Event-triggered predictive path following control of autonomous ships with an MMG model

IF 4.6 2区 工程技术 Q1 ENGINEERING, CIVIL Ocean Engineering Pub Date : 2024-11-06 DOI:10.1016/j.oceaneng.2024.119582
Chenguang Liu , Tailong Li , Wenxiang Wu , Huarong Zheng , Jiacheng Li , Xiumin Chu
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Abstract

To improve the energy efficiency and path following performance of autonomous ships, this paper proposes a Maneuvering Modeling Group (MMG) model based Event-Triggered Model Predictive Control (MET-MPC) method. Firstly, the path following control is transformed into a ship course control problem with the improved Line of Sight (LOS) guidance law considering drift angle, and an MMG model is applied to deal with variable sailing speeds. Then, a hyperbolic tangent function is introduced as the triggering threshold to reduce computational burden and energy consumption. Specifically, a dynamic buffer is introduced to store the optimal control sequence computed during each event triggering, which can keep the previous control input with no event triggered. Simulation experiments show that, the proposed MET-MPC method has better energy-saving performance and can reduce the steering frequency by up to 38.1% compared to the method without using the event-triggered mechanism.
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利用 MMG 模型对自动驾驶船舶进行事件触发式预测路径跟踪控制
为了提高自主航行船舶的能效和路径跟踪性能,本文提出了一种基于机动建模组(MMG)模型的事件触发模型预测控制(MET-MPC)方法。首先,利用考虑漂移角的改进视线(LOS)制导法则,将路径跟踪控制转化为船舶航向控制问题,并应用 MMG 模型来处理可变航速问题。然后,引入双曲正切函数作为触发阈值,以减少计算负担和能耗。具体地说,引入了一个动态缓冲区来存储每次事件触发时计算出的最优控制序列,它可以在没有事件触发的情况下保留之前的控制输入。仿真实验表明,与不使用事件触发机制的方法相比,所提出的 MET-MPC 方法具有更好的节能性能,可将转向频率降低 38.1%。
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来源期刊
Ocean Engineering
Ocean Engineering 工程技术-工程:大洋
CiteScore
7.30
自引率
34.00%
发文量
2379
审稿时长
8.1 months
期刊介绍: Ocean Engineering provides a medium for the publication of original research and development work in the field of ocean engineering. Ocean Engineering seeks papers in the following topics.
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