An improved radial basis function for marine vehicle hull form representation and optimization. (15th September 2022)

• Record Type: Journal Article
• Authors: Wang, S.M.; Duan, F.; Li, Y.; Xia, Y.K.; Li, Z.S.
• Is Part Of: Ocean engineering. Volume 260(2022)
• Publication Date: 2022-09-15
• Subjects: Marine vehicle design -- Hull optimization -- Resistance optimization -- Radial basis function -- Support radius condition -- Marine vehicle safety; Ocean engineering -- Periodicals; Ocean engineering; Periodicals; 620.4162
• DOI: 10.1016/j.oceaneng.2022.112000
• Languages: English
• ISSNs: 0029-8018

Abstract

Abstract: The marine vehicle is one of the most important platforms in oceanic research and development. During the evolution of marine vehicle design, hull optimization is a key topic consisting of various steps such as hull deformation analysis, optimization algorithm selection and hydrodynamic performance evaluation. For hull deformation analysis, radial based function interpolation technique is usually applied with Wendland's ψ 3, 1 function, which requires a great number of fixed points. To improve the optimization effect, this paper proposes a novel radial basis function for better support radius condition. According to the support radius condition, the effect of different deformation functions acting on hull form is studied. To verify the effectiveness of the improved radial basis function in marine vehicle hull optimization, a Series 60 hull is taken as the initial hull, and the Rankine source method is utilized as the solver to calculate the wave resistance coefficient. The Non-dominated Sorting Genetic Algorithm (NSGA) is applied to determine the optimal hull form at given speeds. By comparing the optimization results, the benefits and drawbacks of the improved radial basis function are analyzed. The results show that the number of fixed control points can be reduced by applying the improved radial basis function. When different deformation functions are acting on the marine vehicle hull, the improved radial basis function makes the gradient transition smoother. In the process of hull optimization, the wave resistance coefficient obtained by utilizing the improved function to deform the hull is smaller than that of using Wendland's ψ 3, 1 function under different support radii. Highlights: An improved Radial Basis Function is proposed for marine vehicle hull optimization. The effectiveness of the improved function proposed in this paper is demonstrated. Advantages of the improved function for hull deformation is discussed extensively.