38 citations · 86 across the 30 of their papers we have counts for
11 papers · 1 filter
Learning-based data-enabled economic predictive control with convex optimization for nonlinear systems
Mingxue Yan, Xuewen Zhang, Kaixiang Zhang +2
In this article, we propose a data-enabled economic predictive control method for a class of nonlinear systems, which aims to optimize the economic operational performance while ha…
Distributed Platoon Control Under Quantization: Stability Analysis and Privacy Preservation
Kaixiang Zhang, Zhaojian Li, Wei Lin
Distributed control of connected and automated vehicles has attracted considerable interest for its potential to improve traffic efficiency and safety. However, such control scheme…
Velocity-Form Data-Enabled Predictive Control of Soft Robots under Unknown External Payloads
Huanqing Wang, Kaixiang Zhang, Kyungjoon Lee +5
Data-driven control methods such as data-enabled predictive control (DeePC) have shown strong potential in efficient control of soft robots without explicit parametric models. Howe…
Direct Data-Driven Predictive Control for a Three-dimensional Cable-Driven Soft Robotic Arm
Cheng Ouyang, Moeen Ul Islam, Dong Chen +3
Soft robots offer significant advantages in safety and adaptability, yet achieving precise and dynamic control remains a major challenge due to their inherently complex and nonline…
Advancement and Field Evaluation of a Dual-arm Apple Harvesting Robot
Keyi Zhu, Kyle Lammers, Kaixiang Zhang +5
Apples are among the most widely consumed fruits worldwide. Currently, apple harvesting fully relies on manual labor, which is costly, drudging, and hazardous to workers. Hence, ro…
Economic data-enabled predictive control using machine learning
Mingxue Yan, Xuewen Zhang, Kaixiang Zhang +2
In this paper, we propose a convex data-based economic predictive control method within the framework of data-enabled predictive control (DeePC). Specifically, we use a neural netw…
Safe Data-Driven Predictive Control
Amin Vahidi-Moghaddam, Kaian Chen, Kaixiang Zhang +3
In the realm of control systems, model predictive control (MPC) has exhibited remarkable potential; however, its reliance on accurate models and substantial computational resources…
Data-Enabled Neighboring Extremal: Case Study on Model-Free Trajectory Tracking for Robotic Arm
Amin Vahidi-Moghaddam, Keyi Zhu, Kaixiang Zhang +2
Data-enabled predictive control (DeePC) has recently emerged as a powerful data-driven approach for efficient system controls with constraints handling capabilities. It performs op…
Model-free Vehicle Rollover Prevention: A Data-driven Predictive Control Approach
Mohammad R. Hajidavalloo, Kaixiang Zhang, Vaibhav Srivastava +1
Vehicle rollovers pose a significant safety risk and account for a disproportionately high number of fatalities in road accidents. This paper addresses the challenge of rollover pr…
Data-Enabled Predictive Control for Flexible Spacecraft
Huanqing Wang, Kaixiang Zhang, Amin Vahidi-Moghaddam +4
Spacecraft are vital to space exploration and are often equipped with lightweight, flexible appendages to meet strict weight constraints. These appendages pose significant challeng…
Foundation Model-Based Apple Ripeness and Size Estimation for Selective Harvesting
Keyi Zhu, Jiajia Li, Kaixiang Zhang +4
Harvesting is a critical task in the tree fruit industry, demanding extensive manual labor and substantial costs, and exposing workers to potential hazards. Recent advances in auto…