arXiv Open Access 2023

Kernel interpolation of acoustic transfer functions with adaptive kernel for directed and residual reverberations

Juliano G. C. Ribeiro Shoichi Koyama Hiroshi Saruwatari

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Abstrak

An interpolation method for region-to-region acoustic transfer functions (ATFs) based on kernel ridge regression with an adaptive kernel is proposed. Most current ATF interpolation methods do not incorporate the acoustic properties for which measurements are performed. Our proposed method is based on a separate adaptation of directional weighting functions to directed and residual reverberations, which are used for adapting kernel functions. Thus, the proposed method can not only impose constraints on fundamental acoustic properties, but can also adapt to the acoustic environment. Numerical experimental results indicated that our proposed method outperforms the current methods in terms of interpolation accuracy, especially at high frequencies.

Topik & Kata Kunci

eess.AS cs.SD

Penulis (3)

Juliano G. C. Ribeiro

Shoichi Koyama

Hiroshi Saruwatari

Format Sitasi

APA MLA BibTeX

Ribeiro, J.G.C., Koyama, S., Saruwatari, H. (2023). Kernel interpolation of acoustic transfer functions with adaptive kernel for directed and residual reverberations. https://arxiv.org/abs/2303.03869

Akses Cepat

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Informasi Jurnal

Tahun Terbit: 2023
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓