论文标题
进化算法的功能硬性软活动材料的素素编码印刷
Evolutionary Algorithm Guided Voxel-Encoding Printing of Functional Hard-Magnetic Soft Active Materials
论文作者
论文摘要
硬磁性软活动材料(HMSAM)由于其快速变换,不受束缚的控制以及出色的可编程性而吸引了大量的研究兴趣。但是,基于HMSAM零件和结构的基于当前的直接墨水(DIW)印刷制造仅允许具有恒定磁性密度的可编程磁力。同样,现有的设计依赖于蛮力方法来生成磁化方向分布的分配,这只能产生直觉变形。这两个因素极大地限制了HMSAM的设计空间和应用潜力。在这项工作中,我们引入了一种体素编码的DIW打印方法,以对HMSAM打印过程中的磁密度和方向分布进行编程。然后将体素编码的DIW打印与基于进化算法(EA)的设计策略集成,以实现具有复杂几何变化和曲率分布的所需磁性致动和运动。借助新的EA引导的体素编码DIW打印技术,我们演示了功能性的HMMAM,可为高级应用(例如仿生运动)产生复杂的形状变形,并带有所需的曲率分布。这些演示表明,所提出的EA引导的体素编码DIW打印方法可以显着扩大HMSAM的应用势。
Hard-magnetic soft active materials (hmSAMs) have attracted a great amount of research interests due to their fast-transforming, untethered control, as well as excellent programmability. However, the current direct-ink-write (DIW) printing-based fabrication of hmSAM parts and structures only permits programmable magnetic direction with a constant magnetic density. Also, the existing designs rely on the brute-force approach to generate the assignment of magnetization direction distribution, which can only produce intuitional deformations. These two factors greatly limit the design space and the application potentials of hmSAMs. In this work, we introduce a voxel-encoding DIW printing method to program both the magnetic density and direction distributions during the hmSAM printing. The voxel-encoding DIW printing is then integrated with an evolutionary algorithm (EA)-based design strategy to achieve the desired magnetic actuation and motion with complex geometry variations and curvature distributions. With the new EA-guided voxel-encoding DIW printing technique, we demonstrate the functional hmSAMs that produce complicated shape morphing with desired curvature distributions for advanced applications such as biomimetic motions. These demonstrations indicate that the proposed EA-guided voxel-encoding DIW printing method can significantly broaden the application potentials of the hmSAMs.