Optimal feedback control parameters for underwater gliders: Balancing energy efficiency and motion accuracy

IF 5.5 2区 工程技术 Q1 ENGINEERING, CIVIL Ocean Engineering Pub Date : 2025-04-01 Epub Date: 2025-02-03 DOI:10.1016/j.oceaneng.2025.120544
Yang Song , Wendong Niu , Weichao Shi , Hongyu Wu , Yunxin Xu
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Abstract

Energy consumption and motion accuracy are two critical factors for evaluating the performance of underwater gliders. While motion accuracy can be improved through the implementation of feedback controllers, such an approach often results in increased energy consumption due to frequent intervention. Thus, there exists a contradiction between energy consumption and motion accuracy. This study aims to optimize the controller parameters of underwater gliders to minimize energy consumption while maximizing the accuracy of gliding motion. To achieve this, an Energy Consumption Model (ECM) and a Motion Accuracy Evaluation Index (MAEI) are developed. An optimization method, based on Pareto optimality and the non-dominated sorting genetic algorithm II, is proposed to balance energy consumption and motion accuracy. A glider mission is simulated to assess the performance of the developed method. The results demonstrate the effectiveness of the proposed approach in generating optimal controller parameters for diverse control objectives, thus enabling quick determination of the controller parameters. This study contributes to the improvement of underwater glider control strategies and facilitates their application in various underwater missions.
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水下滑翔机的最优反馈控制参数:平衡能量效率和运动精度
能量消耗和运动精度是评价水下滑翔机性能的两个关键因素。虽然可以通过实施反馈控制器来提高运动精度,但由于频繁干预,这种方法通常会导致能量消耗增加。因此,存在着能量消耗与运动精度之间的矛盾。本研究旨在优化水下滑翔机的控制器参数,使其能量消耗最小化,同时使滑翔运动的精度最大化。为此,建立了能量消耗模型(ECM)和运动精度评价指标(MAEI)。提出了一种基于Pareto最优和非支配排序遗传算法II的优化方法,以平衡能量消耗和运动精度。通过对一个滑翔机任务的仿真,对所提出的方法进行了性能评估。结果表明,所提出的方法在为不同控制目标生成最优控制器参数方面是有效的,从而能够快速确定控制器参数。该研究有助于改进水下滑翔机的控制策略,促进其在各种水下任务中的应用。
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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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