A Multilayer Genetic Algorithm for Automated Guided Vehicles and Dual Automated Yard Cranes Coordinated Scheduling
Joint Authors
Zhao, Wenpeng
Zhao, Qianru
Ji, Shouwen
De, Xinling
Source
Mathematical Problems in Engineering
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-11-17
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
At present, a lot of studies on automatic terminal scheduling are aimed at the shortest operating time.
An effective way to reduce the operating time is to increase the amount of operating equipment.
However, people often ignore the additional costs and energy consumption caused by increasing the amount of equipment.
This paper comprehensively considers the two aspects of the equipment operation time and equipment quantity matching.
With the minimum total energy consumption of the operating equipment as the objective function, a cooperative scheduling model of Automated Guided Vehicles (AGVs) and dual Automated Yard Cranes (AYCs) is established.
In the modelling process, we also considered the interference problem between dual Automated Yard Cranes (AYCs).
In order to solve this complex model, this paper designs an improved multilayer genetic algorithm.
Finally, the calculation results from CPLEX and a multilayer genetic algorithm are compared, and the effectiveness of the model and algorithm is proved by experiments.
In addition, at the same time, it is proved that it is necessary to consider the interference problem of dual Automated Yard Cranes (AYCs), and the optimal quantity matching scheme for the equipment and the optimal temporary storage location is given.
American Psychological Association (APA)
Zhao, Qianru& Ji, Shouwen& Zhao, Wenpeng& De, Xinling. 2020. A Multilayer Genetic Algorithm for Automated Guided Vehicles and Dual Automated Yard Cranes Coordinated Scheduling. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-13.
https://search.emarefa.net/detail/BIM-1196087
Modern Language Association (MLA)
Zhao, Qianru…[et al.]. A Multilayer Genetic Algorithm for Automated Guided Vehicles and Dual Automated Yard Cranes Coordinated Scheduling. Mathematical Problems in Engineering No. 2020 (2020), pp.1-13.
https://search.emarefa.net/detail/BIM-1196087
American Medical Association (AMA)
Zhao, Qianru& Ji, Shouwen& Zhao, Wenpeng& De, Xinling. A Multilayer Genetic Algorithm for Automated Guided Vehicles and Dual Automated Yard Cranes Coordinated Scheduling. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-13.
https://search.emarefa.net/detail/BIM-1196087
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1196087