A Stability-Guaranteed Model Predictive Control for Autonomous Surface Vessel Trajectory Tracking Based on Lyapunov Theory

IF 8.3 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Transportation Electrification Pub Date : 2025-01-23 DOI:10.1109/TTE.2025.3533030
Linying Chen;Qianqian Qiu;Mengxia Li;Pengfei Chen;Yamin Huang;Junmin Mou
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Abstract

This article explores the trajectory tracking problem of an autonomous surface vessel (ASV). As an optimization-based time-domain method, model predictive control (MPC) has incomparable advantages in solving constrained multiple-input–multiple-output system problems. However, ensuring the stability of the MPC is challenging. This article proposes a stability-guaranteed MPC (SMPC) method by adding the Lyapunov constraint into the linearized MPC framework. The Lyapunov constraint transformed from the backstepping control law restricts the first action of MPC to guarantee the closed-loop stability. Furthermore, the stability and recursive feasibility conditions are theoretically derived. Simulation results demonstrate that the proposed SMPC has better tracking and robustness compared with the backstepping methods.
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基于Lyapunov理论的自主水面舰艇轨迹跟踪稳定保证模型预测控制
本文探讨了自主水面舰艇(ASV)的轨迹跟踪问题。模型预测控制作为一种基于优化的时域方法,在解决约束型多输入-多输出系统问题方面具有无可比拟的优势。然而,确保货币政策委员会的稳定性是具有挑战性的。本文通过在线性化的MPC框架中加入Lyapunov约束,提出了一种稳定保证的MPC方法。由反步控制律转化而来的Lyapunov约束约束了MPC的第一次动作,保证了闭环的稳定性。并从理论上推导了该方法的稳定性和递推可行性条件。仿真结果表明,与反演方法相比,该方法具有更好的跟踪性和鲁棒性。
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来源期刊
IEEE Transactions on Transportation Electrification
IEEE Transactions on Transportation Electrification Engineering-Electrical and Electronic Engineering
CiteScore
12.20
自引率
15.70%
发文量
449
期刊介绍: IEEE Transactions on Transportation Electrification is focused on components, sub-systems, systems, standards, and grid interface technologies related to power and energy conversion, propulsion, and actuation for all types of electrified vehicles including on-road, off-road, off-highway, and rail vehicles, airplanes, and ships.
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