Construction of EP-ACO and its application in operation optimization of chemical process

CHENG Zhigang; CHEN Dezhao; WU Xiaohua; ZHANG Bing

您当前的位置：

首页 >

文章列表页 >

Construction of EP-ACO and its application in operation optimization of chemical process

更新时间：2025-12-10

- Construction of EP-ACO and its application in operation optimization of chemical process
- CIESC Journal Issue 12, Pages: 2361-2366(2005)
- 作者机构：
  
  浙江大学化学工程系,浙江,杭州,310027
- 作者简介：
- 基金信息：
- DOI：
  CLC：
- Online First：25 December 2005，
  
  Published：25 December 2005
- 稿件说明：
移动端阅览
CHENG Zhigang, CHEN Dezhao, WU Xiaohua, et al. Construction of EP-ACO and its application in operation optimization of chemical process[J]. CIESC Journal, 2005, (12): 2361-2366.
DOI：

CHENG Zhigang, CHEN Dezhao, WU Xiaohua, et al. Construction of EP-ACO and its application in operation optimization of chemical process[J]. CIESC Journal, 2005, (12): 2361-2366. DOI：

摘要

经典蚁群优化（ACO）算法搜优效率高，但只适用于求解组合优化等离散问题.以搜索最优食物源为目标，并引入进化规划（EP）简洁的进化机制，用以改造ACO，使之适于连续问题.又将蚁群分工为全局和局部蚂蚁，分别引领个体进行全局探索式和局部挖掘式寻优，并在各个体上释放信息素，供蚁群共享，由此继承了ACO正反馈、互激励的优点，并在优进策略的支持下，构建为EP-ACO算法.经复杂测试函数的优化检验，显示出EP-ACO适于连续问题，且全局搜优效率高，对高维问题适应性强.将EP-ACO应用于二甲苯异构化装置的操作优化，取得了良好的效果，与其他方法相比，优越性明显.

Abstract

Ant colony optimization(ACO) has high optimizing efficiency

but can only be applied to combinational optimization problems. For adapting ACO to continuous optimization problems

the concise evolution mechanism of evolution program(EP) was introduced to reconstruct ACO

in which the objective was to search optimal food source other than the best sequence. The ant colony was divided into global ants and local ants

which guided the individuals to perform global exploratory optimization and local excavating optimization respectively.Ants released pheromone on the individuals

and the pheromone was shared by all ants

which inherited the collective autocatalytic behaviour characterised by positive feedback mechanism of ACO.Under the support of eugenic strategy

the EP-ACO algorithm was constructed. The experimentations on optimization of complex functions showed that EP-ACO could be well fit for solving continuous optimization problems with high global optimization efficiency and showed good adaptability to high dimension problems. Finally

EP-ACO was successfully applied to the operation optimization of the equipment of xylene isomerization.The results were better than the referenced methods.

关键词

Keywords

references

Views

239

下载量

CSCD

Alert me when the article has been cited

提交

Tools

Publicity Resources

GENERALIZED REGRESSION NEURAL NETWORK AND ITS APPLICATION TO DELAYED COKING PROCESS

DIFFERENTIAL EVOLUTION ALGORITHM BASED ON EUGENIC STRATEGY AND ITS APPLICATION TO CHEMICAL ENGINEERING

Oxygen mass transfer performance of hollow fiber non-bubble aeration membrane based on gas/liquid-phase measurement method

Thermo-gas-elastic coupling performance analysis of high-speed and high-temperature foil face seals

Performance study of gas-liquid vortex separators under low cross-sectional gas velocity

Related Author

HAO Xin

CHEN Dezhao

WU Xiaohua

YU Huanjun

FANG Qiang

CHEN Dezhao

YU Huanjun

WU Xiaohua

Related Institution

浙江大学化学工程与生物工程学系

浙江大学化学工程与生物工程学系仿真中心

⁰