We propose an accurate numerical scheme for approximating the solution of the two dimensional acoustic wave problem. We use machine learning to find a stencil suitable even in the presence of high wavenumbers. The proposed scheme incorporates physically informed elements from the field of optimized numerical schemes into a convolutional optimization machine learning algorithm.

翻译：我们提出一个精确的数字方案,以接近两个维声波问题的解决方案。 我们用机器学习找到一个即使在高波数情况下也适合的电流。 拟议的方案将最佳数字方案领域的实际知情要素纳入进化优化机学习算法中。