A source-position-dependent implicit neural representation for the directional weighting in a physics-constrained kernel enables sound field estimation that generalizes to unseen source positions without per-snapshot fine-tuning.
Experimental Setup To construct a dataset, synthetic room impulse responses (RIRs) are generated by using the image source method [31]
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Learning-based Physics-Constrained Neural Kernel for Sound Field Estimation With Source-Position-Dependent Directional Weighting
A source-position-dependent implicit neural representation for the directional weighting in a physics-constrained kernel enables sound field estimation that generalizes to unseen source positions without per-snapshot fine-tuning.