An Integrated Dynamic Model and Optimized Fuzzy Controller for Path Tracking of Deep-Sea Mining Vehicle

被引:34
作者
Dai, Yu [1 ]
Xue, Cong [1 ]
Su, Qiao [1 ]
机构
[1] Cent South Univ, Coll Mech & Elect Engn, Changsha 410083, Peoples R China
基金
中国国家自然科学基金;
关键词
deep-sea mining vehicle; spatial hydrodynamic distribution; dynamic model; fuzzy logic control; genetic algorithm; path tracking; AUTONOMOUS UNDERWATER VEHICLE; GENETIC ALGORITHM; DESIGN; SYSTEM; OPERATION;
D O I
10.3390/jmse9030249
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 capability of path tracking largely determines the operational efficiency of deep-sea mining vehicles. In this paper, the relationships of vehicle-sediment mechanical interaction were obtained by sinkage and shear tests. Then, an overset grid method was used to establish the computational fluid dynamics (CFD) model of the vehicle, and the spatial hydrodynamic distribution was calculated in different motion states. Based on the above research, a multi-body dynamic (MBD) model of the mining vehicle was developed, which considered the spatial hydrodynamic effects and the mechanical interaction between vehicle and sediment. In addition, a path-tracking controller based on fuzzy logic control was proposed. A genetic algorithm optimized the fuzzy rules through co-simulation between the controller and the MBD model. Finally, the co-simulation results of the vehicle which moved along the expected path indicated that the performance of the optimized fuzzy controller was preferable to the original fuzzy controller.
引用
收藏
页码:1 / 18
页数:17
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