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Robust Pressure Matching with ATF Perturbation Constraints for Sound Field Control

Junqing Zhang, Liming Shi, Mads Græsbøll Christensen, Wen Zhang, Lijun Zhang, Jingdong Chen

2022ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)13 citationsDOI

Abstract

Sound field control systems deployed in room acoustic environments require knowing the acoustic channel impulse responses between the loudspeakers and matching microphones, which are challenging to estimate accurately due to perturbations caused by such factors as temperature changes and sensors’ position mismatches. To deal with this issue, a robust pressure matching algorithm is developed in this work where a perturbation term of the acoustic transfer function (ATF) is modeled as a Gaussian process, based on which an uncertainty constraint is applied to limit the impact of perturbation on pressure matching. This constrained problem is formulated as one of biconvex optimization, and a coordinate descent algorithm is adopted to estimate the optimal control filter. Simulations are performed and results show that the proposed method is able to achieve more accurate control as compared to the standard pressure matching algorithm in the presence of ATF perturbations.

Topics & Concepts

LoudspeakerTransfer functionPerturbation (astronomy)Sound pressureControl theory (sociology)Impulse responseAcousticsGaussianImpulse (physics)Computer scienceGradient descentGaussian processAlgorithmMathematicsPhysicsEngineeringMathematical analysisControl (management)Artificial intelligenceMachine learningQuantum mechanicsArtificial neural networkElectrical engineeringAdvanced Adaptive Filtering TechniquesSpeech and Audio ProcessingAcoustic Wave Phenomena Research