OptiCat: A versatile open-source optimization platform for experimental design

被引:8
|
作者
Clerc, Frederic [1 ]
Farrusseng, David [1 ]
Mirodatos, Claude [1 ]
机构
[1] Univ Lyon 2, Inst Rech Catalyse & Environm Lyon, IRCELYON, UMR CNRS 5256, F-69626 Villeurbanne, France
关键词
design of experiments; genetic algorithm; evolutionary strategy; open-source software; simulated annealing; benchmark; optimization;
D O I
10.1016/j.chemolab.2008.05.006
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A new open-source software for experimental design is presented. It consists at a platform which enables to design specific optimization algorithms by simple drag and drop from a toolbox. Complex workflows can be implemented and tested within a few minutes by experimentalists. OptiCat can integrate MS Excel (c), MatLab (c) and Statistica (c) functionalities for batch calculations. Optimization results on a custom benchmark are presented as examples. Four different algorithms are studied: genetic algorithm, evolutionary strategy, Tabu Search and simulated annealing. Advantages to use Optical: in the frame of parallel experimentation in Material Science and Catalysis are addressed. (c) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:167 / 171
页数:5
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