适应性规范化光谱减小用于稳定不良条件的骨导向语音信号
Kanwar Muhammad Afaq1, Ammar Amjad2, Li-Chia Tai2
1Department of Computer Science and Information Engineering, Chang Gung University, Taoyuan, Taiwan.
PeerJ. Computer science
|June 26, 2025
概括
一种新的规范化光谱减小 (RSR) 方法通过减少频率范围和提高线性预测 (LP) 精度来改善骨导向 (BC) 语音分析. 这种技术在具有挑战性的环境中为BC语音处理提供了更好的性能.
科学领域:
- 信号处理 信号处理
- 声学 声学 在声学方面
- 生物医学工程 生物医学工程
背景情况:
- 骨传导 (BC) 语音信号由于频率范围广泛而存在分析挑战,导致数值和线性预测 (LP) 方法的不良条件.
- 在BC语音信号中自身价值的扩散使传统分析技术的稳定性和准确性变得复杂.
研究的目的:
- 为改进BC语音信号分析引入一种新的规范化光谱减小 (RSR) 方法.
- 通过解决固有值扩散,提高BC语音线性预测 (LP) 的稳定性和准确性.
主要方法:
- 开发了一种基于正规化最小平方 (RLS) 框架的正规化光谱减小 (RSR) 方法.
- 在RSR方法中实现了规范化参数的代微调.
- 压缩了BC语音信号的频率范围,以减少自身值的扩散.
主要成果:
- 与现有技术相比,RSR方法证明了优越的自身值压缩.
- 显著提高了线性预测 (LP) 分析对合成和真实BC语音数据的准确性.
- 验证了RSR在提高BC语音分析强度方面的有效性.
结论:
- 拟议的RSR方法有效地克服了BC语音分析中的不良条件问题.
- RSR提供了一种更准确和更强大的方法来对BC语音信号的LP分析.
- 这种进步在助听器,语音识别和扬声器识别系统中具有潜在的应用,特别是在杂的环境中.
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