A Robot Floating Grinding and Rust Removal Approach Based on Composite Force-Position Fuzzy Control
Tao Li1, Qun Sun1, Chong Wang1
1School of Mechanical and Automotive Engineering, Liaocheng Univesity, Liaocheng 252000, China.
Sensors (Basel, Switzerland)
|April 12, 2025
Summary
This study introduces an adaptive robotic grinding system for efficient rust removal on large equipment. The novel fuzzy control method achieves a 99.73% rust removal rate with high precision and environmental benefits.
Area of Science:
- Robotics and Automation
- Materials Science
- Control Systems Engineering
Background:
- Rust removal from large structures like trains and ships is challenging.
- Existing methods (chemical, flame, laser, sandblasting, water jet) have significant drawbacks including high energy use, pollution, cost, and complexity.
- Current robotic systems lack the adaptability for robust rust removal on complex surfaces.
Purpose of the Study:
- To develop an adaptable and robust automated system for efficient rust removal from large equipment.
- To overcome the limitations of traditional and existing robotic rust removal techniques.
- To enhance precision, efficiency, and environmental friendliness in automated rust removal.
Main Methods:
- Proposed a floating grinding actuator scheme utilizing compound force-position fuzzy control.
- Implemented simplified path-point planning, eliminating the need for pre-measurement of workpiece geometry.
- Integrated force and laser displacement sensors for real-time deviation compensation and adaptability to complex surfaces.
- Employed a fuzzy derivative-leading PID algorithm for adaptive grinding force control and enhanced precision.
Main Results:
- The system achieved continuous grinding and rust removal without prior geometric data.
- Fuzzy derivative-leading PID control significantly reduced grinding force and average error fluctuations compared to traditional PID control.
- An exceptional rust removal rate of 99.73% was achieved at an advancing speed of 40 mm/s.
- Demonstrated excellent control performance and adaptability on complex surfaces.
Conclusions:
- The proposed floating grinding actuator with fuzzy control offers an efficient, environmentally friendly, and high-precision automated solution for rust removal.
- This approach significantly improves upon existing methods for large-scale equipment maintenance.
- The system's adaptability and robust control ensure effective rust removal even on challenging surfaces.
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