Robust Fractional-Order-Based Von Mises Subband Adaptive Filtering for Feedback Cancellation in Hearing Aids

IF 5.2 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Vanitha Devi R;Vasundhara
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引用次数: 0

Abstract

The issue of acoustic feedback poses a consistent challenge in the context of hearing aids since it imposes restrictions on the attainable amplification levels and has the potential to significantly diminish the perceptual audio quality through the generation of whistling sounds. In recent studies, researchers have employed delay-less multiband structured band-wise acoustic feedback alleviation techniques for hearing aids. However, the resilience of this system in the existence of non-Gaussian noise has yet to be thoroughly addressed. To tackle this matter, a robust and new cost function has been introduced based on the modification of the von Mises distribution with a scaling parameter. In addition, fractional lower-order models provide resilience to heavy-tailed distributions, enhanced precision, heightened versatility and suitability for diverse data formats. In light of this viewpoint, a robust fractional order von Mises-based subband acoustic feedback compensation technique is introduced for hearing aids. The method’s efficacy has been evaluated by computer simulations involving speech and music signals at various signal-to-noise ratio (SNR) levels. The evaluation results show 2–3 dB decrease in misalignment and 2–3 dB enhancement in added stable gain in contrast to prior methodologies. Moreover, perceptual evaluation of speech quality and hearing aid speech quality indexes have been improved by $\approx ~2$ % and $\approx ~10$ % respectively as employed with the proposed technique.
基于分数阶的Von Mises子带自适应滤波在助听器中的应用
声学反馈问题对助听器的使用构成了持续的挑战,因为它限制了可达到的放大水平,并且有可能通过产生呼啸声而显著降低感知音频质量。在最近的研究中,研究人员采用了无延迟的多波段结构带向声反馈缓解技术用于助听器。然而,该系统在非高斯噪声存在下的恢复能力尚未得到彻底解决。为了解决这个问题,引入了一个鲁棒的新成本函数,该函数基于对von Mises分布的修正,并带有缩放参数。此外,分数阶低阶模型提供了对重尾分布的弹性、更高的精度、更高的通用性和对不同数据格式的适用性。基于这一观点,提出了一种基于分数阶von mises的助听器子带声反馈补偿技术。通过不同信噪比(SNR)水平下的语音和音乐信号的计算机模拟,评估了该方法的有效性。评估结果表明,与先前的方法相比,失调降低了2-3 dB,增加的稳定增益提高了2-3 dB。此外,使用该技术,语音质量的感知评价和助听器语音质量指标分别提高了$\约2$ %和$\约10$ %。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Circuits and Systems I: Regular Papers
IEEE Transactions on Circuits and Systems I: Regular Papers 工程技术-工程:电子与电气
CiteScore
9.80
自引率
11.80%
发文量
441
审稿时长
2 months
期刊介绍: TCAS I publishes regular papers in the field specified by the theory, analysis, design, and practical implementations of circuits, and the application of circuit techniques to systems and to signal processing. Included is the whole spectrum from basic scientific theory to industrial applications. The field of interest covered includes: - Circuits: Analog, Digital and Mixed Signal Circuits and Systems - Nonlinear Circuits and Systems, Integrated Sensors, MEMS and Systems on Chip, Nanoscale Circuits and Systems, Optoelectronic - Circuits and Systems, Power Electronics and Systems - Software for Analog-and-Logic Circuits and Systems - Control aspects of Circuits and Systems.
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