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Development and application of an ANN-perception-based autonomous control system for Escherichia coli cultivation process

To address the challenges of overflow metabolism and the heavy reliance on manual intervention in high-density Escherichia coli fermentation, this study introduces an AI-driven, autonomous intelligent control system. Using superfolder green fluorescent protein (sfGFP) as a reporter, the research fir...

Celý popis

Uloženo v:
Hlavní autoři: Mengxuan Zhou, Beichen Zhao, Zhiren Gan, Jingyan Jiang, Renquan Guo, Nikolai Mushnikov, Xueliang Li, Jian Ding, Zhenggang Xie
Médium: Artigo
Jazyk:Inglês
Vydáno: Frontiers Media S.A. 2026-03-01
Edice:Frontiers in Microbiology
Témata:
ANN model
autonomous control
DO-stat
Escherichia coli
sfGFP
On-line přístup:https://www.frontiersin.org/articles/10.3389/fmicb.2026.1791815/full
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