LAPSE:2023.2261
Published Article
LAPSE:2023.2261
Picking Path Planning Method of Dual Rollers Type Safflower Picking Robot Based on Improved Ant Colony Algorithm
He Zhang, Yun Ge, Chao Sun, Haifeng Zeng, Na Liu
February 21, 2023
Abstract
Aiming at the problem of automatic path planning for the whole safflower bulbs during the operation of safflower picking robots, an improved ant colony algorithm (ACA) was proposed to plan the three-dimensional path of the safflower picking points. The shortest time and distance were taken as the overall goal of path planning to comprehensively improve the working efficiency of safflower picking robots. First, in order to shorten time, the angle induction factor was introduced to reduce the angle rotation of the end-effector. Second, in order to shorten the length of the picking path, the picking track was optimized. Finally, the design of the secondary path optimization reduced the number of picking points, which not only shortened the length of the picking path, but also shortened the picking time. The simulation results show that the path planned by the improved ACA was reduced by three picking points, shortening the total length by 74.32%, and reducing the picking time by 0.957 s. The simulation results verify the feasibility of the improved ACA for safflower picking path planning, which provides theoretical reference and technical support for the picking path planning of dual roller safflower picking robots.
Keywords
ant colony algorithm, path planning, picking track, robot, safflower
Suggested Citation
Zhang H, Ge Y, Sun C, Zeng H, Liu N. Picking Path Planning Method of Dual Rollers Type Safflower Picking Robot Based on Improved Ant Colony Algorithm. (2023). LAPSE:2023.2261
Author Affiliations
Zhang H: College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China
Ge Y: College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China
Sun C: College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China
Zeng H: College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China
Liu N: College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China
Journal Name
Processes
Volume
10
Issue
6
First Page
1213
Year
2022
Publication Date
2022-06-17
ISSN
2227-9717
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PII: pr10061213, Publication Type: Journal Article
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LAPSE:2023.2261
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https://doi.org/10.3390/pr10061213
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