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Novel Methods for Sensing Acoustical Emissions From the Knee for Wearable Joint Health Assessment

机译:感知膝盖发出的可穿戴关节健康评估的新方法

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Objective: We present the framework for wearable joint rehabilitation assessment following musculoskeletal injury. We propose a multimodal sensing (i.e., contact based and airborne measurement of joint acoustic emission) system for at-home monitoring. Methods: We used three types of microphones—electret, MEMS, and piezoelectric film microphones—to obtain joint sounds in healthy collegiate athletes during unloaded flexion/extension, and we evaluated the robustness of each microphone's measurements via: 1) signal quality and 2) within-day consistency. Results: First, air microphones acquired higher quality signals than contact microphones (signal-to-noise-and-interference ratio of 11.7 and 12.4 dB for electret and MEMS, respectively, versus 8.4 dB for piezoelectric). Furthermore, air microphones measured similar acoustic signatures on the skin and 5 cm off the skin (∼4.5× smaller amplitude). Second, the main acoustic event during repetitive motions occurred at consistent joint angles (intra-class correlation coefficient ICC(1, 1) = 0.94 and ICC(1, k) = 0.99). Additionally, we found that this angular location was similar between right and left legs, with asymmetry observed in only a few individuals. Conclusion: We recommend using air microphones for wearable joint sound sensing; for practical implementation of contact microphones in a wearable device, interface noise must be reduced. Importantly, we show that airborne signals can be measured consistently and that healthy left and right knees often produce a similar pattern in acoustic emissions. Significance: These proposed methods have the potential for enabling knee joint acoustics measurement outside the clinic/lab and permitting long-term monitoring of knee health for patients rehabilitating an acute knee joint injury.
机译:目的:我们提出了肌肉骨骼损伤后可穿戴关节康复评估的框架。我们提出了一种用于在家中监听的多模式传感(即基于接触的联合声发射的空中测量)系统。方法:我们使用三种类型的麦克风(驻极体,MEMS和压电薄膜麦克风)在健康的大学生运动员弯曲/伸展空载时获得关节声音,并通过以下方法评估了每个麦克风的测量的稳健性:1)信号质量和2)日内一致性。结果:首先,空中麦克风比接触麦克风获得更高质量的信号(驻极体和MEMS的信噪比分别为11.7和12.4 dB,而压电为8.4 dB)。此外,空气传声器在皮肤上和离皮肤5厘米处(振幅约4.5倍)测量了相似的声学特征。其次,重复运动期间的主要声音事件以一致的关节角度发生(类内相关系数ICC(1,1)= 0.94和ICC(1,k)= 0.99)。此外,我们发现左右腿之间的角度位置相似,只有少数人观察到不对称。结论:我们建议使用空气麦克风进行可穿戴的关节声音感应;为了在可穿戴设备中实际实现接触式麦克风,必须降低接口噪声。重要的是,我们表明可以连续测量机载信号,并且健康的左右膝盖通常会在声发射中产生相似的模式。启示:这些提议的方法具有在诊所/实验室外进行膝关节声学测量的潜力,并可以长期监测膝盖健康,以恢复急性膝关节损伤的患者。

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