Suppr超能文献

人工智能驱动的电子皮肤

Artificial Intelligence-Powered Electronic Skin.

作者信息

Xu Changhao, Solomon Samuel A, Gao Wei

机构信息

Andrew and Peggy Cherng Department of Medical Engineering, Division of Engineering and Applied Science, California Institute of Technology, Pasadena, CA, USA.

出版信息

Nat Mach Intell. 2023 Dec;5(12):1344-1355. doi: 10.1038/s42256-023-00760-z. Epub 2023 Dec 18.

Abstract

Skin-interfaced electronics is gradually changing medical practices by enabling continuous and noninvasive tracking of physiological and biochemical information. With the rise of big data and digital medicine, next-generation electronic skin (e-skin) will be able to use artificial intelligence (AI) to optimize its design as well as uncover user-personalized health profiles. Recent multimodal e-skin platforms have already employed machine learning (ML) algorithms for autonomous data analytics. Unfortunately, there is a lack of appropriate AI protocols and guidelines for e-skin devices, resulting in overly complex models and non-reproducible conclusions for simple applications. This review aims to present AI technologies in e-skin hardware and assess their potential for new inspired integrated platform solutions. We outline recent breakthroughs in AI strategies and their applications in engineering e-skins as well as understanding health information collected by e-skins, highlighting the transformative deployment of AI in robotics, prosthetics, virtual reality, and personalized healthcare. We also discuss the challenges and prospects of AI-powered e-skins as well as predictions for the future trajectory of smart e-skins.

摘要

皮肤接口电子设备正通过实现对生理和生化信息的连续无创跟踪,逐渐改变医疗实践。随着大数据和数字医学的兴起,下一代电子皮肤(e-skin)将能够利用人工智能(AI)来优化其设计,并揭示用户个性化的健康状况。最近的多模态电子皮肤平台已经采用机器学习(ML)算法进行自主数据分析。不幸的是,目前缺乏适用于电子皮肤设备的人工智能协议和指南,导致模型过于复杂,简单应用得出的结论也无法重现。本综述旨在介绍电子皮肤硬件中的人工智能技术,并评估其在新型集成平台解决方案方面的潜力。我们概述了人工智能策略的最新突破及其在电子皮肤工程中的应用,以及对电子皮肤收集的健康信息的理解,强调了人工智能在机器人技术、假肢、虚拟现实和个性化医疗中的变革性应用。我们还讨论了人工智能驱动的电子皮肤面临的挑战和前景,以及对智能电子皮肤未来发展轨迹的预测。

相似文献

1
Artificial Intelligence-Powered Electronic Skin.人工智能驱动的电子皮肤
Nat Mach Intell. 2023 Dec;5(12):1344-1355. doi: 10.1038/s42256-023-00760-z. Epub 2023 Dec 18.
2
Toward an AI Era: Advances in Electronic Skins.迈向人工智能时代:电子皮肤的进展。
Chem Rev. 2024 Sep 11;124(17):9899-9948. doi: 10.1021/acs.chemrev.4c00049. Epub 2024 Aug 28.
6
Soft Bioelectronics for Heart Monitoring.用于心脏监测的柔性生物电子学
ACS Sens. 2024 Sep 27;9(9):4328-4363. doi: 10.1021/acssensors.4c00442. Epub 2024 Sep 6.
8
Smart Smile: Revolutionizing Dentistry With Artificial Intelligence.智能微笑:用人工智能变革牙科。
Cureus. 2023 Jun 30;15(6):e41227. doi: 10.7759/cureus.41227. eCollection 2023 Jun.

引用本文的文献

5
A smart acoustic textile for health monitoring.一种用于健康监测的智能声学纺织品。
Nat Electron. 2025;8(6):485-495. doi: 10.1038/s41928-025-01386-2. Epub 2025 May 19.
8
Wearable Medical Devices: Application Status and Prospects.可穿戴医疗设备:应用现状与前景
Micromachines (Basel). 2025 Mar 28;16(4):394. doi: 10.3390/mi16040394.
9
A Touch Enabled Hemodynamic and Metabolic Monitor.一种支持触摸操作的血流动力学和代谢监测仪。
Adv Sci (Weinh). 2025 Jul;12(26):e2502138. doi: 10.1002/advs.202502138. Epub 2025 Apr 17.
10
Multifunctional Porous Soft Bioelectronics.多功能多孔软生物电子学。
Mater Today (Kidlington). 2025 Jan-Feb;82:123-138. doi: 10.1016/j.mattod.2024.11.011. Epub 2024 Dec 6.

本文引用的文献

1
3
A wireless patch for the monitoring of C-reactive protein in sweat.用于监测汗液中 C 反应蛋白的无线贴片。
Nat Biomed Eng. 2023 Oct;7(10):1293-1306. doi: 10.1038/s41551-023-01059-5. Epub 2023 Jun 22.

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验