Spatial Extrapolation of Early Room Impulse Responses with Noise-Robust Physics-Informed Neural Network

Izumi Tsunokuni, Gen Sato, Yusuke Ikeda, Yasuhiro Oikawa · IEICE Transactions on Fundamentals of Electronics Communications and Computer Sciences · 2024

This paper reports a spatial extrapolation of the sound field with a physics-informed neural network. We investigate the spatial extrapolation of the room impulse responses with physics-informed SIREN architecture. Furthermore, we proposed a noise-robust extrapolation method by introducing a tolerance term to the loss function.

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