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Dongyuan Shi

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Preprint Jul 2026

Model-Agnostic Meta-Learning Initialization for Distributed Multichannel Active Noise Control

A model-agnostic meta-learning (MAML) based initialization strategy for DMCANC that achieves substantially faster convergence and improved noise reduction performance compared with conventional DMCANC, highlighting the potential of MAML initialization as an effective method for large-scale ANC.

Xiaoyi Shen, Junwei Ji, Woon-seng Gan et al. · 0 citations
Preprint Aug 2026

Deep Learning-Based Active Trim Panels for Enhanced Aircraft Interior Noise Control

A temperature-perceptive SFANC (TP-SFANC) approach is proposed that employs a lightweight one-dimensional convolutional neural network (1D CNN) trained using a multi-task learning strategy to dynamically select the optimal control filter.

Boxiang Wang, M. Misol, Zheng-wu Luo et al. · 2 citations