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基于中空结构的超高灵敏人工鼓膜的智能歌曲识别

Intelligent Song Recognition via a Hollow-Microstructure-Based, Ultrasensitive Artificial Eardrum.

机构信息

State Key Laboratory for Modification of Chemical Fibers and Polymer Materials, College of Materials Science and Engineering, Donghua University, Shanghai, 201620, China.

School of Information Science and Technology, ShanghaiTech University, Shanghai, 201210, China.

出版信息

Adv Sci (Weinh). 2024 Nov;11(42):e2405501. doi: 10.1002/advs.202405501. Epub 2024 Sep 20.

DOI:10.1002/advs.202405501
PMID:39301887
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11558140/
Abstract

Artificial ears with intelligence, which can sensitively detect sound-a variant of pressure-and generate consciousness and logical decision-making abilities, hold great promise to transform life. However, despite the emerging flexible sensors for sound detection, most success is limited to very simple phonemes, such as a couple of letters or words, probably due to the lack of device sensitivity and capability. Herein, the construction of ultrasensitive artificial eardrums enabling intelligent song recognition is reported. This strategy employs novel geometric engineering of sensing units in the soft microstructure array (to significantly reduce effective modulus) along with complex song recognition exploration leveraging machine learning algorithms. Unprecedented pressure sensitivity (6.9 × 10 kPa) is demonstrated in a sensor with a hollow pyramid architecture with porous slants. The integrated device exhibits unparalleled (exceeding by 1-2 orders of magnitude compared with reported benchmark samples) sound detection sensitivity, and can accurately identify 100% (for training set) and 97.7% (for test set) of a database of the segments from 77 songs varying in language, style, and singer. Overall, the results highlight the outstanding performance of the hollow-microstructure-based sensor, indicating its potential applications in human-machine interaction and wearable acoustical technologies.

摘要

具有智能的人工耳朵,能够灵敏地检测声音——一种压力变体,并产生意识和逻辑决策能力,有望彻底改变生活。然而,尽管出现了用于声音检测的新型柔性传感器,但大多数成功仅限于非常简单的音素,如几个字母或单词,这可能是由于设备的灵敏度和能力不足。在这里,报道了构建用于智能歌曲识别的超灵敏人工鼓膜的方法。该策略采用了软微结构阵列中传感单元的新型几何工程(以显著降低有效模量),并结合利用机器学习算法的复杂歌曲识别探索。在具有多孔斜面的空心金字塔结构的传感器中展示了前所未有的压力灵敏度(6.9×10 kPa)。集成器件具有无与伦比的(与报道的基准样本相比超过 1-2 个数量级)声音检测灵敏度,并且可以准确识别来自 77 首歌曲的片段的数据库中的 100%(对于训练集)和 97.7%(对于测试集),这些歌曲在语言、风格和歌手方面各不相同。总的来说,结果突出了基于空心结构传感器的卓越性能,表明其在人机交互和可穿戴声学技术中的潜在应用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e25b/11558140/9ebd9e37f5c5/ADVS-11-2405501-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e25b/11558140/56bf67b65bbe/ADVS-11-2405501-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e25b/11558140/89fec5b23756/ADVS-11-2405501-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e25b/11558140/5957be76ccd2/ADVS-11-2405501-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e25b/11558140/234415267340/ADVS-11-2405501-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e25b/11558140/9ebd9e37f5c5/ADVS-11-2405501-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e25b/11558140/56bf67b65bbe/ADVS-11-2405501-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e25b/11558140/89fec5b23756/ADVS-11-2405501-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e25b/11558140/5957be76ccd2/ADVS-11-2405501-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e25b/11558140/234415267340/ADVS-11-2405501-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e25b/11558140/9ebd9e37f5c5/ADVS-11-2405501-g001.jpg

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