Chemometric optimization of the CdO superhydrophobic thin film coating process: design of experiments (DOE)-based mathematical modeling for roughness and wettability prediction of cadmium-based transparent conductive oxide surfaces

IF 2.8 4区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Journal of Materials Science: Materials in Electronics Pub Date : 2025-03-25 DOI:10.1007/s10854-025-14631-3
Razan Alhomsi, Ersin Yücel, Yasin Yücel
{"title":"Chemometric optimization of the CdO superhydrophobic thin film coating process: design of experiments (DOE)-based mathematical modeling for roughness and wettability prediction of cadmium-based transparent conductive oxide surfaces","authors":"Razan Alhomsi,&nbsp;Ersin Yücel,&nbsp;Yasin Yücel","doi":"10.1007/s10854-025-14631-3","DOIUrl":null,"url":null,"abstract":"<div><p>This study developed mathematical prediction models to predict the RMS roughness value (Rq) and water contact angle (WCA) values of cadmium-based superhydrophobic transparent conductive oxide surfaces. An experimental design approach was used to optimise the process parameters in the SILAR deposition of CdO films. Validation experiments were carried out under selected random conditions to validate the developed mathematical models. The obtained mathematical models not only predicted the roughness and contact angle values with high accuracy but were also used to determine the optimum process parameters to obtain the most effective surface roughness and contact angle. The results indicated that the developed mathematical models can predict the Rq and WCA values of the synthesized transparent conductive oxide surfaces both under optimum conditions and under randomly selected conditions with relative error varying between 0.6 and 4.7%. The Rq and WCA of the most effective cadmium-based superhydrophobic transparent conductive oxide surface synthesised under optimum conditions were measured as to be 189.1 nm and 151.15°, respectively, and were estimated by the developed models to be 193.3 nm and 150.28°, respectively. The closeness of the experimental and predicted values obtained for both models demonstrated the reliability of the developed mathematical models.</p></div>","PeriodicalId":646,"journal":{"name":"Journal of Materials Science: Materials in Electronics","volume":"36 9","pages":""},"PeriodicalIF":2.8000,"publicationDate":"2025-03-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10854-025-14631-3.pdf","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Materials Science: Materials in Electronics","FirstCategoryId":"5","ListUrlMain":"https://link.springer.com/article/10.1007/s10854-025-14631-3","RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0

Abstract

This study developed mathematical prediction models to predict the RMS roughness value (Rq) and water contact angle (WCA) values of cadmium-based superhydrophobic transparent conductive oxide surfaces. An experimental design approach was used to optimise the process parameters in the SILAR deposition of CdO films. Validation experiments were carried out under selected random conditions to validate the developed mathematical models. The obtained mathematical models not only predicted the roughness and contact angle values with high accuracy but were also used to determine the optimum process parameters to obtain the most effective surface roughness and contact angle. The results indicated that the developed mathematical models can predict the Rq and WCA values of the synthesized transparent conductive oxide surfaces both under optimum conditions and under randomly selected conditions with relative error varying between 0.6 and 4.7%. The Rq and WCA of the most effective cadmium-based superhydrophobic transparent conductive oxide surface synthesised under optimum conditions were measured as to be 189.1 nm and 151.15°, respectively, and were estimated by the developed models to be 193.3 nm and 150.28°, respectively. The closeness of the experimental and predicted values obtained for both models demonstrated the reliability of the developed mathematical models.

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
氧化镉超疏水薄膜涂层工艺的化学计量优化:基于实验设计(DOE)的镉基透明导电氧化物表面粗糙度和润湿性预测数学模型
本研究建立了预测镉基超疏水透明导电氧化物表面RMS粗糙度值(Rq)和水接触角(WCA)值的数学模型。采用实验设计的方法,对SILAR沉积CdO薄膜的工艺参数进行了优化。在选定的随机条件下进行了验证实验,对所建立的数学模型进行了验证。所建立的数学模型不仅可以高精度地预测表面粗糙度和接触角值,而且可以用于确定最佳工艺参数,以获得最有效的表面粗糙度和接触角。结果表明,所建立的数学模型在最佳条件下和随机选择条件下均能预测合成的透明导电氧化物表面的Rq和WCA值,相对误差在0.6 ~ 4.7%之间。在最佳条件下合成的最有效的镉基超疏水透明导电氧化物表面的Rq和WCA分别为189.1 nm和151.15°,根据所建立的模型估计其Rq和WCA分别为193.3 nm和150.28°。两种模型的实验值和预测值的接近性证明了所建立的数学模型的可靠性。
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
Journal of Materials Science: Materials in Electronics
Journal of Materials Science: Materials in Electronics 工程技术-材料科学:综合
CiteScore
5.00
自引率
7.10%
发文量
1931
审稿时长
2 months
期刊介绍: The Journal of Materials Science: Materials in Electronics is an established refereed companion to the Journal of Materials Science. It publishes papers on materials and their applications in modern electronics, covering the ground between fundamental science, such as semiconductor physics, and work concerned specifically with applications. It explores the growth and preparation of new materials, as well as their processing, fabrication, bonding and encapsulation, together with the reliability, failure analysis, quality assurance and characterization related to the whole range of applications in electronics. The Journal presents papers in newly developing fields such as low dimensional structures and devices, optoelectronics including III-V compounds, glasses and linear/non-linear crystal materials and lasers, high Tc superconductors, conducting polymers, thick film materials and new contact technologies, as well as the established electronics device and circuit materials.
期刊最新文献
Synergistic effects in rGO/Co3O4/PPy//rGO/CuO electrodes for high-performance asymmetric supercapacitors On the electrical parameters, conduction mechanisms depend on temperature and voltage, and thermal sensor applications in the Re/n‑GaAs/Au Schottky diodes Growth, characterization and impact of crystal violet dye on benzotriazolium oxalate dihydrate single crystals Tailored optical band gap of Cr-doped SnO2 thin films for improved isopropanol gas sensing Investigation on photodegradation of methylene blue and carbol fuchsin using green synthesized zinc/titanium/graphene oxide nanocomposites
×
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:604180095
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