5 citations · 13 across the 3 of their papers we have counts for
3 papers
math.OC2020★ 3 cited
Data-driven approximation for feasible regions in nonlinear model predictive control
Yuanqiang Zhou, Dewei Li, Yugeng Xi +1
This paper develops a data-driven learning framework for approximating the feasible region and invariant set of a nonlinear system under the nonlinear Model Predictive Control (MPC…
cs.LG2017★ 5 cited
Power Plant Performance Modeling with Concept Drift
Rui Xu, Yunwen Xu, Weizhong Yan
Power plant is a complex and nonstationary system for which the traditional machine learning modeling approaches fall short of expectations. The ensemble-based online learning meth…
cs.LG2017★ 5 cited
Concept Drift Learning with Alternating Learners
Yunwen Xu, Rui Xu, Weizhong Yan +1
Data-driven predictive analytics are in use today across a number of industrial applications, but further integration is hindered by the requirement of similarity among model train…