计算机与现代化 ›› 2025, Vol. 0 ›› Issue (03): 38-44.doi: 10.3969/j.issn.1006-2475.2025.03.006

• 人工智能 • 上一篇    下一篇

基于模型预测控制的水下机器人网箱巡检控制方法


  

  1. (大连海洋大学信息工程学院,辽宁 大连116023)
  • 出版日期:2025-03-28 发布日期:2025-03-28
  • 基金资助:
    国家自然科学基金资助项目(61603067); 辽宁省自然科学基金资助项目(2020-KF-12-09); 辽宁省教育厅基金资助项目(LJKZ0730)

Method for Underwater Robot Cage Inspection Control Based on Model Predictive Control

  1. (School of Information Engineering, Dalian Ocean University, Dalian 116023, China)
  • Online:2025-03-28 Published:2025-03-28

摘要: 针对水产养殖过程中人工定期巡检养殖网箱成本高且效率低等问题,提出一种基于MPC的ROV(有缆遥控水下机器人)养殖网箱巡检轨迹跟踪控制的方法。首先,根据实际条件纳入ROV的物理学和运动学的约束,结合ROV运动学模型和动力学模型设计基于速度控制MPC控制器,使用传统的PID(Proportion Integration Differentiation)控制算法作为基线,设计无模型的PID控制器。其次,进行网箱养殖环境下二维水平面轨迹和三维空间轨迹跟踪仿真实验并做对比。最后,实验结果表明所提方法具有轨迹跟踪性能良好、ROV运行平稳、波动小等优点,本文提出的这种解决水产养殖网箱巡检效率低的方法,为养殖业提供了一种先进的巡检方案。

关键词: 水下机器人, 网箱巡检, 模型预测控制

Abstract: Aiming at the high cost and low efficiency of manual periodic inspection of aquaculture cages during the aquaculture process, a method based on MPC for ROV (Cable Remote Control Underwater Robot) aquaculture cage inspection trajectory tracking control is proposed. Firstly, the physical and kinematic constraints of the ROV based on actual conditions are included, and combining the ROV kinematic and dynamic models, a speed controlled MPC controller is designed. Using the traditional PID (Proposal Integration Difference) control algorithm as the baseline, a model-free PID controller is designed. Secondly, the simulation experiment of two-dimensional horizontal track and three-dimensional space track tracking in cage aquaculture environment is carried out and compared. Finally, the experimental results show that the proposed method has advantages such as good trajectory tracking performance, stable ROV operation, and small fluctuations. The method proposed in this paper for solving the low efficiency of aquaculture cage inspection provides an advanced inspection solution for the aquaculture industry.

Key words:  , underwater robots, cage inspection, model predictive control

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