SavedAdd your journal

Journals / Mugla Journal of Science and Technology / 2024 / Volume: 10 Issue: 2

A STATISTICAL TAGUCHI METHOD STUDY FOR GRAPHENE OXIDE-TITANIUM OXIDE (GO-TiO₂) THIN FILM COATING ON GLASS SUBSTRATES USING THE SPIN COATING METHOD

DÖNDÜREREK KAPLAMA YÖNTEMİYLE CAM SUBSTRAT ÜZERİNE GRAFEN OKSİT-TİTANYUM OKSİT (GO-TiO2) İNCE FİLM KAPLAMA İÇİN İSTATİKSEL TAGUCHI METODU ÇALIŞMASI

İbrahim Fırat Balkaya(BILECIK SEYH EDEBALI UNIVERSITY)0000-0002-7674-196X
Nevin Atalay Gengeç(KOCAELI UNIVERSITY, KOCAELİ VOCATIONAL SCHOOL)0000-0003-0993-4398
Harun Mindivan(BILECIK SEYH EDEBALI UNIVERSITY)0000-0003-3948-253X
Pages
—
Publication Date
2024-12-31
🏛️Bibliographic metadata and full text access for this article are provided via DergiPark.
DergiPark Record ↗
✨

AI Summary & Key Takeaways

AI Insight
⚡ TL;DR(Too Long; Didn't Read)

Validation experiments confirmed the success of the optimization.

📌 3 Key Takeaways

🎯
Objective & Hypothesis:In this study, the process of coating graphene oxide-titanium oxide (GO-TiO2) composite thin films onto a glass substrate using the spin coating method was investigated using the Taguchi experimental design approach.
📊
Key Findings & Data:The effects of parameters such as spin coating speed (SCR), spin coating time (SCT), dispersion amount (V), and glass substrate plasma treatment time (PLS T) on coating performance were evaluated, and the optimal coating conditions were determined.
💡
Conclusion & Impact:Validation experiments confirmed the success of the optimization.
🔬Design:Modeling & Simulation
📍Scope:Comprehensive Sample
⚙️Variables:Graphene oxide · Titanium oxide · Thin film

Abstract

In this study, the process of coating graphene oxide-titanium oxide (GO-TiO2) composite thin films onto a glass substrate using the spin coating method was investigated using the Taguchi experimental design approach. The effects of parameters such as spin coating speed (SCR), spin coating time (SCT), dispersion amount (V), and glass substrate plasma treatment time (PLS T) on coating performance were evaluated, and the optimal coating conditions were determined. Signal-to-noise (S/N) ratios were calculated based on the equilibrium contact angles using the L16 orthogonal array experimental design. Stable and high pure water equilibrium contact angle (CA: θe) was identified as the criterion for successful coating. Characterization was performed using X-ray Diffraction (XRD), optical microscopy, Scanning Electron Microscopy (SEM), a four-point probe conductivity measurement device, and an optical contact angle measuring instrument. The optimal coating conditions were determined using the statistical Taguchi method with Pareto Analysis of Variance (Pareto ANOVA), and the effects of the control factors were analyzed. Additionally, regression analyses were conducted to assess the significance of the parameters and their alignment with the most influential factors. Validation experiments confirmed the success of the optimization.

Özet

Bu çalışmada, cam substrat üzerine, döndürerek kaplama yöntemi kullanılarak, grafen oksit-titanyum oksit (GO-TiO2) kompozit ince film kaplama süreci, Taguchi deney tasarımı yaklaşımıyla incelenmiştir. Deneylerde, kaplama performansını etkileyen döndürme hızı (SCR), döndürme süresi (SCT), dispersiyon miktarı (V) ve cam substrat plazmalama süresi (PLS T) gibi parametrelerin etkileri değerlendirilmiş ve en uygun kaplama koşulları belirlenmiştir. L16 ortogonal dizin deney tasarımı kullanılarak, denge temas açılarına dayalı sinyal/gürültü (S/N) oranları hesaplanmıştır. Kaplamanın başarı kriteri olarak kararlı ve yüksek saf su denge temas açısı (CA: θe) belirlenmiştir. Karakterizasyon işlemleri, X Işını Kırınımı (XRD), optik mikroskop, Taramalı Elektron Mikroskobu (SEM), dört problu iletkenlik ölçüm cihazı ve optik temas açısı ölçüm cihazı ile gerçekleştirilmiştir. İstatistiksel Taguchi yöntemiyle optimum kaplama şartları Pareto Varyans analizi (Pareto ANOVA) ile belirlenmiş ve kontrol faktörlerinin etkileri analiz edilmiştir. Ayrıca, regresyon analizleri yapılarak parametrelerin etkilerinin anlamlılığı değerlendirilmiş ve en etken parametrelerle olan uyumu ortaya koyulmuştur. Doğrulama deneyleri ile optimizasyonun başarılı olduğu sonucuna ulaşılmıştır.

🔖

Cite This Article

Balkaya, İ. F., Gengeç, N. A., Mindivan, H. (2024). A STATISTICAL TAGUCHI METHOD STUDY FOR GRAPHENE OXIDE-TITANIUM OXIDE (GO-TiO₂) THIN FILM COATING ON GLASS SUBSTRATES USING THE SPIN COATING METHOD. Mugla Journal of Science and Technology, Volume: 10 Issue: 2. https://doi.org/10.22531/muglajsci.1548897

📄 Full Text PDF Viewer

📄

PDF görüntüleyici hazırlanıyor...

References (38)

  1. Dreyer, D. R., Park, S., Bielawski, C. W., & Ruoff, R. S. (2010). The chemistry of graphene oxide. Chemical Society Reviews, 39(1), 228-240.
  2. Stankovich, S., Dikin, D. A., Dommett, G. H. B., Kohlhaas, K. M., Zimney, E. J., Stach, E. A.,. & Ruoff, R. S. (2006). Graphene-based composite materials. Nature, 442(7100), 282-286.
  3. Kim, H., Abdala, A. A., & Macosko, C. W. (2010). Graphene/polymer nanocomposites. Macromolecules, 43(16), 6515-6530.
  4. Xu, Y., Sheng, K., Li, C., & Shi, G. (2010). Self-assembled graphene hydrogel via a one-step hydrothermal process. ACS nano, 4(7), 4324-4330.
  5. Yang, X., Zhang, X., Ma, Y., Huang, Y., Wang, Y., & Chen, Y. (2009). Superparamagnetic graphene oxide–Fe 3 O 4 nanoparticles hybrid for controlled targeted drug carriers. Journal of materials chemistry, 19(18), 2710-2714.
  6. Becerril, H. A., Mao, J., Liu, Z., Stoltenberg, R. M., Bao, Z., & Chen, Y. (2008). Evaluation of solution-processed reduced graphene oxide films as transparent conductors. ACS Nano, 2(3), 463-470.
  7. Hu, W., Peng, C., Luo, W., Lv, M., Li, X., Li, D.,. & Fan, C. (2010). Graphene-based antibacterial paper. ACS Nano, 4(7), 4317-4323.
  8. Ensafi, A. A., Sohrabi, M., Jafari-Asl, M., & Rezaei, B. (2015). Selective and sensitive furazolidone biosensor based on DNA-modified TiO2-reduced graphene oxide. Applied Surface Science, 356, 301-307
  9. Liu, X., Chen, C., Chen, X. A., Qian, G., Wang, J., Wang, C.,. & Liu, Q. (2018). WO3 QDs enhanced photocatalytic and electrochemical perfomance of GO/TiO2 composite. Catalysis Today, 315, 155-161.
  10. Kamat, P. V. (2010). Graphene-based nanoarchitectures. Anchoring semiconductor and metal nanoparticles on a two-dimensional carbon support. The Journal of Physical Chemistry Letters, 1(2), 520-527.
  11. Zhang, L., Liu, Q., & Sun, Y. (2020). Enhanced photocatalytic activity of GO-TiO2 composites: The role of GO in the nanocomposite. Applied Catalysis B: Environmental, 260, 118195. https://doi.org/10.1016/j.apcatb.2019.118195.
  12. Deshmukh, S. P., Kale, D. P., Kar, S., Shirsath, S. R., Bhanvase, B. A., Saharan, V. K., & Sonawane, S. H. (2020). Ultrasound assisted preparation of rGO/TiO2 nanocomposite for effective photocatalytic degradation of methylene blue under sunlight. Nano-Structures & Nano-Objects, 21, 100407.
  13. Chong, M. N., Jin, B., Chow, C. W. K., & Saint, C. (2010). Recent developments in photocatalytic water treatment technology: A review. Water Research, 44(10), 2997-3027.
  14. Zafar, M., Imran, S. M., Iqbal, I., Azeem, M., Chaudhary, S., Ahmad, S., & Kim, W. Y. (2024). Graphene-based polymer nanocomposites for energy applications: Recent advancements and future prospects. Results in Physics, 107655.
  15. Li, S., Jiang, H., Yang, K., Zhang, Z., Li, S., Luo, N.,. & Wei, R. (2018). Three-dimensional hierarchical graphene/TiO2 composite as high-performance electrode for supercapacitor. Journal of Alloys and Compounds, 746, 670-676
  16. Wu, X. (2021). Applications of titanium dioxide materials. Titanium Dioxide-Advances and Applications.
  17. Eda, G., & Chhowalla, M. (2009). Graphene-based composite thin films for electronics. Nano Letters, 9(2), 814-818.
  18. Roy, R. K. (2010). A primer on the Taguchi method. Society of manufacturing engineers.
  19. Phadke, M. S. (1989). Quality engineering using robust design. Prentice Hall PTR
  20. HAMZAH, A. A. (2022). Statistical Optimization of Zinc Oxide Nanorod Synthesis for Photocatalytic Degradation of Methylene Blue. Sains Malaysiana, 51(6), 1933-1944.
  21. Reiner‐Rozman, C., Hasler, R., Andersson, J., Rodrigues, T., Bozdogan, A., Bintinger, J., & Aspermair, P. (2021). The top performer: Towards optimized parameters for reduced graphene oxide uniformity by spin coating. Micro & Nano Letters, 16(8), 436-442.
  22. Belhadj, W., Timoumi, A., Alamer, F. A., Alsalmi, O. H., & Alamri, S. N. (2021). Experimental study and theoretical modeling of coating-speed-dependent optical properties of TiO2-graphene-oxide thin films. Results in Physics, 30, 104867.
  23. Veeresh Nayak, C., Manjunath Patel, G. C., Ramesh, M. R., Desai, V., & Samanta, S. K. (2020). Analysis and optimization of metal injection moulding process. Materials Forming, Machining and Post Processing, 41-74.
  24. Kumaran, V., Sudhagar, P., Konga, A. K., & Ponniah, G. (2020). Photocatalytic degradation of synthetic organic reactive dye wastewater using GO-TiO2 nanocomposite. Polish Journal of Environmental Studies, 29(2), 1683-1690.
  25. Liang, J., vd. (2012). “Flexible Free-Standing Graphene/SnO2 Nanocomposites Paper for Li-Ion Battery”, ACS Appl. Mater. Interfaces, 4, 5742-5748.
  26. Liang, Y., Wang, H., Sanchez Casalongue, H., Chen, Z., & Dai, H. (2010). TiO2 nanocrystals grown on graphene as advanced photocatalytic hybrid materials. Nano Research, 3, 701-705.
  27. Raja, R., vd. (2017). “Effect of TiO2/reduced graphene oxide composite thin film as a blocking layer on the efficiency of dye-sensitized solar cells” Journal of Solid State Electrochemistry, 21(3), 891-903
  28. Joshi, N. C., vd. (2020). Synthesis, adsorptive performances and photo-catalytic activity of graphene oxide/TiO2 (GO/TiO2) nanocomposite-based adsorbent. Nanotechnology for Environmental Engineering, 5(3), 1-13.
  29. El Radaf, I. M., & Abdelhameed, R. M. (2018). Surprising performance of graphene oxide/tin dioxide composite thin films. Journal of Alloys and Compounds, 765, 1174-1183.
  30. Songkeaw, P., Onlaor, K., Thiwawong, T., & Tunhoo, B. (2019). Reduced graphene oxide thin film prepared by electrostatic spray deposition technique. Materials Chemistry and Physics, 226, 302-308
  31. He, R., & He, W. (2016). Ultrasonic assisted synthesis of TiO2–reduced graphene oxide nanocomposites with superior photovoltaic and photocatalytic activities. Ceramics International, 42(5), 5766-5771.
  32. Meral, G., Sarıkaya, M., & Dilipak, H. (2011). Delme işlemlerinde kesme parametrelerinin Taguchi yöntemiyle optimizasyonu. Erciyes Üniversitesi Fen Bilimleri Enstitüsü Fen Bilimleri Dergisi, 27(4), 332-338.
  33. Serencam, H., & Uçurum, M. (2019). Taguchi Deney Tasarimi Kullanilarak Uçucu Kül ile Ni (II) Gideriminde Bazi Adsorpsiyon Parametrelerinin Etkinliğinin İrdelenmesi. Niğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi, 8(1), 336-344.
  34. Bera, M., Gupta, P., & Maji, P. K. (2018). Facile one-pot synthesis of graphene oxide by sonication assisted mechanochemical approach and its surface chemistry. Journal of nanoscience and nanotechnology, 18(2), 902-912.
  35. Stankovich, S., Dikin, D. A., Dommett, G. H. B., Kohlhaas, K. M., Zimney, E. J., Stach, E. A.,. & Ruoff, R. S. (2006). Graphene-based composite materials. Nature, 442(7100), 282-286.
  36. Hu, W., Peng, C., Luo, W., Lv, M., Li, X., Li, D.,. & Fan, C. (2010). Graphene-based antibacterial paper. ACS Nano, 4(7), 4317-4323.
  37. Liu, X., Chen, C., Chen, X. A., Qian, G., Wang, J., Wang, C.,. & Liu, Q. (2018). WO3 QDs enhanced photocatalytic and electrochemical perfomance of GO/TiO2 composite. Catalysis Today, 315, 155-161.
  38. Li, S., Jiang, H., Yang, K., Zhang, Z., Li, S., Luo, N.,. & Wei, R. (2018). Three-dimensional hierarchical graphene/TiO2 composite as high-performance electrode for supercapacitor. Journal of Alloys and Compounds, 746, 670-676