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Optimization of a crude distillation unit using a combination of wavelet neural network and line-up competition algorithm

查看全文 作  者:Bin [1]Shi;Xu [1]Yang;Liexiang [1]Yan 高影响力作者 机构地区:[1]Department of Chemical Engineering, Wuhan University of Technology高影响力机构 出  处:《Chinese Journal of Chemical Engineering》索引2017年第25卷第8期,共9页高影响力期刊 基  金:Supported by the National Natural Science Foundation of China(No.21376185) 摘  要:The modeling and optimization of an industrial-scale crude distillation unit(CDU)are addressed.The main specifications and base conditions of CDU are taken from a crude oil refinery in Wuhan,China.For modeling of a complicated CDU,an improved wavelet neural network(WNN)is presented to model the complicated CDU,in which novel parametric updating laws are developed to precisely capture the characteristics of CDU.To address CDU in an economically optimal manner,an economic optimization algorithm under prescribed constraints is presented.By using a combination of WNN-based optimization model and line-up competition algorithm(LCA),the superior performance of the proposed approach is verified.Compared with the base operating condition,it is validated that the increments of products including kerosene and diesel are up to 20% at least by increasing less than 5% duties of intermediate coolers such as second pump-around(PA2)and third pump-around(PA3). 关 键 词:小波神经网络 列队竞争算法 装置优化 原油蒸馏 DU模型 CDU 优化问题 蒸馏装置
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