Welcome to Ning Research Group
Data-driven Optimization & Control under Uncertainty (DOCU 多酷) Lab
Data-driven Optimization & Control under Uncertainty (DOCU 多酷) Lab
We are a group of researchers who aim to develop data-driven optimization & control theory and computational algorithms for decision-making under uncertainty in the age of Artificial Intelligence. Areas of application include sustainable energy chemical processes, green hydrogen, electric power systems, and intelligent robotics.
12/2025: Gongrats to Han for winning Outstanding Graduate of Shanghai!
9/2025: Gongrats to Aokai for winning National Scholarship!
09/2025: Our paper has been accepted by NeurIPS. Congrats to Han!
9/2025: Two papers of DOCU Lab have been accepted by IEEE Trans. on Power Systems. Gongrats to Longyan and Aokai!
08/2025: Our paper on Green Electricity-Hydrogen-Refinery has been accepted by Applied Energy. Gongrats to Aokai!
04/2025: Our paper on Green Electricity-Hydrogen-Ammonia has been accepted by IEEE Trans. on Sustainable Energy. Gongrats to Longyan!
03/2025: Our paper on data-driven distributionally robust mixed-integer control has been accepted by IEEE Trans. on Automatic Control (TAC). Gongrats to Xutao!
03/2025: Xutao has successfully defended his master thesis. Gongrats to Xutao!