Enhanced path planning for industrial robot: integrating modified artificial potential field and A* algorithm / Fan Rui ... [et al.]

-, Fan Rui and Ayub, Muhammad Azmi and Ab Patar, Mohd Nor Azmi and Che Abdullah, Sukarnur and Ahmat Ruslan, Fazlina (2024) Enhanced path planning for industrial robot: integrating modified artificial potential field and A* algorithm / Fan Rui ... [et al.]. Journal of Mechanical Engineering (JMechE), 13 (1): 18. pp. 315-335. ISSN 1823-5514 ; 2550-164X

Abstract

The study proposes a modified Artificial Potential Field (APF) method integrated with the A* algorithm to enhance industrial robot path planning for obstacle avoidance. This approach addresses issues of local minima and unreachable targets within APF, mitigates the A* algorithm's poor real-time performance, and enhances obstacle avoidance success rates. Kinematic and workspace analyses of the robot utilize the Denavit-Hartenberg and Monte Carlo methods. The study analyses the principles and limitations of classical algorithms. The study introduces a modified APF algorithm to address issues of local minima and path oscillation, which is integrated with A* to guide movement towards the virtual target. After getting rid of local minima, the algorithm reverts to the APF method for further searching. Introducing a safe distance to restrict the repulsive field's influence resolves the issue of unreachable targets. Simulation results demonstrate that the modified algorithm efficiently plans obstacle-free paths in multi-obstacle environments, with target error controlled within 0.0121 m.

Metadata

Item Type: Article
Creators:
Creators
Email / ID Num.
-, Fan Rui
fanrui0321@foxmail.com
Ayub, Muhammad Azmi
UNSPECIFIED
Ab Patar, Mohd Nor Azmi
azmipatar@uitm.edu.my
Che Abdullah, Sukarnur
sukarnur@uitm.edu.my
Ahmat Ruslan, Fazlina
azlina419@uitm.edu.my
Subjects: Q Science > QA Mathematics > Analytic mechanics > Kinematics
T Technology > TJ Mechanical engineering and machinery > Mechanical devices and figures. Automata. Ingenious mechanisms.Robots (General)
Divisions: Universiti Teknologi MARA, Shah Alam > College of Engineering
Journal or Publication Title: Journal of Mechanical Engineering (JMechE)
UiTM Journal Collections: UiTM Journal > Journal of Mechanical Engineering (JMechE)
ISSN: 1823-5514 ; 2550-164X
Volume: 13
Number: 1
Page Range: pp. 315-335
Keywords: Path Planning; Kinematic; Artificial Potential Field; A* Algorithm; Industrial Robot
Date: November 2024
URI: https://ir.uitm.edu.my/id/eprint/106408
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