首页 | 官方网站   微博 | 高级检索  
     

基于优选优生进化算法的常减压蒸馏装置稳态数据整定方法
引用本文:颜学峰,余娟,钱锋,丁军委.基于优选优生进化算法的常减压蒸馏装置稳态数据整定方法[J].石油炼制与化工,2005,36(7):64-68.
作者姓名:颜学峰  余娟  钱锋  丁军委
作者单位:1. 华东理工大学自动化研究所,上海,200237
2. 青岛科技大学化工学院
基金项目:上海启明星项目(04QMX1433),国家973项目(2002CB312200),国家863项目(2002AA412110).
摘    要:提出一种寻优性能良好的优选优生进化算法,该方法与实数编码、线性交叉的遗传算法相比,计算复杂性低,离线性能和在线性能都有较大的改进,全局寻优能力明显提高。基于优选优生进化算法,采用测量误差为污染正态分布的数据整定与过失误差同步检测的方法对常减压装置进行稳态流量整定,提高了数据的一致性。

关 键 词:进化算法  遗传算法  数据整定  常减压蒸馏装置  整定方法  稳态数据  优生  优选  全局寻优能力  在线性能
收稿时间:2004-12-27
修稿时间:2005-02-23

AN EVOLUTION ALGORITHM WITH SELECT-BEST AND PREPOTENCY OPERATOR FOR DATA RECONCILIATION OF CRUDE OIL DISTILLATION
Yan Xuefeng,Yu Juan,Qian Feng,Ding Junwei.AN EVOLUTION ALGORITHM WITH SELECT-BEST AND PREPOTENCY OPERATOR FOR DATA RECONCILIATION OF CRUDE OIL DISTILLATION[J].Petroleum Processing and Petrochemicals,2005,36(7):64-68.
Authors:Yan Xuefeng  Yu Juan  Qian Feng  Ding Junwei
Abstract:A novel evolution algorithm with select-best and prepotency operator, named as select-best and prepotency evolution algorithm (SPEA), was proposed. The select-best and prepotency genetic operator is defined as follows: each individual of the population has the same chance to select the best individual within the some range around itself and crossover with the selected individual to produce the new individuals, then the best new individual is selected as the individual of the next generation. To compare the performances of SPEA with those of the traditional genetic algorithm (TGA), SPEA and TGA were applied to search the global optimum solution of analytical function. The results demonstrated that SPEA spent less CPU time than that of TGA; the on-line and off-line performance, and local search ability of SPEA were superior to that of TGA; the probability of SPEA to find the global optimal solution was larger than that of TGA. Furthermore, based on SPEA, a synchronous arithmetic including data reconciliation and lapse error detection was employed for the steady-state flow data reconciliation of crude oil distillation, and satisfactory results were obtained.
Keywords:evolution algorithm  genetic algorithm  data reconciliation  atmospheric and vacuum distillation units
本文献已被 CNKI 维普 万方数据 等数据库收录!
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司    京ICP备09084417号-23

京公网安备 11010802026262号