Mind the gap: State-of-the-art technologies and applications for EEG-based brain-computer interfaces.

Mind the gap: State-of-the-art technologies and applications for EEG-based brain-computer interfaces.
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DOI:
10.1063/5.0047237
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发表时间:
2021-09
期刊:
影响因子:
6
通讯作者:
Green RA
Green RA
中科院分区:
工程技术2区
文献类型:
--
作者:
Portillo-Lara R;Tahirbegi B;Chapman CAR;Goding JA;Green RA

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脑机接口(BCIs)在大脑和输出设备之间提供双向通信,这些输出设备将用户意图转化为功能。在用于操作脑机接口的不同脑成像技术中,脑电图(EEG)因其成本相对较低、使用方便、时间分辨率高以及无创性而成为首选方法。近年来,可穿戴技术和计算智能方面的重大进展极大地提高了基于脑电图的脑机接口(eBCIs)的性能和能力,并推动它们走出实验室,进入现实环境。这种快速的转化构成了人机交互的范式转变,在不久的将来将深刻改变不同的行业,包括医疗保健和福祉、娱乐、安全、教育和营销。在本文中,对可穿戴生物传感的最新技术进行了综述,重点关注用于长期和无创脑电图监测的新型电极接口的开发。对市面上可买到的脑电图平台进行了调研,并根据它们为eBCI开发提供的优势和局限性进行了比较分析。讨论了神经科学研究中的新兴应用以及与eBCIs在医疗和非医疗用途中广泛应用相关的未来趋势。最后,对与这种日益普及的技术相关的伦理、社会和法律问题进行了评论,并针对主流消费者采用相关的关键问题提出了一般性建议。
Brain–computer interfaces (BCIs) provide bidirectional communication between the brain and output devices that translate user intent into function. Among the different brain imaging techniques used to operate BCIs, electroencephalography (EEG) constitutes the preferred method of choice, owing to its relative low cost, ease of use, high temporal resolution, and noninvasiveness. In recent years, significant progress in wearable technologies and computational intelligence has greatly enhanced the performance and capabilities of EEG-based BCIs (eBCIs) and propelled their migration out of the laboratory and into real-world environments. This rapid translation constitutes a paradigm shift in human–machine interaction that will deeply transform different industries in the near future, including healthcare and wellbeing, entertainment, security, education, and marketing. In this contribution, the state-of-the-art in wearable biosensing is reviewed, focusing on the development of novel electrode interfaces for long term and noninvasive EEG monitoring. Commercially available EEG platforms are surveyed, and a comparative analysis is presented based on the benefits and limitations they provide for eBCI development. Emerging applications in neuroscientific research and future trends related to the widespread implementation of eBCIs for medical and nonmedical uses are discussed. Finally, a commentary on the ethical, social, and legal concerns associated with this increasingly ubiquitous technology is provided, as well as general recommendations to address key issues related to mainstream consumer adoption.
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