An Anti-sway Positioning Algorithm of Unmanned Crane Based on ANFIS

Youcheng Chen, D. Niu, Qi Li, Xisong Chen, Li Ding, Jinbo Liu
{"title":"An Anti-sway Positioning Algorithm of Unmanned Crane Based on ANFIS","authors":"Youcheng Chen, D. Niu, Qi Li, Xisong Chen, Li Ding, Jinbo Liu","doi":"10.23919/CCC50068.2020.9189079","DOIUrl":null,"url":null,"abstract":"The bridge crane system is widely used in the industrial production and its anti-sway positioning controls are crucial. In this paper, an anti-sway positioning control algorithm of unmanned crane is proposed based on ANFIS, which employs a structure similar to neural networks and can effectively calculate the optimal parameters of the membership function through the back propagation algorithm and the least square algorithm. The experimental results show that the proposed algorithm can achieve high positioning accuracy under the condition of a certain range of rope length. The load sway angle is small when the target position is reached.","PeriodicalId":255872,"journal":{"name":"2020 39th Chinese Control Conference (CCC)","volume":"74 3 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 39th Chinese Control Conference (CCC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.23919/CCC50068.2020.9189079","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

The bridge crane system is widely used in the industrial production and its anti-sway positioning controls are crucial. In this paper, an anti-sway positioning control algorithm of unmanned crane is proposed based on ANFIS, which employs a structure similar to neural networks and can effectively calculate the optimal parameters of the membership function through the back propagation algorithm and the least square algorithm. The experimental results show that the proposed algorithm can achieve high positioning accuracy under the condition of a certain range of rope length. The load sway angle is small when the target position is reached.
基于ANFIS的无人起重机防摇摆定位算法
桥式起重机系统在工业生产中应用广泛,其防摇定位控制至关重要。本文提出了一种基于ANFIS的无人起重机防摇摆定位控制算法,该算法采用类似神经网络的结构,通过反向传播算法和最小二乘算法可以有效地计算出隶属函数的最优参数。实验结果表明,在一定的绳长范围内,该算法能够实现较高的定位精度。当到达目标位置时,负载摇摆角很小。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信