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Investigating the perceptual effects of multi-rate stimulation in cochlear implants and the development of a tuned multi-rate sound processing strategy.

机译:研究在人工耳蜗中多速率刺激的知觉效果,并开发一种调谐的多速率声音处理策略。

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摘要

It is well established that cochlear implants (CIs) are able to provide many users with excellent speech recognition ability in quiet conditions; however, the ability to correctly identify speech in noisy conditions or appreciate music is generally poor for implant users with respect to normal-hearing listeners. This discrepancy has been hypothesized to be in part a function of the relative decrease in spectral information available to implant users [1, 2]. One method that has been proposed for increasing the amount of spectral information available to CI users is to include time-varying stimulation rate in addition to changes in the place of stimulation. However, previous implementations of multi-rate strategies have failed to result in an improvement in speech recognition over the clinically available, fixed-rate strategies [3,4]. It has been hypothesized that this lack of success was due to a failure to consider the underlying perceptual responses to multi-rate stimulation.;In this work, psychophysical experiments were implemented with the goal of achieving a better understanding of the interaction of place and rate of stimulation and the effects of duration and context on CI listeners' ability to detect changes in stimulation rate. Results from those experiments were utilized in the implementation of a tuned multi-rate sound processing strategy for implant users in order to potentially "tune" multi-rate strategies and improve speech recognition performance.;In an acute study with quiet conditions, speech recognition performance with a tuned multi-rate implementation was better than performance with a clinically available, fixed-rate strategy, although the difference was not statistically significant. These results suggest that utilizing time-varying pulse rates in a subject-specific implementation of a multi-rate algorithm may offer improvements in speech recognition over clinically available strategies. A longitudinal study was also performed to investigate the potential benefit from training to speech recognition. General improvements in speech recognition ability were observed as a function of time; however, final scores with the tuned multi-rate algorithm never surpassed performance with the fixed-rate algorithm for noisy conditions.;The ability to improve upon speech recognition scores for quiet conditions with respect to the fixed-rate algorithm suggests that using time-varying stimulation rates potentially provides additional, usable information to listeners. However, performance with the fixed-rate algorithm proved to be more robust to noise, even after three weeks of training. This lack of robustness to noise may be in part a result of the frequency estimation technique used in the multi-rate strategy, and thus more sophisticated techniques for real-time frequency estimation should be explored in the future.
机译:众所周知,人工耳蜗(CI)能够在安静条件下为许多用户提供出色的语音识别能力;然而,对于植入物使用者而言,相对于正常听者而言,在嘈杂条件下正确识别语音或欣赏音乐的能力通常较差。据推测,这种差异部分是由于植入用户可利用的光谱信息相对减少所致[1,2]。已提出的一种增加CI用户可用频谱信息量的方法是,除了改变刺激位置之外,还包括随时间变化的刺激速率。然而,先前的多速率策略的实施未能导致语音识别优于临床可用的固定速率策略[3,4]。据推测,这种失败的原因是由于未能考虑对多速率刺激的潜在知觉反应。;在这项工作中,进行了心理物理实验,目的是更好地理解位置和速率之间的相互作用。刺激以及持续时间和情境对CI听众检测刺激率变化的能力的影响。这些实验的结果被用于植入用户的调谐多速率声音处理策略的实施,以潜在地“调整”多速率策略并改善语音识别性能。;在安静环境下进行的急性研究中,语音识别性能调整后的多速率实施比采用临床上可用的固定速率策略的性能要好,尽管差异在统计上并不显着。这些结果表明,在多速率算法的特定于对象的实现中利用时变脉冲速率可能会提供优于临床可用策略的语音识别功能。还进行了一项纵向研究,以研究从训练到语音识别的潜在好处。语音识别能力的总体提高是时间的函数;但是,对于嘈杂的条件,使用调优多速率算法的最终得分永远不会超过固定速率算法的性能。相对于固定速率算法,针对安静条件提高语音识别得分的能力表明,使用时变刺激率可能会为听众提供其他有用的信息。但是,即使经过三周的训练,使用固定速率算法的性能也被证明对噪声更鲁棒。这种对噪声的鲁棒性缺乏可能部分是由于多速率策略中使用的频率估计技术的结果,因此将来应探索更复杂的实时频率估计技术。

著录项

  • 作者

    Stohl, Joshua Simeon.;

  • 作者单位

    Duke University.;

  • 授予单位 Duke University.;
  • 学科 Engineering Electronics and Electrical.
  • 学位 Ph.D.
  • 年度 2009
  • 页码 207 p.
  • 总页数 207
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 无线电电子学、电信技术;
  • 关键词

  • 入库时间 2022-08-17 11:37:39

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