Machine learning for metabolic pathway optimization: A review

Machine learning for metabolic pathway optimization: A review

Optimizing the metabolic pathways of microbial cell factories is essential for establishing viable biotechnological production processes. However, due to the limited understanding of the complex setup of cellular machinery, building efficient microbial cell factories remains tedious and time-consumi...

Full description

Bibliographic Details
Main Authors: Yang Cheng, Xinyu Bi, Yameng Xu, Yanfeng Liu, Jianghua Li, Guocheng Du, Xueqin Lv, Long Liu
Format: Article
Language:English
Published: Elsevier 2023-01-01
Series:Computational and Structural Biotechnology Journal
Subjects:
Machine learning
Metabolic pathway optimization
Active learning
Bayesian optimization
Mechanism model
Data-driven model
Online Access:http://www.sciencedirect.com/science/article/pii/S2001037023001447

Internet

http://www.sciencedirect.com/science/article/pii/S2001037023001447

Similar Items