Intelligent Warehouse Robot Scheduling System Using a Modified Nondominated Sorting Algorithm

被引:5
作者
Ma, Jia [1 ]
Yang, Shujun [2 ]
Jing, Hao [1 ]
机构
[1] Shenyang Aerosp Univ, Coll Econ & Management, Shenyang 110136, Peoples R China
[2] Northeastern Univ, Coll Software, Shenyang 110819, Peoples R China
关键词
OPTIMIZATION; SELECTION;
D O I
10.1155/2022/2021535
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In intelligent warehouse, the problem of transporting goods in intelligent warehouse is becoming increasingly complex, and the traditional way of automatically guiding vehicles (AGVs) is inefficient, so automated robot systems are introduced into intelligent warehouses. In this paper, a task assignment model for robots is presented with the transportation problem of robots in intelligent warehouse as the research background. To solve the robot task assignment problem in intelligent warehouse, a novel Pareto-based multiobjective optimization algorithm (MOEA) is proposed, and the aggregation function is invoked to replace the crowding distance; the brain storm operator is used for crossover and mutation. Finally, the ability of the algorithm to solve the benchmark test problem suite and real-world problems is experimentally confirmed.
引用
收藏
页数:12
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