Design and Optimization of Multipoint Sampler for Seafloor Sediment Carried by a Deep-Sea Landing Vehicle

被引:1
|
作者
Gao, Yan [1 ,2 ]
Zhou, Yue [1 ]
Guo, Wei [2 ,3 ]
Fu, Yifan [2 ]
Gao, Sen [2 ]
Wei, Zhenzhuo [2 ,3 ]
Sun, Hongming [2 ,3 ]
Sun, Yu [2 ]
机构
[1] Shanghai Ocean Univ, Coll Engn Sci & Technol, Shanghai 201306, Peoples R China
[2] Chinese Acad Sci, Inst Deep Sea Sci & Engn, Sanya 572000, Peoples R China
[3] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
关键词
deep-sea landing vehicle; multipoint sampler; sampling structure; low energy consumption; FEM-SPH method; multi-objective optimization;
D O I
10.3390/jmse10121937
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 present study proposes a low-energy consumption multipoint sampler carried by a deep-sea landing vehicle (DSLV) to meet the requirements of time series sampling in local areas and location series sampling in wide areas, and an optimization method of sampling structure based on least-squares support-vector machine (LSSVM) surrogate model and a multi-objective particle swarm optimization (MOPSO) algorithm. First, the overall structure and core components, such as the multipoint sampler's sampling structure, were designed. The optimization variables were the cone angle, sampling tube inner diameter, and sampling tube inner hole length, which were determined by considering the force with which the sampling structure penetrates the seafloor sediment. Then, the sampling process was simulated by the finite element method-smoothed particle hydrodynamics (FEM-SPH) method, while the accurate LSSVM model of force required for sampling and sampling tube volume was established. Finally, the MOPSO algorithm was used for multi-objective optimization of model parameters of sampling structure. The optimal model of sampling structure that can provide theoretical support for the optimal design of multipoint sampler effectively reduces energy consumption and improves sampling efficiency by force required for sampling 25.89% lower and sampling tube volume 34.81% higher than the original model.
引用
收藏
页数:17
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