Intelligent logistics system of steel bar warehouse based on ubiquitous information

被引:11
|
作者
He, Hai-nan [1 ]
Wang, Xiao-chen [1 ]
Peng, Gong-zhuang [1 ]
Xu, Dong [1 ]
Liu, Yang [1 ]
Jiang, Min [1 ]
Wu, Ze-dong [1 ]
Zhang, Da [1 ]
Yan, He [1 ]
机构
[1] Univ Sci & Technol Beijing, Natl Engn Res Ctr Adv Rolling Technol, Beijing 100083, Peoples R China
基金
中国国家自然科学基金;
关键词
intelligent warehouse; crane; vehicle identification; anti-pendulum control; multi-agent reinforcement learning;
D O I
10.1007/s12613-021-2325-z
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Internet of Things and artificial intelligence technology are the key elements of the intelligent construction of iron and steel production warehouse. This paper puts forward a whole set of intelligent scheme for bar warehouse crane for the guidance of metallurgical process engineering, including cluster rapid self-awareness technology of the smart crane, precise self-executing technique of crane with rigid-flexible hybrid structure, multi-body system kinematics model of the smart crane sling and the swing characteristics model at different azimuth, anti-swing control technology based on the optimization objective function, the vehicle model recognition system based on lidar, and the clustering crane dynamic scheduling method based on multi-agent reinforcement learning. The complete intelligent logistics system of the bar warehouse has changed the original operation mode of the warehouse area and realized the unmanned operation and intelligent scheduling of the crane, which is of great significance for improving the production efficiency, reducing the production cost, and improving the product quality.
引用
收藏
页码:1367 / 1377
页数:11
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