Learning-Based Controller Optimization for Repetitive Robotic Tasks

X Li, H Zhu, J Ma, TJ Teo, CS Teo… - 2020 IEEE/RSJ …, 2020 - ieeexplore.ieee.org
Dynamic control for robotic automation tasks is traditionally designed and optimized with a
model-based approach, and the performance relies heavily upon accurate system modeling …

CONTROL STRATEGIES FOR A GANTRY STAGE EQUIPPED WITH FLEXIBLE JOINTS USING FREQUENCY RESPONSE METHODS.

P Poehlmann, M Merx, J Mueller… - MM Science …, 2021 - search.ebscohost.com
Gantry stages, consisting of two parallel acting drives, are a well-known example, where a
significant interaction between all control systems' in-and outputs is present due to structural …

Data-Driven Quadratic Optimization for Tracking Problems with Application to a Tray Indexing System

Z Cheng, J Ma, X Li, X Zhang… - 2019 19th International …, 2019 - ieeexplore.ieee.org
Iterative Feedback Tuning (IFT) algorithm explores the correlation between the cost function
and the parameters of the controller. It introduces one data-driven approach to derive the …