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Using Kalman Filter to Process Auditory Brainstem Responses in Subjects with Normal Hearing

机译:使用卡尔曼滤波处理听力正常的听觉脑干反应

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Auditory brainstem response (ABR) audiometry is a widely used tool for detecting hearing loss. The ABR is generated within the first 10-15 ms in the brainstem as responses to external sound stimulations following the stimulus onset. However, due to the small amplitude of the ABR signal, a large number of repeated averaging trials are usually needed to obtain meaningful ABR waveform, leading to long time consumption in the clinical practices. The subjects need to be sedated in special cases to keep them still for the long recording time. In this study, the method of Kalman filter was used to adaptively separate noises from ABR signals so that less trials were necessary to improve the efficiency. The performance of the Kalman filter method was compared with the traditional averaging methods under different conditions. The results showed that Kalman filter could obtain reliable ABR waveforms by wisely filtering out noises with a reduced number of repeated trials as less as 500 times, and the morphology converged to a smooth and clean curve as the number of trials increased. The study showed that the Kalman filter might provide a useful tool to improve the efficiency and signal quality of the ABR measurements.
机译:听性脑干反应(ABR)听力测验是检测听力损失的一种广泛使用的工具。 ABR在脑干的前10-15毫秒内生成,作为对刺激开始后对外部声音刺激的响应。但是,由于ABR信号的幅度较小,通常需要进行大量重复的平均试验才能获得有意义的ABR波形,从而导致临床实践中耗时较长。在特殊情况下,需要对受试者进行镇静,以使其长时间保持静止。在这项研究中,卡尔曼滤波器的方法被用来自适应地从ABR信号中分离出噪声,因此需要进行较少的试验来提高效率。将卡尔曼滤波方法的性能与传统的平均方法在不同条件下的性能进行了比较。结果表明,卡尔曼滤波器可以通过明智地滤除噪声而获得可靠的ABR波形,减少重复次数不超过500次,并且随着次数的增加,形态逐渐收敛为平滑,干净的曲线。研究表明,卡尔曼滤波器可能为提高ABR测量的效率和信号质量提供有用的工具。

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