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一种即时语音合成神经假体。

An instantaneous voice synthesis neuroprosthesis.

作者信息

Wairagkar Maitreyee, Card Nicholas S, Singer-Clark Tyler, Hou Xianda, Iacobacci Carrina, Hochberg Leigh R, Brandman David M, Stavisky Sergey D

机构信息

Department of Neurological Surgery, University of California Davis, Davis, CA.

Department of Biomedical Engineering, University of California Davis, Davis, CA.

出版信息

bioRxiv. 2024 Sep 20:2024.08.14.607690. doi: 10.1101/2024.08.14.607690.

Abstract

Brain computer interfaces (BCIs) have the potential to restore communication to people who have lost the ability to speak due to neurological disease or injury. BCIs have been used to translate the neural correlates of attempted speech into text. However, text communication fails to capture the nuances of human speech such as prosody, intonation and immediately hearing one's own voice. Here, we demonstrate a "brain-to-voice" neuroprosthesis that instantaneously synthesizes voice with closed-loop audio feedback by decoding neural activity from 256 microelectrodes implanted into the ventral precentral gyrus of a man with amyotrophic lateral sclerosis and severe dysarthria. We overcame the challenge of lacking ground-truth speech for training the neural decoder and were able to accurately synthesize his voice. Along with phonemic content, we were also able to decode paralinguistic features from intracortical activity, enabling the participant to modulate his BCI-synthesized voice in real-time to change intonation, emphasize words, and sing short melodies. These results demonstrate the feasibility of enabling people with paralysis to speak intelligibly and expressively through a BCI.

摘要

脑机接口(BCIs)有潜力为因神经疾病或损伤而丧失说话能力的人恢复沟通能力。脑机接口已被用于将尝试说话的神经关联转化为文本。然而,文本交流无法捕捉人类语音的细微差别,如韵律、语调以及即时听到自己的声音。在此,我们展示了一种“脑到语音”神经假体,通过对植入一名患有肌萎缩侧索硬化症和严重构音障碍男子的腹侧中央前回的256个微电极的神经活动进行解码,利用闭环音频反馈即时合成语音。我们克服了缺乏用于训练神经解码器的真实语音这一挑战,并能够准确合成他的声音。除了音素内容,我们还能够从皮质内活动中解码副语言特征,使参与者能够实时调节其脑机接口合成的语音,以改变语调、强调单词并演唱简短旋律。这些结果证明了让瘫痪患者通过脑机接口清晰且富有表现力地说话的可行性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ccaf/11421060/b894e761dbfa/nihpp-2024.08.14.607690v2-f0005.jpg

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