What is behind the meta-learning initialization of adaptive filter?—a naive method for accelerating convergence of adaptive multichannel active noise control

D Shi, W Gan, X Shen, Z Luo, J Ji - Neural Networks, 2024 - Elsevier
Active noise control (ANC) is a typical signal-processing technique that has recently been
utilized extensively to combat the urban noise problem. Although numerous advanced …

Active noise control in the new century: The role and prospect of signal processing

D Shi, B Lam, WS Gan, J Cheer… - INTER-NOISE and …, 2023 - ingentaconnect.com
Since Paul Leug's 1933 patent application for a system for the active control of sound, the
field of active noise control (ANC) has not flourished until the advent of digital signal …

Low-latency active noise control using attentive recurrent network

H Zhang, A Pandey - IEEE/ACM transactions on audio …, 2023 - ieeexplore.ieee.org
Processing latency is a critical issue for active noise control (ANC) due to the causality
constraint of ANC systems. This paper addresses low-latency ANC in the context of deep …

Gfanc-rl: Reinforcement learning-based generative fixed-filter active noise control

Z Luo, H Ma, D Shi, WS Gan - Neural Networks, 2024 - Elsevier
Abstract The recent Generative Fixed-filter Active Noise Control (GFANC) method achieves
a good trade-off between noise reduction performance and system stability. However …

[PDF][PDF] HAD-ANC: A Hybrid System Comprising an Adaptive Filter and Deep Neural Networks for Active Noise Control

JP Park, JH Choi, Y Kim… - Proceedings of the Annual …, 2023 - scholar.archive.org
Our study proposes a novel hybrid active noise control (ANC) system, called HAD-ANC, that
combines an adaptive filter with deep neural networks. HAD-ANC employs a cascade …

A Hybrid Deep-Online Learning Based Method for Active Noise Control in Wave Domain

D Wu, X Wu, T Qu - ICASSP 2024-2024 IEEE International …, 2024 - ieeexplore.ieee.org
The traditional feedback Active Noise Control (ANC) algorithms are built upon linear filters,
which leads to reduced performance when dealing with real-world noise. Deep learning …

ACTIVE AUDIO CANCELLATION WITH MULTI-BAND

M NETWORK - openreview.net
A novel deep learning approach for Active Audio Cancellation (AAC) is presented, which
surpasses traditional Active Noise Cancellation (ANC) by effectively canceling any audio …