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Convention Paper

Spatial Quality Measure for Mixed-phase Impulse Response Equalization

Authors: Bharitkar, Sunil; Decanio, William

Convention Paper · Paper 10258 · May 2026

Abstract

Mixed-phase impulse response equalization can improve magnitude and phase response, but conventional objectives such as mean-squared error (MSE) can favor solutions that introduce objectionable temporal artifacts, including pre-echo and extended post-echo ringing. This paper proposes a Spatial Equalization Quality Measure (SEQM) to select a mixed-phase equalization filter that better controls these artifacts while remaining computationally simple and applicable across multiple listening positions. SEQM combines (i) a temporal-domain metric that penalizes
energy preceding the main pulse of an impulse response and energy persisting after it, while also accounting for the decay rate of the post-response tail, with (ii) a spatial aggregation rule that summarizes quality across measurement positions. We use SEQM to select the modeling delay for mixed-phase finite-impulse-response (FIR) equalization and to compare mixed-phase FIR designs with minimum-phase FIR and IIR alternatives under a common multi-position measurement framework. Experiments using semi-anechoic measurements across 34 spatial positions for two loudspeakers show that SEQM consistently selects substantially shorter delays than MSE-based selection and yields impulse responses with reduced pre-echo and faster post-response decay, while maintaining comparable frequency-response equalization. These results suggest that SEQM is a practical objective tool for designing multi-position mixed-phase equalization filters.

Details

AES Convention
160
Paper number
10258
Publication date
May 28, 2026
Session subject
Audio Processing
Affiliation
Digital Media Solutions, Audio Lab, Samsung Research America; Digital Media Solutions, Audio Lab, Samsung Research America (See document for exact affiliation information.)
Type
Convention Paper