through extensive experiments for 11 types of uncertainties across various trajectories. The results demonstrate that the $\boldsymbol {\mathcal {L}}_{1}$ Quad can achieve consistently small tracking errors despite the uncertainties and disturbances and significantly outperforms existing state-of-the-art controllers.
具有性能保证的敏捷四旋翼机几何控制的L1自适应增强
在不完善的模型知识和外部干扰存在的情况下,四旋翼飞行器可以预测地运行,这在安全关键应用中至关重要。我们提出了一种控制体系$\boldsymbol {\mathcal {L}}_{1}$ Quad,它能保证四旋翼在特殊欧几里德群SE(3)上的不确定动力学的均匀有界瞬态响应。通过利用几何控制器和$\boldsymbol {\mathcal {L}}_{1}$自适应控制器,$\boldsymbol {\mathcal {L}}_{1}$ Quad架构提供了一个理论上合理的框架,用于设计和分析在平移和旋转动力学上存在非线性(时间和状态相关)不确定性的四旋翼跟踪控制器。此外,我们通过对不同轨迹上11种不确定性的广泛实验验证了$\boldsymbol {\mathcal {L}}_{1}$ Quad架构的性能。结果表明,尽管存在不确定性和干扰,$\boldsymbol {\mathcal {L}}_{1}$ Quad仍然可以实现一致的小跟踪误差,并且显著优于现有的最先进的控制器。
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来源期刊
IEEE Transactions on Control Systems Technology
IEEE Transactions on Control Systems Technology 工程技术-工程:电子与电气
CiteScore
10.70
自引率
2.10%
发文量
218
审稿时长
6.7 months
期刊介绍: The IEEE Transactions on Control Systems Technology publishes high quality technical papers on technological advances in control engineering. The word technology is from the Greek technologia. The modern meaning is a scientific method to achieve a practical purpose. Control Systems Technology includes all aspects of control engineering needed to implement practical control systems, from analysis and design, through simulation and hardware. A primary purpose of the IEEE Transactions on Control Systems Technology is to have an archival publication which will bridge the gap between theory and practice. Papers are published in the IEEE Transactions on Control System Technology which disclose significant new knowledge, exploratory developments, or practical applications in all aspects of technology needed to implement control systems, from analysis and design through simulation, and hardware.
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