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首页> 外文期刊>Chemometrics and Intelligent Laboratory Systems >Optimization of p-xylene oxidation reaction process based on self-adaptive multi-objective differential evolution
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Optimization of p-xylene oxidation reaction process based on self-adaptive multi-objective differential evolution

机译:基于自适应多目标差分进化的对二甲苯氧化反应工艺优化

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摘要

Purified terephthalic acid (PTA) is used for producing a variety of polyesters. In the production of PTA, p-xylene (PX) is first transformed into terephthalic acid (TA) by oxidation process and then TA is refined. As a key step, the oxidation of PX to TA is a significant chemical process of PTA production. To improve qualified product yield with low energy consumption, in this paper, multi-objective optimization of various conflicting objectives (namely minimization of combustion loss, maximization of TA yield) is conducted using self-adaptive multi-objective differential evolution algorithm (SADE). The main characteristic of it is that DE's trial vector generation strategies and the corresponding control parameters are gradually self-adjusted adaptively based on the knowledge learnt from the previous searches in generating improved solutions. Furthermore, to handle constraints in multi-objective problems, the pseudo feasible concept is proposed to effectively utilize the critical information carried by some infeasible solutions. Optimization results of PX oxidation reaction process indicate that application of SADE can greatly improve the yield of TA with low combustion loss without degenerating TA quality. Furthermore, SADE can provide a set of Pareto optimal solutions and then suitable multi-criterion decision-making techniques can be employed to select one or a small set of the optimal solution(s) of design parameter(s) based on preference.
机译:纯化的对苯二甲酸(PTA)用于生产各种聚酯。在生产PTA时,首先通过氧化工艺将对二甲苯(PX)转化为对苯二甲酸(TA),然后精制TA。作为关键步骤,PX氧化为TA是PTA生产的重要化学过程。为了提高低能耗的合格产品产量,本文使用自适应多目标差分进化算法(SADE)进行了各种冲突目标的多目标优化(即燃烧损失的最小化,TA产量的最大化)。其主要特征是,DE的试验向量生成策略和相应的控制参数会根据从先前搜索中获得的知识逐步自适应地进行自我调整,以生成改进的解决方案。此外,为了处理多目标问题中的约束,提出了伪可行概念以有效利用某些不可行解决方案携带的关键信息。 PX氧化反应过程的优化结果表明,SADE的应用可以在不降低TA质量的前提下,大大降低燃烧损失,提高TA的收率。此外,SADE可以提供一组帕累托最优解,然后可以采用适当的多准则决策技术,根据偏好选择一个或一小套设计参数的最优解。

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