Inverse filter of sound reproduction systems using regularization
Inverse filter of sound reproduction systems using regularization
We present a very fast method for calculating an inverse filter for audio reproduction system. The proposed method of FFT-based inverse filter design, which combines the well-known principles of least squares optimization and regularization, can be used for inverting systems comprising any number of inputs and outputs. The method was developed for the purpose of designing digital filters for multi-channel sound reproduction. It is typically several hundred times faster than a conventional steepest descent algorithm implemented in the time domain. A matrix of causal inverse FIR (finite impulse response) filters is calculated by optimizing the performance of the filters at a large number of discrete frequencies. Consequently, this deconvolution method is useful only when it is feasible in practice to use relatively long inverse filters. The circular convolution effect in the time domain is controlled by zeroth-order regularization of the inversion problem. It is necessary to set the regularization parameter β to an appropriate value, but the exact value of β is usually not critical. For single-channel systems, a reliable numerical method for determining β without the need for subjective assessment is given. The deconvolution method is based on the analysis of a matrix of exact least squares inverse filters. The positions of the poles of those filters are shown to be particularly important.
Digital filter, Inverse filter, Regularization, Stereo dipole, Transaural system
809-820
Tokuno, Hironori
560b8498-b15d-4c15-a2e7-0935c83876c4
Kirkeby, Ole
aac71fe8-acd1-48a1-9d26-f8de12b45443
Nelson, Philip A.
5c6f5cc9-ea52-4fe2-9edf-05d696b0c1a9
Hamada, Hareo
63a6b688-1872-403b-96d4-0d632a098793
2 May 1997
Tokuno, Hironori
560b8498-b15d-4c15-a2e7-0935c83876c4
Kirkeby, Ole
aac71fe8-acd1-48a1-9d26-f8de12b45443
Nelson, Philip A.
5c6f5cc9-ea52-4fe2-9edf-05d696b0c1a9
Hamada, Hareo
63a6b688-1872-403b-96d4-0d632a098793
Tokuno, Hironori, Kirkeby, Ole, Nelson, Philip A. and Hamada, Hareo
(1997)
Inverse filter of sound reproduction systems using regularization.
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, E80-A (5), .
Abstract
We present a very fast method for calculating an inverse filter for audio reproduction system. The proposed method of FFT-based inverse filter design, which combines the well-known principles of least squares optimization and regularization, can be used for inverting systems comprising any number of inputs and outputs. The method was developed for the purpose of designing digital filters for multi-channel sound reproduction. It is typically several hundred times faster than a conventional steepest descent algorithm implemented in the time domain. A matrix of causal inverse FIR (finite impulse response) filters is calculated by optimizing the performance of the filters at a large number of discrete frequencies. Consequently, this deconvolution method is useful only when it is feasible in practice to use relatively long inverse filters. The circular convolution effect in the time domain is controlled by zeroth-order regularization of the inversion problem. It is necessary to set the regularization parameter β to an appropriate value, but the exact value of β is usually not critical. For single-channel systems, a reliable numerical method for determining β without the need for subjective assessment is given. The deconvolution method is based on the analysis of a matrix of exact least squares inverse filters. The positions of the poles of those filters are shown to be particularly important.
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Published date: 2 May 1997
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Copyright:
Copyright 2017 Elsevier B.V., All rights reserved.
Keywords:
Digital filter, Inverse filter, Regularization, Stereo dipole, Transaural system
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Local EPrints ID: 468783
URI: http://eprints.soton.ac.uk/id/eprint/468783
ISSN: 0916-8508
PURE UUID: cf9d0c0f-2b3d-40dc-a7d7-cc2ff177da70
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Date deposited: 25 Aug 2022 17:17
Last modified: 23 Feb 2023 02:31
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Contributors
Author:
Hironori Tokuno
Author:
Ole Kirkeby
Author:
Hareo Hamada
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