Mixed Integer Multiobjective Optimization Approaches for Systems and Synthetic Biology

被引:2
|
作者
Otero-Muras, Irene [1 ]
Banga, Julio R. [1 ]
机构
[1] Spanish Natl Res Council, CSIC, IIM, Bioproc Engn Grp, Vigo 36208, Spain
来源
IFAC PAPERSONLINE | 2018年 / 51卷 / 19期
关键词
Global optimization; Multiobjective optimization; Gene Regulatory Networks; Design principles; Model Identification; Synthetic Biology; Gene regulatory switch; AUTOMATED DESIGN; SWITCH;
D O I
10.1016/j.ifacol.2018.09.042
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work we tackle a number of computational challenges in systems and synthetic biology exploiting optimization based approaches. Our framework combines three important capabilities: multiple optimization objectives (taking into account trade-offs between conflicting goals), simultaneous exploration of topology and parameter spaces (through a mixed integer modeling framework) and high computational efficiency. We illustrate the capacities of the mixed integer multiobjective framework in three different applications: i) automated design of synthetic bistable genetic switches, ii) exloring design principles underlying biochemical bistable switches in living cells iii) advanced identification of cellular process models from experimental data. (C) 2018, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码:58 / 61
页数:4
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