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Predictive Observer-Based Dual-Rate Prescribed Performance Control for Visual Servoing of Robot Manipulators With
IEEE Transactions on Cybernetics
|March 14, 2025
Summary
This study introduces a dual-rate control method for robot manipulators using image-based visual servoing (IBVS). The approach enhances control efficiency and ensures field-of-view (FOV) constraints are met.
Area of Science:
- Robotics
- Control Systems
- Computer Vision
Background:
- Image-based visual servoing (IBVS) systems face challenges with dual-rate control and field-of-view (FOV) constraints.
- Low camera sampling bandwidth can limit the efficiency of robotic controllers in updating servoing commands.
Purpose of the Study:
- To address dual-rate and view constraints in IBVS for robot manipulators.
- To improve the efficiency and responsiveness of robotic control systems under bandwidth limitations.
Main Methods:
- A predictive observer (PO) was designed to forecast system output during high-level sampling intervals.
- A dual-rate integral-based prescribed performance control (DRIPPC) approach was developed, combining soft-sensing and measured signals.
- The DRIPPC method samples low-frequency state signals while generating high-frequency control actions.
Main Results:
- The proposed control method enables rapid robot manipulator response.
- Strict adherence to field-of-view (FOV) constraints was maintained.
- Effectiveness was validated through experiments on a Universal Robots 5 (UR5) manipulator.
Conclusions:
- The developed dual-rate control strategy effectively manages IBVS challenges.
- The approach enhances robotic system performance while respecting operational constraints.
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