IEEE Trans Haptics. 2020 Oct-Dec;13(4):818-824. doi: 10.1109/TOH.2020.2985962. Epub 2020 Dec 25.
Sensory substitution by electrotactile stimulation has been widely investigated for improving the functionality of human-machine interfaces. Few studies, however, have objectively compared different ways in which such systems can be implemented. In this study, we compare encoding of a feedback variable in stimulation pulse width or stimulation frequency during a closed-loop control task. Specifically, participants were asked to track a predefined pseudorandom trajectory using a joystick with electrotactile feedback as the only indication of the tracking error. Each participant performed eight 90 s trials per encoding scheme. Tracking performance using frequency modulation enabled lower tracking error (RMSE: Frequency modulation: 0.27 ± 0.03; Pulse width modulation: 0.31 ± 0.05; p < 0.05) and a higher correlation with the target trajectory (Frequency modulation: 83.4 ± 4.1%; Pulse width modulation: 79.8 ± 5.2%; p < 0.05). There was no significant improvement in performance over the eight trials. Furthermore, frequency-domain analysis revealed that frequency modulation was characterized with a higher gain at lower error frequencies. In summary, the results indicate that encoding of feedback variables in the frequency of pulses enables better control than pulse width modulation in closed-loop dynamic tasks.
电触觉刺激的感觉替代已被广泛研究,以提高人机界面的功能。然而,很少有研究客观比较了这些系统可以实现的不同方式。在这项研究中,我们比较了在闭环控制任务中,通过刺激脉冲宽度或刺激频率对反馈变量进行编码。具体来说,参与者被要求使用带有电触觉反馈的操纵杆跟踪预定义的随机轨迹,作为跟踪误差的唯一指示。每个参与者在每个编码方案下进行了 8 次 90 秒的试验。使用频率调制进行跟踪可实现更低的跟踪误差(RMSE:频率调制:0.27 ± 0.03;脉冲宽度调制:0.31 ± 0.05;p < 0.05),并且与目标轨迹的相关性更高(频率调制:83.4 ± 4.1%;脉冲宽度调制:79.8 ± 5.2%;p < 0.05)。在八次试验中,性能没有明显提高。此外,频域分析表明,频率调制的特征是在较低的误差频率下具有更高的增益。总之,结果表明,在闭环动态任务中,脉冲频率对反馈变量进行编码比脉冲宽度调制能实现更好的控制。