EN
TR
An Interactive Approach for Copolymer Design: Web-based Simulation and Analysis of Reactivity Ratios
Öz
In this study, three different methods, Mayo-Lewis, Fineman-Ross, and Kelen-Tüdös, were used together to determine monomer reactivity ratios in the copolymerization process. While the Mayo-Lewis method offers precise results with its optimization-based structure, the Fineman-Ross method draws attention with its simple and fast applicability. On the other hand, the Kelen-Tüdös method provides more stable and reliable estimates in large data sets. In addition, Runge-Kutta 4th-order numerical solution method was applied to model the time-dependent change of monomer concentrations. The developed web-based platform can work with both synthetic and real experimental data and provides comprehensive analysis and visualization to the user. In this way, copolymerization kinetics and reactivity ratios are better understood, and reliable estimates are obtained by comparing the results of different methods. In addition, this tool can be used as an important teaching material in polymer physics and chemistry education, so that students can better understand copolymerization kinetics and reactivity ratios. The web application used in the study was developed with HTML, CSS, and JavaScript, and open-source libraries such as PapaParse, Numeric.js, and Plotly.js were used for data processing and graphical visualization. In this way, a user-friendly and interactive environment was created.
Anahtar Kelimeler
Kaynakça
- Ahmad, N., Charan, S., & Singh, V. P. (2015). Study of numerical accuracy of Runge-Kutta second, third and fourth order method. International Journal of Computer and Mathematical Sciences, 4, 111.
- Akyüz, A., Paril, A., & Giz, A. (2006). Reactivity ratios of acrylamide–vinyl pyrrolidone copolymerization system obtained by sequential sampling. Journal of Applied Polymer Science, 100(5), 3822-3827.
- Araujo, P. H. H. D., Sayer, C., Giudici, R., & Poco, J. G. (2002). Techniques for reducing residual monomer content in polymers: a review. Polymer Engineering & Science, 42(7), 1442-1468.
- Autzen, A. A., Beuermann, S., Drache, M., Fellows, C. M., Harrisson, S., van Herk, A. M., ... & Russell, G. T. (2024). IUPAC recommended experimental methods and data evaluation procedures for the determination of radical copolymerization reactivity ratios from composition data. Polymer Chemistry, 15(18), 1851-1861.
- Autzen, A. A., Beuermann, S., Drache, M., Fellows, C. M., Harrisson, S., van Herk, A. M., ... & Russell, G. T. (2024). IUPAC recommended experimental methods and data evaluation procedures for the determination of radical copolymerization reactivity ratios from composition data. Polymer Chemistry, 15(18), 1851-1861.
- Beckingham, B. S., Sanoja, G. E., & Lynd, N. A. (2015). Simple and accurate determination of reactivity ratios using a nonterminal model of chain copolymerization. Macromolecules, 48(19), 6922-6930.
- Dubé, M. A., Saldívar‐Guerra, E., & Zapata‐González, I. (2013). Copolymerization. Handbook of Polymer Synthesis, Characterization, and Processing, 105-125.
- Fienen, M. N., White, J. T., & Hayek, M. (2025). Parameter ESTimation with the gauss–levenberg–marquardt algorithm: An intuitive guide. Groundwater, 63(1), 93-104.
Ayrıntılar
Birincil Dil
İngilizce
Konular
Malzeme Mühendisliği (Diğer)
Bölüm
Araştırma Makalesi
Yayımlanma Tarihi
11 Mayıs 2026
Gönderilme Tarihi
6 Mayıs 2025
Kabul Tarihi
27 Ekim 2025
Yayımlandığı Sayı
Yıl 2026 Cilt: 10 Sayı: 1
APA
Akyüz, A. Ö., & Kumaş, K. (2026). An Interactive Approach for Copolymer Design: Web-based Simulation and Analysis of Reactivity Ratios. Bilge International Journal of Science and Technology Research, 10(1), 62-77. https://doi.org/10.30516/bilgesci.1692610
AMA
1.Akyüz AÖ, Kumaş K. An Interactive Approach for Copolymer Design: Web-based Simulation and Analysis of Reactivity Ratios. bilgesci. 2026;10(1):62-77. doi:10.30516/bilgesci.1692610
Chicago
Akyüz, Ali Özhan, ve Kazım Kumaş. 2026. “An Interactive Approach for Copolymer Design: Web-based Simulation and Analysis of Reactivity Ratios”. Bilge International Journal of Science and Technology Research 10 (1): 62-77. https://doi.org/10.30516/bilgesci.1692610.
EndNote
Akyüz AÖ, Kumaş K (01 Mayıs 2026) An Interactive Approach for Copolymer Design: Web-based Simulation and Analysis of Reactivity Ratios. Bilge International Journal of Science and Technology Research 10 1 62–77.
IEEE
[1]A. Ö. Akyüz ve K. Kumaş, “An Interactive Approach for Copolymer Design: Web-based Simulation and Analysis of Reactivity Ratios”, bilgesci, c. 10, sy 1, ss. 62–77, May. 2026, doi: 10.30516/bilgesci.1692610.
ISNAD
Akyüz, Ali Özhan - Kumaş, Kazım. “An Interactive Approach for Copolymer Design: Web-based Simulation and Analysis of Reactivity Ratios”. Bilge International Journal of Science and Technology Research 10/1 (01 Mayıs 2026): 62-77. https://doi.org/10.30516/bilgesci.1692610.
JAMA
1.Akyüz AÖ, Kumaş K. An Interactive Approach for Copolymer Design: Web-based Simulation and Analysis of Reactivity Ratios. bilgesci. 2026;10:62–77.
MLA
Akyüz, Ali Özhan, ve Kazım Kumaş. “An Interactive Approach for Copolymer Design: Web-based Simulation and Analysis of Reactivity Ratios”. Bilge International Journal of Science and Technology Research, c. 10, sy 1, Mayıs 2026, ss. 62-77, doi:10.30516/bilgesci.1692610.
Vancouver
1.Ali Özhan Akyüz, Kazım Kumaş. An Interactive Approach for Copolymer Design: Web-based Simulation and Analysis of Reactivity Ratios. bilgesci. 01 Mayıs 2026;10(1):62-77. doi:10.30516/bilgesci.1692610