A Novel Parallel Ant Colony Optimization Algorithm for Warehouse Path Planning

Joint Authors

Wang, Junfeng
Yu, Junqi
Li, Ruolin
Feng, Zengxi
Zhao, Anjun
Yu, Zirui
Ye, Ziyan

Source

Journal of Control Science and Engineering

Issue

Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-12, 12 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2020-08-01

Country of Publication

Egypt

No. of Pages

12

Main Subjects

Electronic engineering
Information Technology and Computer Science

Abstract EN

In order to improve the working efficiency of automated guided vehicles (AGVs) and the processing efficiency of fulfilling orders in intelligent warehouses, a novel parallel ant colony optimization algorithm for warehouse path planning is proposed.

Through the interaction of pheromones among multiple subcolonies, the coevolution of multiple subcolonies is realized and the operational capability of the algorithm is improved.

Then, a multiobjective function with the object of the shortest path and the minimum number of turns of the AGV is established.

And the path satisfying this objective function is obtained by the proposed algorithm.

In addition, the path is further smoothed by reducing the number of intermediate nodes.

The results show that the stability and convergence rate of the algorithm are faster and more stable, compared to other algorithms, in generating paths for different complexity maps.

The smoothing treatment of the path significantly reduces the number of turns and the path length in the AGV driving process.

American Psychological Association (APA)

Yu, Junqi& Li, Ruolin& Feng, Zengxi& Zhao, Anjun& Yu, Zirui& Ye, Ziyan…[et al.]. 2020. A Novel Parallel Ant Colony Optimization Algorithm for Warehouse Path Planning. Journal of Control Science and Engineering،Vol. 2020, no. 2020, pp.1-12.
https://search.emarefa.net/detail/BIM-1182688

Modern Language Association (MLA)

Yu, Junqi…[et al.]. A Novel Parallel Ant Colony Optimization Algorithm for Warehouse Path Planning. Journal of Control Science and Engineering No. 2020 (2020), pp.1-12.
https://search.emarefa.net/detail/BIM-1182688

American Medical Association (AMA)

Yu, Junqi& Li, Ruolin& Feng, Zengxi& Zhao, Anjun& Yu, Zirui& Ye, Ziyan…[et al.]. A Novel Parallel Ant Colony Optimization Algorithm for Warehouse Path Planning. Journal of Control Science and Engineering. 2020. Vol. 2020, no. 2020, pp.1-12.
https://search.emarefa.net/detail/BIM-1182688

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1182688