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math.OC2025
Exact Learning of Linear Model Predictive Control Laws using Oblique Decision Trees with Linear Predictions
Jiayang Ren, Qiangqiang Mao, Tianwei Zhao +1
Model Predictive Control (MPC) is a powerful strategy for constrained multivariable systems but faces computational challenges in real-time deployment due to its online optimizatio…
math.OC2023
A Global Optimization Algorithm for K-Center Clustering of One Billion Samples
Jiayang Ren, Ningning You, Kaixun Hua +2
This paper presents a practical global optimization algorithm for the K-center clustering problem, which aims to select K samples as the cluster centers to minimize the maximum wit…