4.6 Article

Multifeature video modularized arm movement algorithm evaluation and simulation

Journal

NEURAL COMPUTING & APPLICATIONS
Volume 35, Issue 12, Pages 8637-8646

Publisher

SPRINGER LONDON LTD
DOI: 10.1007/s00521-022-08060-0

Keywords

Manipulator motion; Multifeature video; Visual positioning system; Motion trajectory planning

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With the rapid development of artificial intelligence applications, the practical value of robotic arms is becoming increasingly important. Traditional robotic arms face difficulties in adapting to unknown or changing environments, while robotic arm control systems based on multifeature video can solve this problem. This study built a multifeature video-based modular robotic arm motion device and verified its relevant performance through experiments.
With the rapid development of artificial intelligence applications, the practical value of robotic arms is becoming increasingly important. Traditional robotic arms can only grab objects along a preplanned route, and it is difficult to obtain external information. If the surrounding environment is unknown or has changed, the robotic arm needs to be redesigned. Otherwise, grabbing will be difficult. To ensure the coordination ability of the automatic control system of a robotic arm and for the robot to be able to independently recognize the surrounding environment, robotic arm control systems based on multifeature video have gradually become popular. These systems also help to address the problem of independent grasping under unknown conditions. In this study, a multifeature video-based modular robotic arm motion device was built, and the relevant performance of the robotic arm was verified by experiments. The experimental results show that the relative error between the multifeature video vision system and the laser rangefinder is 1.16% at minimum and 3.12% at maximum. The grasping success rate reached 88.9%, and the robotic arm motion device could meet the expected requirements.

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