Multi-objective optimization of sealing structure of subsea pipeline connector based on developed FE model, sensitivity analysis, surrogate model and NSGA-II

被引:2
作者
Jiao, Kefeng [1 ]
Yun, Feihong [1 ,2 ]
Hao, Xiaoquan [1 ]
Wang, Gang [1 ]
Yao, Shaoming [1 ]
Jia, Peng [1 ]
Wang, Xiangyu [1 ]
Wang, Liquan [1 ]
机构
[1] Harbin Engn Univ, Coll Mech & Elect Engn, Harbin, Peoples R China
[2] Harbin Engn Univ, Coll Intelligent Syst Sci & Engn, Harbin, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Subsea pipeline connector; Shoulder protrusion variable; Rubber cylinder; Effective variable recognition; Structural and material parameter optimization; ARTIFICIAL NEURAL-NETWORK; RECOGNITION; PSO; RUBBER; ANN; GA;
D O I
10.1007/s40430-023-04643-7
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
A 2D axisymmetric finite element method with the penetration load is proposed in this paper to predict the sealing performance and the shoulder protrusion of the sealing structure of subsea pipeline connectors (SPC). The structural parameters and material parameters are optimized by combining the developed finite element model (FE model), sensitivity analysis, surrogate model and non-dominated sorting genetic algorithm (NSGA-II). Firstly, a 2D axisymmetric model considering the material parameters of the rubber cylinder, the condition of the shoulder protrusion, and the pressure effect and penetration effect of the internal fluid on the rubber cylinder is developed as the FE model. The effective design variables are selected through the sensitivity analysis, design variables are reduced from 10 to 6, and 4 artificial neural network models are trained as a surrogate model using the multiple-input single-output method. With the constraint of the shoulder protrusion variable proposed in this paper, the three performance indexes of the axial force and the maximum contact pressures of the inner and outer sides are optimized using the NSGA-II coupled the surrogate model. Pressure tests were carried out with the optimized rubber cylinder, which proved the effectiveness of the proposed method. This study provides a systematic and effective method for the multi-objective optimization of the sealing structure of SPC, especially for the structural parameter and material parameter optimization of elastomeric seals.
引用
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页数:18
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