金属卤化物钙钛矿薄膜防伪微尺度图像编码

IF 4.6 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY
RSC Advances Pub Date : 2025-06-04 DOI:10.1039/D5RA00787A
Susana Ramos-Terrón, Gustavo de Miguel, Dietmar Leinen, Jorge Munilla and Pablo Romero-Gómez
{"title":"金属卤化物钙钛矿薄膜防伪微尺度图像编码","authors":"Susana Ramos-Terrón, Gustavo de Miguel, Dietmar Leinen, Jorge Munilla and Pablo Romero-Gómez","doi":"10.1039/D5RA00787A","DOIUrl":null,"url":null,"abstract":"<p >Metal halide perovskite thin films are a demand in many technological areas since they fulfill the requirements expected in different applications, including solar cells and LEDs. In this article, we demonstrate for the first time that perovskite thin films have the potential to be incorporated in products as an anticounterfeit solution in self-identification methods due to their ability to generate images on its surface with motifs at the microscale range. The images can be recorded using an optical microscope with a camera and can be recognized automatically using a convolutional neural network. The surface pattern of the thin films can be designed by modifying the perovskite composition, structure, and surface strain making falsification difficult to reproduce and mimic. To this end, perovskite thin films have been characterized using X-ray diffraction, UV-Vis spectroscopy and optical microscopy. We report a batch of 5 types of Cs<small><sub><em>x</em></sub></small>FA<small><sub>1−<em>x</em></sub></small>PbI<small><sub>3−<em>x</em></sub></small>Br<small><sub><em>x</em></sub></small> perovskite thin films obtained by modifying the experimental conditions that exhibit recognized patterns with accuracy detection of 94.2%.</p>","PeriodicalId":102,"journal":{"name":"RSC Advances","volume":" 24","pages":" 18768-18776"},"PeriodicalIF":4.6000,"publicationDate":"2025-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.rsc.org/en/content/articlepdf/2025/ra/d5ra00787a?page=search","citationCount":"0","resultStr":"{\"title\":\"Microscale image encoding on metal halide perovskite thin films for anti-counterfeiting applications\",\"authors\":\"Susana Ramos-Terrón, Gustavo de Miguel, Dietmar Leinen, Jorge Munilla and Pablo Romero-Gómez\",\"doi\":\"10.1039/D5RA00787A\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p >Metal halide perovskite thin films are a demand in many technological areas since they fulfill the requirements expected in different applications, including solar cells and LEDs. In this article, we demonstrate for the first time that perovskite thin films have the potential to be incorporated in products as an anticounterfeit solution in self-identification methods due to their ability to generate images on its surface with motifs at the microscale range. The images can be recorded using an optical microscope with a camera and can be recognized automatically using a convolutional neural network. The surface pattern of the thin films can be designed by modifying the perovskite composition, structure, and surface strain making falsification difficult to reproduce and mimic. To this end, perovskite thin films have been characterized using X-ray diffraction, UV-Vis spectroscopy and optical microscopy. We report a batch of 5 types of Cs<small><sub><em>x</em></sub></small>FA<small><sub>1−<em>x</em></sub></small>PbI<small><sub>3−<em>x</em></sub></small>Br<small><sub><em>x</em></sub></small> perovskite thin films obtained by modifying the experimental conditions that exhibit recognized patterns with accuracy detection of 94.2%.</p>\",\"PeriodicalId\":102,\"journal\":{\"name\":\"RSC Advances\",\"volume\":\" 24\",\"pages\":\" 18768-18776\"},\"PeriodicalIF\":4.6000,\"publicationDate\":\"2025-06-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://pubs.rsc.org/en/content/articlepdf/2025/ra/d5ra00787a?page=search\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"RSC Advances\",\"FirstCategoryId\":\"92\",\"ListUrlMain\":\"https://pubs.rsc.org/en/content/articlelanding/2025/ra/d5ra00787a\",\"RegionNum\":3,\"RegionCategory\":\"化学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"CHEMISTRY, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"RSC Advances","FirstCategoryId":"92","ListUrlMain":"https://pubs.rsc.org/en/content/articlelanding/2025/ra/d5ra00787a","RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0

摘要

金属卤化物钙钛矿薄膜是许多技术领域的需求,因为它们满足不同应用的要求,包括太阳能电池和led。在这篇文章中,我们首次证明了钙钛矿薄膜具有在产品中作为自我识别方法的防伪解决方案的潜力,因为它们能够在其表面上生成具有微尺度范围的图案的图像。这些图像可以用带摄像头的光学显微镜记录下来,并可以使用卷积神经网络自动识别。可以通过改变钙钛矿的组成、结构和表面应变来设计薄膜的表面图案,使伪造难以复制和模仿。为此,钙钛矿薄膜已经使用x射线衍射,紫外可见光谱和光学显微镜进行了表征。我们报道了通过修改实验条件获得的5种CsxFA1−xPbI3−xBrx钙钛矿薄膜,具有识别模式,检测精度为94.2%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Microscale image encoding on metal halide perovskite thin films for anti-counterfeiting applications

Microscale image encoding on metal halide perovskite thin films for anti-counterfeiting applications

Metal halide perovskite thin films are a demand in many technological areas since they fulfill the requirements expected in different applications, including solar cells and LEDs. In this article, we demonstrate for the first time that perovskite thin films have the potential to be incorporated in products as an anticounterfeit solution in self-identification methods due to their ability to generate images on its surface with motifs at the microscale range. The images can be recorded using an optical microscope with a camera and can be recognized automatically using a convolutional neural network. The surface pattern of the thin films can be designed by modifying the perovskite composition, structure, and surface strain making falsification difficult to reproduce and mimic. To this end, perovskite thin films have been characterized using X-ray diffraction, UV-Vis spectroscopy and optical microscopy. We report a batch of 5 types of CsxFA1−xPbI3−xBrx perovskite thin films obtained by modifying the experimental conditions that exhibit recognized patterns with accuracy detection of 94.2%.

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
RSC Advances
RSC Advances chemical sciences-
CiteScore
7.50
自引率
2.60%
发文量
3116
审稿时长
1.6 months
期刊介绍: An international, peer-reviewed journal covering all of the chemical sciences, including multidisciplinary and emerging areas. RSC Advances is a gold open access journal allowing researchers free access to research articles, and offering an affordable open access publishing option for authors around the world.
×
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:604180095
Book学术官方微信