BiBi Samia, Misro Md Yushalify, Abbas Muhammad, Birhanu Asnake, Miura Kenjiro T, Wahab Mohd Nadhir Ab, Mahmoud Emad E
School of Mathematical Sciences, Universiti Sains Malaysia, 11800, Gelugor, Pulau Pinang, Malaysia.
Department of Mechanical Engineering, Shizuoka University, Hamamatsu, Shizuoka, 432-8561, Japan.
Sci Rep. 2025 Aug 5;15(1):28617. doi: 10.1038/s41598-025-11357-4.
Optimization techniques are particularly useful when designing different free-form surfaces and manufacturing products in the engineering and CAD/CAM fields. Recently, many real-world problems utilize optimization techniques with objective functions to get their desired solution. In this paper, the shape optimization of GHT-Bézier developable surfaces by using a meta-heuristic technique called Improved-Grey Wolf Optimization (I-GWO, in short) technique is presented. This Grey Wolf optimization algorithm impersonates the hunting tactics of grey wolves in nature. Three optimization models arc length (AL), minimum energy (En), and curvature variation energy (CVEn) of dual and interpolation curves, are used to formulate this technique. The shape control parameters are considered as optimization variables. So, our aim is to find the optimal shape control parameters by applying the I-GWO algorithm to the optimization models through an iterative process. By using the duality principle between the points and planes, the construction of GHT-Bézier developable surfaces is formulated by the optimal choice of shape parameters obtained from I-GWO technique. Furthermore, the developability degree of GHT-Bézier developable surfaces is also determined. Some applications of the proposed method are given and the effectiveness of this method is illustrated.
优化技术在工程和CAD/CAM领域设计不同的自由曲面和制造产品时特别有用。最近,许多实际问题利用带有目标函数的优化技术来获得所需的解决方案。本文提出了一种名为改进灰狼优化算法(简称I-GWO)的元启发式技术对GHT-贝塞尔可展曲面进行形状优化。这种灰狼优化算法模仿了自然界中灰狼的狩猎策略。使用对偶曲线和插值曲线的三个优化模型——弧长(AL)、最小能量(En)和曲率变化能量(CVEn)来制定该技术。形状控制参数被视为优化变量。因此,我们的目标是通过迭代过程将I-GWO算法应用于优化模型来找到最优形状控制参数。利用点与平面之间的对偶原理,通过I-GWO技术获得的形状参数的最优选择来构建GHT-贝塞尔可展曲面。此外,还确定了GHT-贝塞尔可展曲面的可展程度。给出了该方法的一些应用,并说明了该方法的有效性。