{"title":"An E-skin for handwriting input at human-machine interface","authors":"Huacui Xiang, Zhijian Li, Zhou Bai, Haiwei Wu, Guodong Liu, Hongwei Zhou, Hanbin Liu","doi":"10.1016/j.cej.2024.158879","DOIUrl":null,"url":null,"abstract":"Wearable human–machine interaction remains a huge challenge when various flexible electronics have been developed to date, for which the information input seems more difficult than the information output such as display devices. Here in this work, an e-skin for handwriting input was disclosed based on a double network hydrogel of gluten protein and polyvinyl alcohol (PVA) that is cross-linked by borax. The hydrogel can tightly adhere onto human skin, being stretchable, self-healable, and working properly even under breakage, which perfectly match the requirements of the e-skin for human–machine interaction. Under the assistant of deep learning, the handwriting of letter and words on it can be recognized with high accuracy of above 89%, even under tensile state or destruction. In addition, this flexible device is biocompatible and biodegradable benefiting from the protein and PVA networks, which make it suitable as a wearable e-skin and being free of electronic wastes. The finding of this work may open a window for the development of e-skin for the two-way human–machine interaction.","PeriodicalId":270,"journal":{"name":"Chemical Engineering Journal","volume":"39 1","pages":""},"PeriodicalIF":13.3000,"publicationDate":"2024-12-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Chemical Engineering Journal","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1016/j.cej.2024.158879","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, CHEMICAL","Score":null,"Total":0}
引用次数: 0
Abstract
Wearable human–machine interaction remains a huge challenge when various flexible electronics have been developed to date, for which the information input seems more difficult than the information output such as display devices. Here in this work, an e-skin for handwriting input was disclosed based on a double network hydrogel of gluten protein and polyvinyl alcohol (PVA) that is cross-linked by borax. The hydrogel can tightly adhere onto human skin, being stretchable, self-healable, and working properly even under breakage, which perfectly match the requirements of the e-skin for human–machine interaction. Under the assistant of deep learning, the handwriting of letter and words on it can be recognized with high accuracy of above 89%, even under tensile state or destruction. In addition, this flexible device is biocompatible and biodegradable benefiting from the protein and PVA networks, which make it suitable as a wearable e-skin and being free of electronic wastes. The finding of this work may open a window for the development of e-skin for the two-way human–machine interaction.
期刊介绍:
The Chemical Engineering Journal is an international research journal that invites contributions of original and novel fundamental research. It aims to provide an international platform for presenting original fundamental research, interpretative reviews, and discussions on new developments in chemical engineering. The journal welcomes papers that describe novel theory and its practical application, as well as those that demonstrate the transfer of techniques from other disciplines. It also welcomes reports on carefully conducted experimental work that is soundly interpreted. The main focus of the journal is on original and rigorous research results that have broad significance. The Catalysis section within the Chemical Engineering Journal focuses specifically on Experimental and Theoretical studies in the fields of heterogeneous catalysis, molecular catalysis, and biocatalysis. These studies have industrial impact on various sectors such as chemicals, energy, materials, foods, healthcare, and environmental protection.