Artificial intelligence system for enhanced automated 1,3-propanediol green biosynthesis

Abstract

An extraordinary artificial intelligence system, which consist of a sensor, predictor, controller, and automation system, for entirely automatic fed-batch fermentation of 1,3-propanediol is established.

A low-cost machine learning framework for predicting drug–drug interactions based on fusion of multiple features and a parameter self-tuning strategy

“…Utilizing computational techniques and intelligent algorithms for chemical research is a new trend in both industrial and academic communities, such as green biosynthesis, 9 pharmaceutical research, 10–14 chemical behavior prediction, 15–17 physicochemical property prediction, 18–20 biology and biological chemistry studies, 21–24 and so on.…”