Litcius/Paper detail

Steady-State Performance Analysis of the Distributed FxLMS Algorithm for Narrowband ANC System With Frequency Mismatch

Jing Chen, Ming Wu, Chen Gong, Xiaolin Wang, Jun Yang

2022IEEE Signal Processing Letters18 citationsDOI

Abstract

Distributed narrowband active noise control (NANC) systems using diffusion filtered-x least mean square (FxLMS) algorithm can effectively suppress the low-frequency periodic noise generated by rotating machinery. The computational burden is dispersed among the nodes over the acoustic sensor networks. The frequency of the reference signal is usually identified by a non-acoustic sensor in a NANC system. However, the frequency of the reference signal will be different from the primary noise frequency due to inevitable aging and fatigue accumulation and the control performance of NANC degrades considerably. This phenomenon is referred to as frequency mismatch (FM). In this letter, we analyze the performance degradation of the diffusion FxLMS algorithm due to FM in an NANC system. A theoretical model of the diffusion FxLMS algorithm in the presence of FM is derived based on the equivalent transfer function approach. Extensive simulations are performed to confirm the validity of the theoretical analysis.

Topics & Concepts

NarrowbandLeast mean squares filterTransfer functionNoise (video)Active noise controlComputer scienceAlgorithmDiffusionAutomatic frequency controlSIGNAL (programming language)Control theory (sociology)Adaptive filterAcousticsNoise reductionTelecommunicationsPhysicsEngineeringControl (management)Artificial intelligenceThermodynamicsProgramming languageElectrical engineeringImage (mathematics)Advanced Adaptive Filtering TechniquesSpeech and Audio ProcessingAcoustic Wave Phenomena Research