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The Integration of the Image Sensor with a 3-DOF Pneumatic Parallel Manipulator.
Hao-Ting Lin1, Mao-Hsiung Chiang2
1Department of Mechanical and Computer-Aided Engineering, Feng Chia University, No. 100, Wenhwa Road, Seatwen, Taichung 40724, Taiwan. haotlin@fcu.edu.tw.
This study integrates an image sensor with a pneumatic parallel manipulator for automated object pick-and-place tasks using the SURF algorithm and RANSAC. Hand gesture recognition further refines manipulator control for precise object handling.
Area of Science:
- Robotics and Automation
- Computer Vision
- Mechatronics
Background:
- Automated pick-and-place systems require precise object recognition and manipulator control.
- Integrating image sensing with robotic manipulators enhances operational capabilities.
Purpose of the Study:
- To develop an automated system for object pick-and-place using a three-axial pneumatic parallel manipulator.
- To integrate an image sensor and employ advanced algorithms for feature recognition and manipulator control.
Main Methods:
- Utilized the Speeded Up Robust Features (SURF) algorithm for object feature definition and matching.
- Employed the Random Sample and Consensus (RANSAC) method for accurate target localization and feature matching.
- Integrated an ASUS Xtion Pro Live depth camera for 3-D coordinate estimation and calibration.
- Implemented hand gesture recognition with skin detection and noise elimination for manipulator input.
Main Results:
- Successfully achieved accurate feature recognition of target objects.
- Demonstrated precise pick-and-place functionality of the parallel manipulator.
- Enabled manipulator pose adjustment based on recognized hand gestures and finger counts.
Conclusions:
- The integrated system effectively performs automated object recognition and manipulation.
- The combination of SURF, RANSAC, and depth sensing enhances robotic pick-and-place accuracy.
- Hand gesture recognition provides an intuitive control interface for the parallel manipulator.
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