Abstract
Nanoemulsions are colloidal dispersion systems that consist of oil, water, emulsifier, and co-emulsifier. They are isotropic and thermodynamically stable and possess either transparent or translucent properties. In this paper, a one-way test was employed to determine the experimental ranges of temperature, emulsifier dosage, and silicone monomer dosage for the polymerization reaction of silicone-modified acrylate nanoemulsions. The Box–Behnken central combination experimental design principle was utilized for response surface optimization tests. The results revealed that the optimal experimental conditions were found to be a reaction temperature of 80 °C, an emulsifier dosage of 3.7%, and an organosilicon content of 5.1%. Experimental verification demonstrated a conversion rate of 95.49% for acrylate nanoemulsion, with a gelation rate of 0.067%, aligning closely with the extrapolated results from the model. These findings highlight the efficacy of the interfacial response surface method in optimizing the preparation process of silicone-modified acrylate nanoemulsions.
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00289-023-05101-z/MediaObjects/289_2023_5101_Fig1_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00289-023-05101-z/MediaObjects/289_2023_5101_Fig2_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00289-023-05101-z/MediaObjects/289_2023_5101_Fig3_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00289-023-05101-z/MediaObjects/289_2023_5101_Fig4_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00289-023-05101-z/MediaObjects/289_2023_5101_Fig5_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00289-023-05101-z/MediaObjects/289_2023_5101_Fig6_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00289-023-05101-z/MediaObjects/289_2023_5101_Fig7_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00289-023-05101-z/MediaObjects/289_2023_5101_Fig8_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00289-023-05101-z/MediaObjects/289_2023_5101_Fig9_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00289-023-05101-z/MediaObjects/289_2023_5101_Fig10_HTML.png)
Similar content being viewed by others
References
Fang C, Huang X, Ge T, Li Y, Cao Y, Zhu X, Dong X (2020) Effect of dodecafluoroheptyl methacrylate (DFMA) on the comprehensive properties of acrylate emulsion pressure sensitive adhesives. Int J Adhes Adhes 101:102634. https://doi.org/10.1016/j.ijadhadh.2020.102634
Wang R-M, Wang J-F, Wang X-W, He Y-F, Zhu Y-F, Jiang M-L (2011) Preparation of acrylate-based copolymer emulsion and its humidity controlling mechanism in interior wall coatings. Prog Org Coat 71(4):369–375. https://doi.org/10.1016/j.porgcoat.2011.04.007
Zhang H, Yang H, Lu J, Lang J, Gao H (2019) Study on Stability and stability mechanism of styrene-acrylic emulsion prepared using nanocellulose modified with long-chain fatty acids. Polymers 11(7):1131. https://doi.org/10.3390/polym11071131
Lu J, Lang J, Lan P, Yang H, Yang J, Wu X, Zhang H (2020) Evalution of surface activity of hydrophobic modified nanocrystalline cellulose. Cellulose 27(16):9299–9309. https://doi.org/10.1007/s10570-020-03415-z
Su W, Zhang H, Yang S, Xu Y, Zhang C, Cheng X, Zhou C (2022) One-pot synthesis of multifunctional silicone elastomer: ring-opening copolymerization of D4 and Dual-D4Vi. Eur Polym J 175:111382. https://doi.org/10.1016/j.eurpolymj.2022.111382
Fang C, **g Y, Lin Z (2017) The application research of environment-friendly reactive surfactants in acrylate emulsion pressure sensitive adhesives. Int J Adhes Adhes 73:1–7. https://doi.org/10.1016/j.ijadhadh.2016.11.002
Van Thi Thuy N, Gaspillo P, Thanh HGT, Nhi NHT, Long HN, Tri N et al (2022) Cellulose from the banana stem: optimization of extraction by response surface methodology (RSM) and charaterization. Heliyon 8(12):e11845. https://doi.org/10.1016/j.heliyon.2022.e11845
Sami S, Sadrameli SM, Etesami N (2018) Thermal properties optimization of microencapsulated a renewable and non-toxic phase change material with a polystyrene shell for thermal energy storage systems. Appl Therm Eng 130:1416–1424. https://doi.org/10.1016/j.applthermaleng.2017.11.119
Jiang X, Liao K, **e D, **e Y, Zhang X (2017) Optimization of microencapsulation of silane coupling agent by spray drying using response surface methodology. Int J Polym Mater Polym Biomater 66(17):891–899. https://doi.org/10.1080/00914037.2017.1291508
Huo J, Yu B, Peng Z, Wu Z, Zhang L (2021) Preparation, characterization and optimization of micro-encapsulated phase change materials used for thermal storage and temperature regulation depends on response surface methodology. J Energy Storage 40:102789. https://doi.org/10.1016/j.est.2021.102789
Li Y, Wang Y, Wang Q, Tang L, Yuan L, Wang G, Zhang R (2018) Optimization the synthesis parameters of gas-wetting alteration agent and evaluation its performance. Colloids Surf A 558:438–445. https://doi.org/10.1016/j.colsurfa.2018.08.079
Pakdel AS, Rezaei Behbahani M, Saeb MR, Khonakdar HA, Abedini H, Moghri M (2015) Evolution of vinyl chloride conversion below critical micelle concentration: a response surface analysis. J Vinyl Add Tech 21(3):157–165. https://doi.org/10.1002/vnl.21352
Banerjee A, Ray SK (2018) PVA modified filled copolymer membranes for pervaporative dehydration of acetic acid-systematic optimization of synthesis and process parameters with response surface methodology. J Membr Sci 549:84–100. https://doi.org/10.1016/j.memsci.2017.11.056
Brahima S, Boztepe C, Kunkul A, Yuceer M (2017) Modeling of drug release behavior of pH and temperature sensitive poly(NIPAAm- co -AAc) IPN hydrogels using response surface methodology and artificial neural networks. Mater Sci Eng, C 75:425–432. https://doi.org/10.1016/j.msec.2017.02.081
Peng W, Zhang X, Jia X, Xu X, Wang Y, Zhang Y (2022) Synthesis, characterization and demulsification performance of polymethylamyldiallylammonium chloride. J Macromol Sci Part B 61(3):309–323. https://doi.org/10.1080/00222348.2021.2005886
Seid Mohammadi M, Sahraei E, Bayati B (2020) Synthesis optimization and characterization of high molecular weight polymeric nanoparticles as EOR agent for harsh condition reservoirs. J Polym Res 27(2):41. https://doi.org/10.1007/s10965-020-2017-9
Nguyen TH, Nguyen NT, Nguyen TTP, Doan NT, Tran LAT, Nguyen LPD, Bui TT (2022) Optimizing the conditions of cationic polyacrylamide inverse emulsion synthesis reaction to obtain high–molecular–weight polymers. Polymers 14(14):2866. https://doi.org/10.3390/polym14142866
Liu GY (2019) Synthesis and performance study of organosilicon modified acrylate emulsions. Chem Eng Equip 12:17–19. https://doi.org/10.19566/j.cnki.cn35-1285/tq.2019.12.007
Liu YX, Meng S, Lv YH (2011) Study of vinyltriethoxysilane modified acrylic emulsions. Shanghai Chem Ind 36(4):10–13. https://doi.org/10.16759/j.cnki.issn.1004-017x.2011.04.015
Dang HR (2016) Synthesis and application of multifunctional fluorinated acrylate-based copolymers. **'an University of Engineering. https://kns.cnki.net/kcms2/article/abstract?v=3uoqIhG8C475KOm_zrgu4lQARvep2SAkfRP2_0Pu6EiJ0xua_6bqBpZF9Ib6x96TyvipM0RuqK093mGOPvAAyVr_tgFng9Z&uniplatform=NZKPT
Song JH (2022) Study on the performance of polymerized benzene propylene emulsion with compound cationic emulsifier. Guangdong Chem Ind 49(16):1–3
Peng CC, **ng JF, Yan JF et al (2018) Effect of emulsifiers on the performance of acrylic emulsions. Packag Eng 39(17):66–70. https://doi.org/10.19554/j.cnki.1001-3563.2018.17.011
Feng ZH, Hu WX, Wang Y et al (2018) Preparation and properties of shell/core type polyacrylate emulsions. Mater Protect 51(5):82–85102. https://doi.org/10.16577/j.cnki.42-1215/tb.2018.05.017
Li L, Zhang S, He Q et al (2015) Application of response surface methodology in experimental design and optimization. Lab Res Explor 34(8):41–45
Acknowledgements
This study was funded by Shandong Provincial Natural Science Foundation of China (Grant No. ZR2022MB135), Open Fund of Zhejiang Key Laboratory of Alternative Technologies for Fine Chemicals Process, and the Graduate Student Independent Research and Innovation Program of Qingdao University of Science and Technology (Grant No. S2023KY039).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare no conflict of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Yang, J.X., Xu, B.M., Wang, N. et al. Optimization of silicone-modified acrylate nanoemulsion preparation process by response surface methodology. Polym. Bull. 81, 8195–8214 (2024). https://doi.org/10.1007/s00289-023-05101-z
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00289-023-05101-z