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Systematic design of chemical reactors with multiple stages via multi-objective optimization approach

机译:多目标优化方法的多级化学反应器系统设计

摘要

The purpose of this study is to extend the approach that was introduced by Hillestad (2010) to handle chemical reactor design problem with multiple stages. Specifically, multi-objective optimization method will be used to generate Pareto optimal solutions that characterize the non-inferior solutions set for the problem. Following the identification of path-dependent design variables, several (possibly conflicting) design objectives will be selected and solutions of the corresponding problem will be generatedudfrom multi-objective optimization algorithm. This approach is investigated for two industrially important reactor systems: ethylene oxide and phthalic anhydride synthesis.udBy using reference-point based multi-objective evolutionary algorithm (R-NSGA-II), Pareto-optimal solutions are successfully generated within the region of user-specifiedudreference points, thus facilitating in the selection of final optimal designs. Apart from the extensive selection of optimal candidate reactor designs, this approach also enables further insights to be obtained regarding the optimal arrangement of the path-dependent design variables along the reactor length. ud
机译:这项研究的目的是扩展Hillestad(2010)引入的方法来处理多阶段化学反应器设计问题。具体来说,将使用多目标优化方法生成表征该问题的非劣解的Pareto最优解。在确定了与路径相关的设计变量之后,将选择几个(可能有冲突的)设计目标,并从多目标优化算法中生成相应问题的解决方案。已针对两种工业上重要的反应器系统研究了这种方法:环氧乙烷和邻苯二甲酸酐的合成。 ud通过使用基于参考点的多目标进化算法(R-NSGA-II),在用户区域内成功生成了帕累托最优解指定的参考点,从而有助于选择最终的最佳设计。除了广泛选择最佳候选反应堆设计之外,这种方法还使人们可以获得关于沿路径的设计变量沿反应堆长度的最佳布置的进一步见解。 ud

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