Dynamic optimization of fed-batch bioreactors using the ant algorithm

Jayaraman VK; Kulkarni BD; Gupta K; Rajesh J; Kusumaker HS

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Dynamic optimization of fed-batch bioreactors using the ant algorithm

机译：蚂蚁算法动态优化分批补料生物反应器

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The ant colony algorithm, mimicking the cooperative search behavior of ants in real life, has been employed for the dynamic optimization of fed-batch bioreactors. To test the capability of this new heuristic algorithm, two well-known and extensively studied systems have been chosen. The algorithm rapidly converges to optimal feed rate profiles, which maximize the overall production of the desired product and the profits in a computationally efficient and robust manner. The optimal profiles evolved are easy to implement in plant operation. The algorithm compares favorably with the other known techniques.

机译：模仿现实生活中蚂蚁的协作搜索行为的蚁群算法已用于补料分批生物反应器的动态优化。为了测试这种新的启发式算法的功能，选择了两个众所周知且经过广泛研究的系统。该算法迅速收敛到最佳进给速度曲线，从而以计算有效且稳定的方式最大化所需产品的整体产量和利润。所开发的最佳配置文件易于在工厂操作中实施。该算法与其他已知技术相比具有优势。

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《Biotechnology Progress》 |2001年第1期|共8页
作者
Jayaraman VK; Kulkarni BD; Gupta K; Rajesh J; Kusumaker HS;
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原文格式 PDF
正文语种 eng
中图分类生物工程学（生物技术）;分子生物学;
关键词
Genetic algorithm; Search; Design;

机译：遗传算法;搜索;设计;

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专利

1. Dynamic optimization of fed-batch bioreactors using the ant algorithm [J] . Jayaraman VK, Kulkarni BD, Gupta K, Biotechnology Progress . 2001,第1期

机译：蚂蚁算法动态优化分批补料生物反应器
2. Dynamic Reoptimisation of Fed-batch Bioreactors Using Genetic Algorithms [J] . Debasis Sarkar, Jayant M.Modak Indian Chemical Engineer Sections A & B . 2007,第4期

机译：利用遗传算法动态优化分批补料生物反应器
3. Optimization of process conditions for mammalian fed-batch cell culture in automated micro-bioreactor system using genetic algorithm [J] . Brinc Matjaz, Belic Ales Journal of Biotechnology . 2019,第期

机译：遗传算法在自动微生物反应器系统中哺乳动物喂料细胞培养过程条件的优化
4. Evolutionary Algorithms for Static and Dynamic Optimization of Fed-batch Fermentation Processes [C] . Miguel Rocha, Jose Neves, Ana C.A. Veloso, International Conference on Adaptive and Natural Computing Algorithms; 2005; Coimbra(PT) . 2005

机译：分批补料发酵过程静态和动态优化的进化算法
5. Modified Ant Colony Algorithm for Dynamic Optimization: A Case Study with Wildlife Surveillance [D] . Bullington, William. 2017

机译：用于动态优化的改进的蚁群算法 - 以野生动物监测为例
6. Grid-Based Mobile Robot Path Planning Using Aging-Based Ant Colony Optimization Algorithm in Static and Dynamic Environments [O] . Fatin Hassan Ajeil, Ibraheem Kasim Ibraheem, Ahmad Taher Azar, 2020

机译：静态和动态环境中基于老化的蚁群优化算法的网格移动机器人路径规划
7. Genetic Algorithmic Optimization of PHB Production by a Mixed Culture in an Optimally Dispersed Fed-batch Bioreactor [O] . Pratap R. Patnaik 2009

机译：优化分散补料分批生物反应器中混合培养pHB生产的遗传算法优化

Dynamic optimization of fed-batch bioreactors using the ant algorithm

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