Optimization of low frequency sound reproduction in enclosed space
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Typ
Examensarbete för masterexamen
Master's Thesis
Master's Thesis
Modellbyggare
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Sammanfattning
Achieving accurate low-frequency reproduction in enclosed spaces is notoriously difficult,
as standing waves and modal resonances introduce significant peaks, dips, and
extended decay times in the bass range. This thesis presents a multi-loudspeaker
corrective strategy that employs adaptive filtering to mitigate these issues, focusing
on the 20–100 Hz region where modal effects are most pronounced. By iteratively refining
digital filters using a Least Mean Squares (LMS) algorithm, each loudspeaker
compensates for problematic resonances, thereby improving the overall frequency
response and reducing spatial variability.
The methodology is validated through both virtual and real-world evaluations. In
simulations based on modal summation, the proposed approach demonstrates substantial
reductions in modal peaks and ringing, establishing an idealized benchmark.
Subsequent experiments in an actual listening environment confirm that LMS-based
filters effectively smooth out low-frequency irregularities caused by the primary loudspeaker,
although the integration of multiple sources highlights challenges related to
phase alignment, overlapping modes, and precise calibration requirements. Despite
these complexities, the results underscore the viability of multi-loudspeaker adaptive
filtering for localized modal compensation, pointing to future avenues such as fully
joint multi-channel optimization and machine learning–based filter tuning. Overall,
this work advances the development of adaptive room correction systems by illustrating
both the benefits and constraints of a self-optimizing, low-frequency–focused
design.
Beskrivning
Ämne/nyckelord
room acoustics, low-frequency correction, multi-loudspeaker, itterative filtering, LMS algorithm, room modes analysis, sound reproduction