论文标题
物理设计的新启发式
A New Heuristic for Physical Design
论文作者
论文摘要
在物理设计问题中,设计人员选择了某些物理参数的值,以优化结果字段。我们专注于每个物理设计参数是两个字段变量比率的特定情况。这种形式用于具有真实标量场,扩散型系统等的光子设计。我们表明,考虑到每个点最佳场的迹象,可以将这些问题简化为凸优化问题,因此在全球范围内有效解决。该观察结果表明了一种启发式,其中该领域的迹象迭代更新。这种启发式方法似乎在扩散型问题(包括热设计和电阻电路设计)和一些控制问题上具有良好的实践性能,同时在光子设计问题上表现出适度的性能。在许多实际情况下,我们还显示了全球最佳设计,其设计参数在域中的每个点最大化或最小化,即存在一个离散的全球最佳结构。
In a physical design problem, the designer chooses values of some physical parameters, within limits, to optimize the resulting field. We focus on the specific case in which each physical design parameter is the ratio of two field variables. This form occurs for photonic design with real scalar fields, diffusion-type systems, and others. We show that such problems can be reduced to a convex optimization problem, and therefore efficiently solved globally, given the sign of an optimal field at every point. This observation suggests a heuristic, in which the signs of the field are iteratively updated. This heuristic appears to have good practical performance on diffusion-type problems (including thermal design and resistive circuit design) and some control problems, while exhibiting moderate performance on photonic design problems. We also show in many practical cases there exist globally optimal designs whose design parameters are maximized or minimized at each point in the domain, i.e., that there is a discrete globally optimal structure.