详细信息
Study on polyvinyl butyral purification process based on Box-Behnken design and artificial neural network ( SCI-EXPANDED收录 EI收录)
文献类型:期刊文献
英文题名:Study on polyvinyl butyral purification process based on Box-Behnken design and artificial neural network
作者:Wang, Huihui[1];Luan, Wenwen[1];Sun, Li[1];Zeng, Zuoxiang[1,3];Xue, Weikan[1];Bai, Yu[2]
机构:[1]East China Univ Sci & Technol, Sch Chem Engn, Shanghai 200237, Peoples R China;[2]Sinopec Shanghai Res Inst Petrochem Technol, Shanghai 201208, Peoples R China;[3]East China Univ Sci & Technol, Sch Chem Engn, POB 368,130 Meilong Rd, Shanghai 200237, Peoples R China
年份:2022
卷号:184
起止页码:291
外文期刊名:CHEMICAL ENGINEERING RESEARCH & DESIGN
收录:;EI(收录号:20222612293585);WOS:【SCI-EXPANDED(收录号:WOS:000819134100005)】;
基金:This work was supported by the Sinopec Shanghai Research Institute of Petrochemical Technology [grant number 420094] .
语种:英文
外文关键词:Polyvinyl butyral; Purification process; Yellowing; Box-Behnken design; Artificial neural network
摘要:Polyvinyl butyral is a polymer resin with excellent mechanical properties, weather resistance and adhesive properties, which can be used in solar cell encapsulation films and automotive glass interlayer films. It is synthesized by the reaction between polyvinyl alcohol and n-butyraldehyde acetal, in which a certain amount of surfactant is added. Because it will cause the product to turn yellow, the surfactant needs to be removed by purification process. In this paper, polyvinyl butyral was synthesized using sodium dodecyl sulfonate as surfactant, and the purification process and the effect of surfactant residue in polyvinyl butyral on its yellowing degree were studied. Box-Behnken design and artificial neural network were used to optimize the purification process. The results showed that the influencing factors of the purification process were as follows: washing times > addition amount of sodium dodecyl sulfonate > washing temperature > stirring time. The correlation coefficients (R2) of Box-Behnken design and artificial neural network were 0.9943 and 0.9981 respectively, indicating that the artificial neural network was more accurate than Box-Behnken design. In conclusion, the results of this study provide an effective method for the purification process of polyvinyl butyral. (c) 2022 Institution of Chemical Engineers. Published by Elsevier Ltd. All rights reserved.
参考文献:
正在载入数据...
