We present TIDES, a text informed design approach for generating physically sound designs based on a textual description and a set of physical constraints. TIDES jointly optimizes structural (topology) and visual properties. A pre-trained text-image model is used to measure the design's visual alignment with a text prompt and a differentiable physics simulator is used to measure its physical performance. We evaluate TIDES on a series of structural optimization problems operating under different load and support conditions, at different resolutions, and experimentally in the lab by performing the 3-point bending test on 2D beam designs that are extruded and 3D printed. We find that it can jointly optimize the two objectives and return designs that satisfy engineering design requirements (compliance and density) while utilizing features specified by text.
翻译:本文提出TIDES(文本信息驱动设计方法),一种基于文本描述和物理约束集生成物理合理设计的文本信息驱动设计方法。TIDES 联合优化结构(拓扑)属性与视觉属性:通过预训练的文本-图像模型衡量设计与文本提示的视觉对齐度,并采用可微分物理模拟器评估其物理性能。我们在不同载荷与支撑条件下、不同分辨率的结构优化问题序列上评估 TIDES,同时通过实验室实验对经挤出与3D打印的二维梁设计进行三点弯曲测试。结果表明,该方法能够协同优化两个目标,在满足工程设计需求(柔度与密度)的同时,生成具备文本指定特征的设计方案。