基于 PEDOT:PSS 的三维打印导电和可图案化共晶电极,用于纺织品上的机器学习

IF 12.8 1区 医学 Q1 ENGINEERING, BIOMEDICAL
Ruben Ruiz-Mateos Serrano , Ana Aguzin , Eleni Mitoudi-Vagourdi , Xudong Tao , Tobias E. Naegele , Amy T. Jin , Naroa Lopez-Larrea , Matías L. Picchio , Marco Vinicio Alban-Paccha , Roque J. Minari , David Mecerreyes , Antonio Dominguez-Alfaro , George G. Malliaras
{"title":"基于 PEDOT:PSS 的三维打印导电和可图案化共晶电极,用于纺织品上的机器学习","authors":"Ruben Ruiz-Mateos Serrano ,&nbsp;Ana Aguzin ,&nbsp;Eleni Mitoudi-Vagourdi ,&nbsp;Xudong Tao ,&nbsp;Tobias E. Naegele ,&nbsp;Amy T. Jin ,&nbsp;Naroa Lopez-Larrea ,&nbsp;Matías L. Picchio ,&nbsp;Marco Vinicio Alban-Paccha ,&nbsp;Roque J. Minari ,&nbsp;David Mecerreyes ,&nbsp;Antonio Dominguez-Alfaro ,&nbsp;George G. Malliaras","doi":"10.1016/j.biomaterials.2024.122624","DOIUrl":null,"url":null,"abstract":"<div><p>The proliferation of medical wearables necessitates the development of novel electrodes for cutaneous electrophysiology. In this work, poly(3,4-ethylenedioxythiophene) polystyrene sulfonate (PEDOT:PSS) is combined with a deep eutectic solvent (DES) and polyethylene glycol diacrylate (PEGDA) to develop printable and biocompatible electrodes for long-term cutaneous electrophysiology recordings. The impact of printing parameters on the conducting properties, morphological characteristics, mechanical stability and biocompatibility of the material were investigated. The optimised eutectogel formulations were fabricated in four different patterns —flat, pyramidal, striped and wavy— to explore the influence of electrode geometry on skin conformability and mechanical contact. These electrodes were employed for impedance and forearm EMG measurements. Furthermore, arrays of twenty electrodes were embedded into a textile and used to generate body surface potential maps (BSPMs) of the forearm, where different finger movements were recorded and analysed. Finally, BSPMs for three different letters (B, I, O) in sign-language were recorded and used to train a logistic regressor classifier able to reliably identify each letter. This novel cutaneous electrode fabrication approach offers new opportunities for long-term electrophysiological recordings, online sign-language translation and brain-machine interfaces.</p></div>","PeriodicalId":254,"journal":{"name":"Biomaterials","volume":null,"pages":null},"PeriodicalIF":12.8000,"publicationDate":"2024-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0142961224001583/pdfft?md5=d078823fe04286ef5f948975bf055112&pid=1-s2.0-S0142961224001583-main.pdf","citationCount":"0","resultStr":"{\"title\":\"3D printed PEDOT:PSS-based conducting and patternable eutectogel electrodes for machine learning on textiles\",\"authors\":\"Ruben Ruiz-Mateos Serrano ,&nbsp;Ana Aguzin ,&nbsp;Eleni Mitoudi-Vagourdi ,&nbsp;Xudong Tao ,&nbsp;Tobias E. Naegele ,&nbsp;Amy T. Jin ,&nbsp;Naroa Lopez-Larrea ,&nbsp;Matías L. Picchio ,&nbsp;Marco Vinicio Alban-Paccha ,&nbsp;Roque J. Minari ,&nbsp;David Mecerreyes ,&nbsp;Antonio Dominguez-Alfaro ,&nbsp;George G. Malliaras\",\"doi\":\"10.1016/j.biomaterials.2024.122624\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>The proliferation of medical wearables necessitates the development of novel electrodes for cutaneous electrophysiology. In this work, poly(3,4-ethylenedioxythiophene) polystyrene sulfonate (PEDOT:PSS) is combined with a deep eutectic solvent (DES) and polyethylene glycol diacrylate (PEGDA) to develop printable and biocompatible electrodes for long-term cutaneous electrophysiology recordings. The impact of printing parameters on the conducting properties, morphological characteristics, mechanical stability and biocompatibility of the material were investigated. The optimised eutectogel formulations were fabricated in four different patterns —flat, pyramidal, striped and wavy— to explore the influence of electrode geometry on skin conformability and mechanical contact. These electrodes were employed for impedance and forearm EMG measurements. Furthermore, arrays of twenty electrodes were embedded into a textile and used to generate body surface potential maps (BSPMs) of the forearm, where different finger movements were recorded and analysed. Finally, BSPMs for three different letters (B, I, O) in sign-language were recorded and used to train a logistic regressor classifier able to reliably identify each letter. This novel cutaneous electrode fabrication approach offers new opportunities for long-term electrophysiological recordings, online sign-language translation and brain-machine interfaces.</p></div>\",\"PeriodicalId\":254,\"journal\":{\"name\":\"Biomaterials\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":12.8000,\"publicationDate\":\"2024-05-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.sciencedirect.com/science/article/pii/S0142961224001583/pdfft?md5=d078823fe04286ef5f948975bf055112&pid=1-s2.0-S0142961224001583-main.pdf\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Biomaterials\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0142961224001583\",\"RegionNum\":1,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENGINEERING, BIOMEDICAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Biomaterials","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0142961224001583","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, BIOMEDICAL","Score":null,"Total":0}
引用次数: 0

摘要

随着医疗可穿戴设备的普及,有必要开发用于皮肤电生理学的新型电极。在这项研究中,聚(3,4-亚乙二氧基噻吩)聚苯乙烯磺酸盐(PEDOT:PSS)与深共晶溶剂(DES)和聚乙二醇二丙烯酸酯(PEGDA)相结合,开发出了用于长期皮肤电生理学记录的可印刷和生物相容性电极。研究了印刷参数对材料导电性能、形态特征、机械稳定性和生物相容性的影响。优化后的共晶凝胶配方被制成四种不同的图案--扁平、金字塔、条纹和波浪形,以探索电极几何形状对皮肤适形性和机械接触的影响。这些电极被用于阻抗和前臂肌电图测量。此外,还将 20 个电极阵列嵌入纺织品中,用于生成前臂体表电位图(BSPM),记录和分析不同的手指运动。最后,记录了手语中三个不同字母(B、I、O)的体表电位图,并用于训练逻辑回归分类器,该分类器能够可靠地识别每个字母。这种新颖的皮肤电极制造方法为长期电生理记录、在线手语翻译和脑机接口提供了新的机遇。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

3D printed PEDOT:PSS-based conducting and patternable eutectogel electrodes for machine learning on textiles

3D printed PEDOT:PSS-based conducting and patternable eutectogel electrodes for machine learning on textiles

3D printed PEDOT:PSS-based conducting and patternable eutectogel electrodes for machine learning on textiles

The proliferation of medical wearables necessitates the development of novel electrodes for cutaneous electrophysiology. In this work, poly(3,4-ethylenedioxythiophene) polystyrene sulfonate (PEDOT:PSS) is combined with a deep eutectic solvent (DES) and polyethylene glycol diacrylate (PEGDA) to develop printable and biocompatible electrodes for long-term cutaneous electrophysiology recordings. The impact of printing parameters on the conducting properties, morphological characteristics, mechanical stability and biocompatibility of the material were investigated. The optimised eutectogel formulations were fabricated in four different patterns —flat, pyramidal, striped and wavy— to explore the influence of electrode geometry on skin conformability and mechanical contact. These electrodes were employed for impedance and forearm EMG measurements. Furthermore, arrays of twenty electrodes were embedded into a textile and used to generate body surface potential maps (BSPMs) of the forearm, where different finger movements were recorded and analysed. Finally, BSPMs for three different letters (B, I, O) in sign-language were recorded and used to train a logistic regressor classifier able to reliably identify each letter. This novel cutaneous electrode fabrication approach offers new opportunities for long-term electrophysiological recordings, online sign-language translation and brain-machine interfaces.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Biomaterials
Biomaterials 工程技术-材料科学:生物材料
CiteScore
26.00
自引率
2.90%
发文量
565
审稿时长
46 days
期刊介绍: Biomaterials is an international journal covering the science and clinical application of biomaterials. A biomaterial is now defined as a substance that has been engineered to take a form which, alone or as part of a complex system, is used to direct, by control of interactions with components of living systems, the course of any therapeutic or diagnostic procedure. It is the aim of the journal to provide a peer-reviewed forum for the publication of original papers and authoritative review and opinion papers dealing with the most important issues facing the use of biomaterials in clinical practice. The scope of the journal covers the wide range of physical, biological and chemical sciences that underpin the design of biomaterials and the clinical disciplines in which they are used. These sciences include polymer synthesis and characterization, drug and gene vector design, the biology of the host response, immunology and toxicology and self assembly at the nanoscale. Clinical applications include the therapies of medical technology and regenerative medicine in all clinical disciplines, and diagnostic systems that reply on innovative contrast and sensing agents. The journal is relevant to areas such as cancer diagnosis and therapy, implantable devices, drug delivery systems, gene vectors, bionanotechnology and tissue engineering.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信