•  
  •  
 

Abstract

Objective: Verify the feasibility of the task scheduling and algorithm test platform of the materials transportation robots system based on the actual order data. Methods: This paper discusses the design of simulation experiment through the independently developed platform, focusing on the typical scenarios of pharmaceutical logistics. Aiming at the logistics scenario of task allocation strategy of multi robot with task classification, the Memory Elite Population based Catastrophe Adaptive Large Neighborhood Search(MEPCALNS) algorithm is designed. Results: Compared with ALNS algorithm, the efficiency of MEPCALNS algorithm is increased by 3.16% on average. Conclusion: By means of algorithm optimization research and simulation operation comparison of various scenarios. The value of the platform in algorithm verification is proved, which shows the effectiveness of MEPCALNS algorithm in typical scenarios.

Publication Date

10-16-2022

First Page

122

Last Page

127

DOI

10.13652/j.spjx.1003.5788.2022.60054

References

[1] 祝士明,李姗.我国新工科研究热点、主题演进与未来展望:基于Ucinet和Cite Space的可视化分析[J].天津大学学报(社会科学版),2022,24(3):193-202.ZHU Shi-ming,LI Shan.Research hotspot,thematic evolution and future prospects of emerging engineering education in China:Visual analysis based on Ucinet and Cite Space[J].Journal of Tianjin University(Social Sciences),2022,24(3):193-202.
[2] 柳清溪.货到人系统中考虑充电的搬运机器人排班问题研究[D].北京:北京交通大学,2021:34-50.LIU Qing-xi.Scheduling of handling robots in robotic mobile fulfilment system considering charging[D].Beijing:Beijing Jiaotong University,2021:34-50.
[3] 唐国顺.面向无人仓库移动搬运机器人的新型定位系统研究[D].北京:北京邮电大学,2021:10-19.TANG Guo-shun.Research on novel positioning system of mobile handling robot for unmanned warehouse[D].Beijing:Beijing University of Posts and Telecommunications,2021:10-19.
[4] 翟优.机场行李智能搬运机器人末端执行器的研究与设计[D].长春:吉林大学,2021:45-56.ZHAI You.Research and design of the end effector of the intelligent airport baggage handling robot[D].Changchun:Jilin University,2021:45-56.
[5] 夏德龙.货架搬运机器人拣选系统订单排序与动态储位优化[D].济南:山东大学,2020:29-50.XIA De-long.Order sequence and dynamic pod stroage optimization for robotic mobile fulfillment system[D].Jinan:Shandong University,2020:29-50.
[6] 赵宛梦.鱼骨型布局机器人仓储系统布局优化及货位分配研究[D].济南:山东大学,2020:39-57.ZHAO Wan-meng.Research on layout optimization and storage location assignment of robotic storage system based on fishbone layout[D].Jinan:Shandong University,2020:39-57.
[7] 刘芙,陈宏明.基于改进鸡群优化算法的食品拣取机器人路径规划[J].食品与机械,2022,38(2):74-80.LIU Fu,CHEN Hong-ming.Path planning of food sorting robot based on improved chicken swarm optimization algorithm[J].Food & Machinery,2022,38(2):74-80.
[8] 张品,李长勇.基于改进模糊PID的全向搬运机器人路径跟踪控制研究[J].食品与机械,2021,37(6):114-119.ZHANG Pin,LI Chang-yong.Research on omnidirectional handling robot path tracking control based on improved fuzzy PID[J].Food & Machinery,2021,37(6):114-119.
[9] MERSCHFORMANN M,LAMBALLAIS T,DE KOSTER M B M,et al.Decision rules for robotic mobile fulfillment systems[J].Operations Research Perspectives,2019,6:100-128.

Share

COinS
 
 

To view the content in your browser, please download Adobe Reader or, alternately,
you may Download the file to your hard drive.

NOTE: The latest versions of Adobe Reader do not support viewing PDF files within Firefox on Mac OS and if you are using a modern (Intel) Mac, there is no official plugin for viewing PDF files within the browser window.