Interdisciplinary Graduate School of Science and Technology, Shinshu University, 3-15-1 Tokida, Ueda, Nagano 386-8567, Japan.
Graduate School of Engineering Science, Osaka University, 1-3 Machikaneyama, Toyonaka, Osaka 560-8531, Japan.
Sensors (Basel). 2019 Aug 6;19(15):3441. doi: 10.3390/s19153441.
We intend to develop earphone-type wearable devices to measure occlusal force by measuring ear canal movement using an ear sensor that we developed. The proposed device can measure occlusal force during eating. In this work, we simultaneously measured the ear canal movement (ear sensor value), the surface electromyography (EMG) of the masseter muscle and the occlusal force six times from five subjects as a basic study toward occlusal force meter development. Using the results, we investigated the correlation coefficient between the ear sensor value and the occlusal force, and the partial correlation coefficient between ear sensor values. Additionally, we investigated the average of the partial correlation coefficient and the absolute value of the average for each subject. The absolute value results indicated strong correlation, with correlation coefficients exceeding 0.9514 for all subjects. The subjects showed a lowest partial correlation coefficient of 0.6161 and a highest value of 0.8286. This was also indicative of correlation. We then estimated the occlusal force via a single regression analysis for each subject. Evaluation of the proposed method via the cross-validation method indicated that the root-mean-square error when comparing actual values with estimates for the five subjects ranged from 0.0338 to 0.0969.
我们旨在开发一种耳机式可穿戴设备,通过使用我们开发的耳传感器测量耳道运动来测量咬合力度。该设备可以在进食时测量咬合力度。在这项工作中,我们同时从五个受试者中测量了耳道运动(耳传感器值)、咀嚼肌表面肌电图(EMG)和咬合力度六次,作为开发咬合力度计的基础研究。使用这些结果,我们研究了耳传感器值与咬合力度之间的相关系数,以及耳传感器值之间的部分相关系数。此外,我们还研究了每个受试者的部分相关系数平均值和平均值的绝对值。绝对值结果表明具有很强的相关性,所有受试者的相关系数都超过 0.9514。受试者的最小部分相关系数为 0.6161,最大为 0.8286。这也表明存在相关性。然后,我们通过对每个受试者进行单一回归分析来估计咬合力度。通过交叉验证方法对所提出方法的评估表明,五个受试者的实际值与估计值之间的均方根误差范围为 0.0338 到 0.0969。