Speaking without vocal folds using a machine-learning-assisted wearable sensing-actuation system

被引:62
作者
Che, Ziyuan [1 ]
Wan, Xiao [1 ]
Xu, Jing [1 ]
Duan, Chrystal [1 ]
Zheng, Tianqi [1 ]
Chen, Jun [1 ]
机构
[1] Univ Calif Los Angeles, Dept Bioengn, Los Angeles, CA 90095 USA
关键词
LARYNGEAL MUSCLES; VOICE DISORDERS; MANAGEMENT; POLYPS; ELECTROLARYNX; IMPROVEMENT; MOVEMENT; OUTCOMES; THERAPY; NODULES;
D O I
10.1038/s41467-024-45915-7
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Voice disorders resulting from various pathological vocal fold conditions or postoperative recovery of laryngeal cancer surgeries, are common causes of dysphonia. Here, we present a self-powered wearable sensing-actuation system based on soft magnetoelasticity that enables assisted speaking without relying on the vocal folds. It holds a lightweighted mass of approximately 7.2 g, skin-alike modulus of 7.83 x 105 Pa, stability against skin perspiration, and a maximum stretchability of 164%. The wearable sensing component can effectively capture extrinsic laryngeal muscle movement and convert them into high-fidelity and analyzable electrical signals, which can be translated into speech signals with the assistance of machine learning algorithms with an accuracy of 94.68%. Then, with the wearable actuation component, the speech could be expressed as voice signals while circumventing vocal fold vibration. We expect this approach could facilitate the restoration of normal voice function and significantly enhance the quality of life for patients with dysfunctional vocal folds. Addressing challenges in voice disorders, the authors present a self-powered, wearable sensor-actuator system based on magnetoelasticity. This innovation enables assisted speaking by capturing laryngeal movements and translating them into voice signals, bypassing the vocal folds.
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页数:11
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