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听着,你在写作!通过动态听觉 BCI 提高在线拼写速度。

Listen, You are Writing! Speeding up Online Spelling with a Dynamic Auditory BCI.

机构信息

Machine Learning Laboratory, Berlin Institute of Technology Berlin, Germany.

出版信息

Front Neurosci. 2011 Oct 14;5:112. doi: 10.3389/fnins.2011.00112. eCollection 2011.

Abstract

Representing an intuitive spelling interface for brain-computer interfaces (BCI) in the auditory domain is not straight-forward. In consequence, all existing approaches based on event-related potentials (ERP) rely at least partially on a visual representation of the interface. This online study introduces an auditory spelling interface that eliminates the necessity for such a visualization. In up to two sessions, a group of healthy subjects (N = 21) was asked to use a text entry application, utilizing the spatial cues of the AMUSE paradigm (Auditory Multi-class Spatial ERP). The speller relies on the auditory sense both for stimulation and the core feedback. Without prior BCI experience, 76% of the participants were able to write a full sentence during the first session. By exploiting the advantages of a newly introduced dynamic stopping method, a maximum writing speed of 1.41 char/min (7.55 bits/min) could be reached during the second session (average: 0.94 char/min, 5.26 bits/min). For the first time, the presented work shows that an auditory BCI can reach performances similar to state-of-the-art visual BCIs based on covert attention. These results represent an important step toward a purely auditory BCI.

摘要

在听觉领域为脑机接口 (BCI) 呈现直观的拼写界面并不简单。因此,所有基于事件相关电位 (ERP) 的现有方法至少部分依赖于界面的可视化表示。本在线研究介绍了一种无需此类可视化的听觉拼写界面。在最多两个会话中,一组健康受试者(N=21)被要求使用文本输入应用程序,利用 AMUSE 范式(听觉多类空间 ERP)的空间线索。拼写器既依靠听觉刺激,也依靠核心反馈。在没有 BCI 经验的情况下,76%的参与者在第一次会议期间能够写出一个完整的句子。通过利用新引入的动态停止方法的优势,在第二次会议期间可以达到 1.41 个字符/分钟(7.55 位/分钟)的最大书写速度(平均:0.94 个字符/分钟,5.26 位/分钟)。本研究首次表明,听觉 BCI 可以达到与基于内隐注意的最先进视觉 BCI 相似的性能。这些结果代表着向纯粹的听觉 BCI 迈出的重要一步。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/52a4/3192990/ba0b49f930a9/fnins-05-00112-g001.jpg

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