Automated vibrational design and natural frequency tuning of multi-material structures

N. Cheney, E. Ritz, Hod Lipson
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引用次数: 9

Abstract

Natural frequency tuning is a vital engineering problem. Every structure has natural frequencies, where vibrational loading at nearby frequencies excite the structure. This causes the structure to resonate, oscillating until energy is dissipated through friction or structural failure. Examples of fragility and distress from vibrational loading include civil structures during earthquakes or aircraft rotor blades. Tuning the structure's natural frequencies away from these vibrations increases the structure's robustness. Conversely, tuning towards the frequencies caused by vibrations can channel power into energy harvesting systems. Despite its importance, natural frequency tuning is often performed ad-hoc, by attaching external vibrational absorbers to a structure. This is usually adequate only for the lowest ("fundamental") resonant frequencies, yet remains standard practice due to the unintuitive and difficult nature of the problem. Given Evolutionary Algorithms' (EA's) ability to solve these types of problems, we propose to approach this problem with the EA CPPN-NEAT to evolve multi-material structures which resonate at multiple desired natural frequencies without external damping. The EA assigns the material type of each voxel within the discretized space of the object's existing topology, preserving the object's shape and using only its material composition to shape its frequency response.
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多材料结构的自动振动设计与固有频率调谐
固有频率调谐是一个重要的工程问题。每个结构都有固有频率,附近频率的振动载荷激发结构。这导致结构产生共振,振荡,直到能量通过摩擦或结构失效消散。在地震或飞机旋翼叶片中的土木结构都是易碎和受振动载荷影响的例子。调整结构的固有频率,使其远离这些振动,增加了结构的稳健性。相反,向振动引起的频率调谐可以将能量引导到能量收集系统中。尽管它很重要,但固有频率调谐通常是通过在结构上附加外部振动吸收器来实现的。这通常只适用于最低(“基本”)谐振频率,但由于问题的不直观和困难性质,仍然是标准做法。考虑到进化算法(EA)解决这些类型问题的能力,我们建议用EA CPPN-NEAT来解决这个问题,以进化出在多个期望的固有频率下共振而没有外部阻尼的多材料结构。EA在物体现有拓扑的离散空间内分配每个体素的材料类型,保留物体的形状,并仅使用其材料组成来塑造其频率响应。
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