IEEE Trans Biomed Circuits Syst. 2018 Oct;12(5):1155-1164. doi: 10.1109/TBCAS.2018.2839184. Epub 2018 Jul 3.
This study proposed a novel sensing method of 3-D contact force at a fingertip by using a photoplethysmogram (PPG) device on the proximal part of a finger. The proposed system detects nonpulsatile and pulsatile components of PPG signals from both sides of the proximal part, extracts 16 feature values related to the contact force, and estimates the 3-D force by using a multiple linear regression model. In the validation experiments, the participants wore a PPG device at the proximal parts of their index fingers and applied a contact force at the fingertips for the 11 types of touch actions. The results indicated that satisfactory agreements are observed between the system outputs and the reference forces by the calibrated force sensor. Moreover, the results revealed that the most effective number of feature values corresponded to six for the higher reproducible sensing. Although the development of the effective calibration method is expected to increase robustness, we realized that the proposed method can potentially be used for a 3-D input user interface.
本研究提出了一种新颖的基于指节近端光电体积描记图(PPG)设备的三维指尖接触力感知方法。该系统从指节近端两侧检测 PPG 信号的非脉动和脉动分量,提取与接触力相关的 16 个特征值,并使用多元线性回归模型估算三维力。在验证实验中,参与者在食指近端佩戴 PPG 设备,并在指尖施加接触力进行 11 种触摸动作。结果表明,系统输出与经过校准的力传感器的参考力之间存在较好的一致性。此外,结果表明,对于更高重复性的传感,六个特征值是最有效的数量。尽管需要开发有效的校准方法来提高鲁棒性,但我们意识到,所提出的方法可能可用于三维输入用户界面。