Multi-objective optimal thrust allocation strategy for automatic berthing of surface ships using adaptive non-dominated sorting genetic algorithm III

被引:3
作者
Mou, Jinyou [1 ]
Zhu, Qidan [1 ]
Liu, Yongchao [2 ]
Bai, Yang [1 ]
机构
[1] Harbin Engn Univ, Coll Intelligent Syst Sci & Engn, Harbin 150001, Peoples R China
[2] Qingdao Univ, Sch Automat, Qingdao 266071, Peoples R China
基金
中国国家自然科学基金;
关键词
Multi-objective; Thrust allocation; Automatic berthing; NSGAIII; Adaptive; EVOLUTIONARY ALGORITHM; OPTIMIZATION; CONTROLLERS; MOEA/D;
D O I
10.1016/j.oceaneng.2024.117288
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
The automated berthing of vessels constitutes a high -risk operation. Equipping ships with azimuth and lateral thrusters enhances manoeuvrability, although it poses challenges in achieving optimal thrust allocation (TA) efficiency. This study introduces an improved adaptive non -dominated sorting genetic algorithm III (ANSGAIII) specifically designed to address the TA problem in autonomous ship berthing. The algorithm enhances the objective function by accounting for the nonlinear relationship between actual power consumption and thruster speed, along with considering the treatment of forbidden sectors while maintaining a high level of fidelity. Additionally, the algorithm considers equality constraints, actuator rate and position constraints, and other operational constraints. A modification to the non -dominated sorting method is implemented to improve the processing speed of the optimization algorithm. Significantly, this algorithm surpasses NSGAII, NSGAIII, and CMOEA\D in meeting ship safety and stability requirements while concurrently reducing energy consumption.
引用
收藏
页数:12
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