利用粒子群和模拟退火的混合动力学建模模型实现环氧化蓖麻油的开环反应

IF 2.6 4区 化学 Q3 POLYMER SCIENCE
Mohammad ‛Aathif Addli, Intan Suhada Azmi, Silvana Dwi Nurherdiana, Mohd Azmier Ahmad, Mohd Jumain Jalil
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引用次数: 0

摘要

本研究采用粒子群优化(PSO)和模拟退火(SA)相结合的混合动力学建模方法,对蓖麻油原位环氧化生产环保型多元醇进行了全面研究。采用田口法对环氧化工艺进行优化,其中搅拌速度是最显著的工艺参数,p值为0.000,f值为95.92。在优化条件下,将50 g蓖麻油与双氧水和乙酸以1:1:1的摩尔比反应,温度65℃,搅拌速度200 rpm。用AOCS官方方法Cd- 957测定了氧环烷(RCO)的相对转化率。随着反应的进行,接近于零的RCO值证实羟基化完全。然后将环氧化蓖麻油与各种羟基化试剂按1:0.5、1:1.5和1:1.5的摩尔比混合,以评估羟基化率。结果表明,在最高摩尔比为1:1.5时,所有试剂的羟基化速度最快。根据羟基值对合成的多元醇进行了分类,结果表明,用过氧乙酸(79.3 mg KOH/g)、水(85.0 mg KOH/g)和过氧化氢(89.1 mg KOH/g)制备的多元醇适用于柔性聚氨酯。相比之下,从甲醇(127.9 mg KOH/g)、乙酸(139.4 mg KOH/g)和水(108.1 mg KOH/g)中提取的多元醇的羟基值在100到250 mg KOH/g之间,使它们更适合半刚性聚氨酯应用。通过MATLAB r2023a模拟确定了动力学参数,得出了环氧化和水解过程中关键步骤的反应速率常数:k₁= 0.03 M⁻1 min⁻1,k₂= 0.00 M⁻1 min⁻1,k₃= 30.00 M⁻1 min⁻1,k₄= 0.050 M⁻1 min⁻1。混合PSO + SA模拟模型与实验数据具有较强的相关性,R2值为0.9961,显著优于单个PSO模型(0.9836)和SA模型(0.9779)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Ring opening of epoxidized castor oil with applied hybrid kinetic modelling model of particle swarm & simulated annealing

This study comprehensively investigated the production of eco-friendly polyols through the in-situ epoxidation of castor oil, employing a hybrid kinetic modeling approach that combined Particle Swarm Optimization (PSO) and Simulated Annealing (SA). The epoxidation process was optimized using the Taguchi method, which identified stirring speed as the most significant process parameter, supported by a p-value of 0.000 and an F-value of 95.92. The reaction was carried out under optimized conditions, where 50 g of castor oil was reacted with hydrogen peroxide and acetic acid at a molar ratio of 1:1:1, a temperature of 65 °C, and a stirring speed of 200 rpm. The relative conversion of oxirane (RCO) was determined using the AOCS Official Method Cd- 957. As the reaction progressed, the near-zero RCO values confirmed complete hydroxylation. The epoxidized castor oil was then mixed with various hydroxylation reagents at epoxide-to-reagent molar ratios of 1:0.5, 1:1, and 1:1.5 to evaluate the hydroxylation rate. The results showed that all reagents achieved the fastest hydroxylation at the highest molar ratio of 1:1.5. The synthesized polyols were categorized based on their hydroxyl values, revealing that polyols produced using peracetic acid (79.3 mg KOH/g), water (85.0 mg KOH/g), and hydrogen peroxide (89.1 mg KOH/g) were suitable for flexible polyurethane applications. In contrast, polyols derived from methanol (127.9 mg KOH/g), acetic acid (139.4 mg KOH/g), and water (108.1 mg KOH/g) exhibited hydroxyl values between 100 and 250 mg KOH/g, making them more suitable for semi-rigid polyurethane applications. Kinetic parameters were determined through MATLAB R2023 A simulations, yielding reaction rate constants for key steps in the epoxidation and hydrolysis processes: k₁ = 0.03 M⁻1 min⁻1, k₂ = 0.00 M⁻1 min⁻1, k₃ = 30.00 M⁻1 min⁻1, and k₄ = 0.050 M⁻1 min⁻1. The hybrid PSO + SA simulation model demonstrated a strong correlation with experimental data, achieving an R2 value of 0.9961, significantly outperforming the individual PSO model (0.9836) and SA model (0.9779).

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来源期刊
Journal of Polymer Research
Journal of Polymer Research 化学-高分子科学
CiteScore
4.70
自引率
7.10%
发文量
472
审稿时长
3.6 months
期刊介绍: Journal of Polymer Research provides a forum for the prompt publication of articles concerning the fundamental and applied research of polymers. Its great feature lies in the diversity of content which it encompasses, drawing together results from all aspects of polymer science and technology. As polymer research is rapidly growing around the globe, the aim of this journal is to establish itself as a significant information tool not only for the international polymer researchers in academia but also for those working in industry. The scope of the journal covers a wide range of the highly interdisciplinary field of polymer science and technology, including: polymer synthesis; polymer reactions; polymerization kinetics; polymer physics; morphology; structure-property relationships; polymer analysis and characterization; physical and mechanical properties; electrical and optical properties; polymer processing and rheology; application of polymers; supramolecular science of polymers; polymer composites.
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