基于人工神经网络技术和PS方法的CO2在酯中的溶解行为研究

IF 1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Journal of the Chinese Institute of Engineers Pub Date : 2023-04-25 DOI:10.1080/02533839.2023.2204903
Huichao Lv, Yanhong Shen, Baoli Li, Dayong Tian
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引用次数: 0

摘要

人工神经网络(ann)是人工智能工具,模式搜索(PS)是求解优化问题的一种方法。虽然这两种技术在化学和工程领域得到了广泛的应用,但它们都有局限性。本文提出了一种基于人工神经网络技术和PS方法的混合方法来研究二氧化碳(CO2)的溶液行为。选择五个co2 -酯二元体系作为模型体系来演示感兴趣的点。结果表明,该方法可以克服两种技术的缺陷,发挥其优势,从而提供了令人满意的描述CO2在这些酯中的溶解度数据。所提出的方法可以应用于一系列二氧化碳二元体系,并有助于选择合适的吸收剂用于二氧化碳捕获技术。
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Investigating the solution behavior of CO2 in ester based on a hybrid of ANN technology and PS method
ABSTRACT Artificial neural networks (ANNs) are artificial intelligence tools, and pattern search (PS) is a method for solving optimization problems. Although these two technologies have been extensively used in the chemical and engineering fields, they have limitations. This study proposes a methodology based on a hybrid of ANN technology and PS method to investigate the solution behavior of carbon dioxide (CO2). Five CO2-ester binary systems are selected as the model systems to demonstrate the point of interest. The results reveal that this methodology can overcome the defects of the two technologies and develop their advantages, thereby providing a satisfactory description of the solubility data of CO2 in these esters. The proposed methodology can be applied to a series of CO2 binary systems and is helpful in selecting a suitable absorbent for CO2 capture technology.
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来源期刊
Journal of the Chinese Institute of Engineers
Journal of the Chinese Institute of Engineers 工程技术-工程:综合
CiteScore
2.30
自引率
9.10%
发文量
57
审稿时长
6.8 months
期刊介绍: Encompassing a wide range of engineering disciplines and industrial applications, JCIE includes the following topics: 1.Chemical engineering 2.Civil engineering 3.Computer engineering 4.Electrical engineering 5.Electronics 6.Mechanical engineering and fields related to the above.
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