Process schemes of ethanol coupling to C4 olefins based on a genetic algorithm for back propagation neural network optimization. Issue 12 (December 2022)

• Record Type: Journal Article
• Authors: Li, Minghan; Zhao, Lingling; Jin, Shuo; Li, Danlu; Huang, Jingyi; Liu, Jiaxin
• Is Part Of: Heliyon. Volume 8:Issue 12(2022)
• Publication Date: 2022-12
• Subjects: Ethanol to C4 olefins -- TOPSIS -- BPNN optimizes chemical process -- Improved mixed congruential method; Research -- Periodicals; Medical sciences -- Periodicals; Natural history -- Periodicals; Social sciences -- Periodicals; Earth sciences -- Periodicals; Physical sciences -- Periodicals; 507.2
• DOI: 10.1016/j.heliyon.2022.e12301
• Languages: English
• ISSNs: 2405-8440

Abstract

Abstract: C4 olefin is an important feedstock for the chemical industry. Designing an effective and stable industrial process for preparing C4 olefin from renewable ethanol is crucial for further sustainable chemical production. In this study, a comprehensive evaluation system of an experimental scheme was constructed based on the Analytic Hierarchy Process/Entropy Weight Method-Technique for Order Preference by Similarity to Ideal Solution (AHP/EWM-TOPSIS) and Chemical production indicators. Using this evaluation system, a Back Propagation Neural Network (BPNN) based on a Genetic Algorithm (GA) was constructed after simulating C4 olefin production conditions using the Improved Mixed Congruential method. Subsequently, the production scheme with the highest evaluation score was determined when the temperature was not limited and when the temperature was lower than 350°C through a series of mathematical models. Overall, our mathematical models provide guidance for the commercial production of ethanol to butene and effectively reduce the risk of scaling up the chemical process to pilot or industrial scale. Graphical abstract: Highlights: A scientific evaluation system for evaluating the production of C4 olefins. Construction of neural network and prediction of C4 olefin yield based on production indicators. Mixed Congruential method was improved and used to simulate experimental parameters. The yield of C4 olefin produced by ethanol under different experimental conditions was analyzed. Abstract : Ethanol to C4 olefins; TOPSIS; BPNN optimizes chemical process; Improved mixed congruential method