Intelligent method for analysis of the active phase of hydrogenation catalysts: stripe phase identification of UC-S/SC-S†

IF 3.4 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Reaction Chemistry & Engineering Pub Date : 2024-07-08 DOI:10.1039/D4RE00239C
Zhujun Wang, Ailin Cui and Song Bao
{"title":"Intelligent method for analysis of the active phase of hydrogenation catalysts: stripe phase identification of UC-S/SC-S†","authors":"Zhujun Wang, Ailin Cui and Song Bao","doi":"10.1039/D4RE00239C","DOIUrl":null,"url":null,"abstract":"<p >In order to realize the intelligent recognition and statistics of hydrogenation catalyst image information, different from traditional methods, this paper presents a new method to judge the active phase by image recognition. Firstly, image enhancement and Gabor filtering are used for image preprocessing to suppress the background and obtain the region with strong contrast. The fringe of the hydrogenation catalyst was extracted using a morphological algorithm. Finally, the edge of the fringe was extracted using a Sobel operator to detect the end of the skeleton line, which realized segmentation and recognition of the hydrogenation catalyst image. This method extracts features through data analysis of a large number of image samples to improve the robustness of the method and reduce the errors caused by manual judgment. The experimental results show that the proposed method has high accuracy and is highly consistent with the traditional method of judging the active phase, which has practical engineering application value.</p>","PeriodicalId":101,"journal":{"name":"Reaction Chemistry & Engineering","volume":" 10","pages":" 2647-2658"},"PeriodicalIF":3.4000,"publicationDate":"2024-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Reaction Chemistry & Engineering","FirstCategoryId":"92","ListUrlMain":"https://pubs.rsc.org/en/content/articlelanding/2024/re/d4re00239c","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

Abstract

In order to realize the intelligent recognition and statistics of hydrogenation catalyst image information, different from traditional methods, this paper presents a new method to judge the active phase by image recognition. Firstly, image enhancement and Gabor filtering are used for image preprocessing to suppress the background and obtain the region with strong contrast. The fringe of the hydrogenation catalyst was extracted using a morphological algorithm. Finally, the edge of the fringe was extracted using a Sobel operator to detect the end of the skeleton line, which realized segmentation and recognition of the hydrogenation catalyst image. This method extracts features through data analysis of a large number of image samples to improve the robustness of the method and reduce the errors caused by manual judgment. The experimental results show that the proposed method has high accuracy and is highly consistent with the traditional method of judging the active phase, which has practical engineering application value.

Abstract Image

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
分析加氢催化剂活性相的智能方法:UC-S/ SC-S 的条纹相鉴定
为了实现加氢催化剂图像信息的智能识别和统计,有别于传统方法,本文提出了一种通过图像识别判断活性相位的新方法。首先,利用图像增强和 Gabor 滤波器对图像进行预处理,抑制背景,得到对比度较强的区域。利用形态学算法提取氢催化剂的边缘。最后,利用 Sobel 算子提取边缘,检测骨架线的末端,实现氢化催化剂图像的分割和识别。该方法通过对大量图像样本的数据分析提取特征,提高了方法的鲁棒性,减少了人工判断带来的误差。实验结果表明,所提出的方法准确率高,与传统的活性相判断方法高度一致,具有实际工程应用价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Reaction Chemistry & Engineering
Reaction Chemistry & Engineering Chemistry-Chemistry (miscellaneous)
CiteScore
6.60
自引率
7.70%
发文量
227
期刊介绍: Reaction Chemistry & Engineering is a new journal reporting cutting edge research into all aspects of making molecules for the benefit of fundamental research, applied processes and wider society. From fundamental, molecular-level chemistry to large scale chemical production, Reaction Chemistry & Engineering brings together communities of chemists and chemical engineers working to ensure the crucial role of reaction chemistry in today’s world.
期刊最新文献
Back cover Ultrasound-assisted condensation cyclization reaction: fast synthesis of quinazolinones from o-aminobenzamides and aldehydes under ambient conditions† Metallic sealants increase flux and change selectivity in supported molten-salt membranes. Monitoring and controlling zeolite synthesis via reactor-based solutions: a fed-batch strategy. Back cover
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1