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A novel standpoint of Pressure Swing Adsorption processes multi-objective optimization: An approach based on feasible operation region mapping

变压吸附 摇摆 吸附 计算机科学 数学优化 真空摆动吸附 工艺工程 数学 工程类 化学 机械工程 物理化学
作者
Carine M. Rebello,Márcio A. F. Martins,Alírio E. Rodrigues,José M. Loureiro,Ana M. Ribeiro,Idelfonso B. R. Nogueira
出处
期刊:Chemical engineering research & design [Elsevier]
卷期号:178: 590-601 被引量:12
标识
DOI:10.1016/j.cherd.2021.12.047
摘要

• A new approach for multi-objective optimization of Pressure Swing Adsorption. • Fisher–Snedecor test to the solution of a multi-objective problem is deduced. • The concept of Feasible Operating Regions is presented to address the study case. • The obtained Pareto region is divided into operating sub-regions clustering. Optimization of cyclic adsorption processes is a challenging issue due to the dynamic-operating complexity of these processes. In this context, this work proposes a new approach for multi-objective optimization of Pressure Swing Adsorption (PSA) units, extending the concept of the Pareto front to Pareto region. The proposed methodology, hitherto unexplored in the literature, consists of integrating a likelihood test, an arrangement from the Fisher–Snedecor test to the solution of a multi-objective problem provided by a Swarm Particle Optimization technique. The Pareto region is divided into operating sub-regions that meet the optimization constraints and prioritize a determined objective by a clustering process. These sub-regions make the operation more flexible. Furthermore, the analysis of the operating variables feasible operation interval demonstrated to be an important tool to provide information regarding the system behavior. As a study case, it is presented the optimization of a PSA process for syngas purification. The results demonstrate that the methodology proposed here uses the feasible operation region map and the clustering strategy to exploit the multi-objective optimization. Therefore, providing a more reliable and precise optimization of PSA units, while providing an important tool for making decisions in the PSA system.

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