arXiv:2606.18564cs.SDeess.SP2026-06被引 1

用参考信号消除立体声录音中的真实列车噪声,效果显著。

Reference-Based Recursive Least-Squares Mitigation of Real Interference in Stereo Audio Recordings

论文配图:Reference-Based Recursive Least-Squares Mitigation of Real Interference in Stereo Audio Recordings
图 1 · 摘自论文原文
  • 基于多参考递归最小二乘法,利用相关参考信号估计并消除干扰
  • 干扰相关性降低至0.011–0.016,相关比下降30.6–34.1 dB
  • 适用于有可用参考信号的现场音频降噪,如铁路环境录音

针对受真实列车噪声和环境背景噪声污染的立体声录音,评估了基于参考信号的自适应干扰消除方法。观测信号建模为干净立体声节目与外部声源通过未知传播路径产生的叠加干扰。使用另一组滤波后的同一物理噪声源的立体声记录作为多参考递归最小二乘(RLS)估计器的参考输入。估计出的列车干扰成分从含噪音频中减去,并经由有限冲激响应低通后置滤波器处理。三段74.01秒、采样率为11.025 kHz的真实音频序列在相同算法参数下处理。由于缺乏干净真值,性能通过无参考指标评估:波形行为、Welch谱估计、RMS变化及残差与参考信号的归一化相关性。当每参考通道设30抽头、15个反因果抽头、遗忘因子为0.999时,参考相关性由处理前的0.386–0.832降至0.011–0.016,对应相关比降低约30.6–34.1 dB;输出RMS下降1.8–4.8 dB,依段落与立体声通道而异。结果表明,只要有相关参考信号,真实列车干扰(包括环境声学效应)可被显著抑制。

原文摘要 · Abstract (English)

Reference-based adaptive interference cancellation is evaluated for stereo audio recordings corrupted by real train noise and environmental background. The observed signal is modeled as a clean stereo program contaminated by an additive disturbance generated by an external acoustic source through unknown propagation paths. A second stereo recording, representing another filtered observation of the same physical noise source, is used as the reference input of a multi-reference recursive least-squares (RLS) estimator. The estimated train-interference component is subtracted from the noisy audio and followed by a finite-impulse-response low-pass postfilter. Three 74.01 s real audio sequences sampled at 11.025 kHz are processed under identical algorithmic parameters. Since clean ground truth is not available, performance is assessed with no-reference indicators: waveform behavior, Welch spectral estimates, RMS change, and residual normalized correlation with the reference. With 30 taps per reference channel, 15 anti-causal taps, and forgetting factor 0.999, the maximum reference correlation is reduced from 0.386--0.832 before processing to 0.011--0.016 after processing. The corresponding correlation-ratio reduction is approximately 30.6--34.1 dB, while the output RMS decreases by 1.8--4.8 dB depending on section and stereo channel. The results demonstrate that real train interference, including environmental acoustic effects, can be substantially attenuated when a correlated reference recording is available.

音频降噪自适应滤波参考信号立体声

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