135 citations · 248 across the 4 of their papers we have counts for
4 papers
Dimension Reduction for Efficient Data-Enabled Predictive Control
Kaixiang Zhang, Yang Zheng, Chao Shang +1
In this letter, we propose a simple yet effective singular value decomposition (SVD) based strategy to reduce the optimization problem dimension in data-enabled predictive control…
A Posteriori Probabilistic Bounds of Convex Scenario Programs with Validation Tests
Chao Shang, Fengqi You
Scenario programs have established themselves as efficient tools towards decision-making under uncertainty. To assess the quality of scenario-based solutions a posteriori, validati…
Robust Model Predictive Control of Irrigation Systems with Active Uncertainty Learning and Data Analytics
Chao Shang, Wei-Han Chen, Abraham Duncan Stroock +1
We develop a novel data-driven robust model predictive control (DDRMPC) approach for automatic control of irrigation systems. The fundamental idea is to integrate both mechanistic…
A data-driven robust optimization approach to scenario-based stochastic model predictive control
Chao Shang, Fengqi You
Stochastic model predictive control (SMPC) has been a promising solution to complex control problems under uncertain disturbances. However, traditional SMPC approaches either requi…