### Abstract

This seminar deals with the application of neural operators to real-world problems. We will explore the broad field of neural operators (integrating past seminars into a broader picture), showcase the Continuiti framework for fast and elegant implementation of neural operators, and explore how these techniques can be applied in acoustics. In acoustics, solving inverse problems or optimizing meta-materials are tasks often too expensive using conventional approaches. Two examples, a pulsating sphere and so-called sonic crystals will be examined to showcase their capabilities in this area of research.

continuiti: Learning Function Operators with Neural Networks