柔性机械臂系统的参数辨识与动态特性

Hanim Mohd Yatim, I. Z. Mat Darus, M. Mohamad
{"title":"柔性机械臂系统的参数辨识与动态特性","authors":"Hanim Mohd Yatim, I. Z. Mat Darus, M. Mohamad","doi":"10.1109/CCSII.2012.6470465","DOIUrl":null,"url":null,"abstract":"This paper presents an investigation of an intelligence modeling technique for dynamic characterization of a single-link flexible manipulator system. The flexible manipulator system was first modeled using finite difference (FD) method. A bang-bang torque was applied as an input and the dynamic response of the system was investigated. Performance of the algorithm is compared with the manipulator theoretical natural frequencies obtained analytically. Next, a parametric identification of the system is developed using the conventional Least Square (LS) algorithm and the intelligent Genetic Algorithm (GA). Comparative assessment is presented for validation of the model in characterizing the manipulator system in frequency domain. The developed genetic-modeling approach will be used for control design and development in future work.","PeriodicalId":389895,"journal":{"name":"2012 IEEE Conference on Control, Systems & Industrial Informatics","volume":"4 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2012-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"10","resultStr":"{\"title\":\"Parametric identification and dynamic characterisation of flexible manipulator system\",\"authors\":\"Hanim Mohd Yatim, I. Z. Mat Darus, M. Mohamad\",\"doi\":\"10.1109/CCSII.2012.6470465\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper presents an investigation of an intelligence modeling technique for dynamic characterization of a single-link flexible manipulator system. The flexible manipulator system was first modeled using finite difference (FD) method. A bang-bang torque was applied as an input and the dynamic response of the system was investigated. Performance of the algorithm is compared with the manipulator theoretical natural frequencies obtained analytically. Next, a parametric identification of the system is developed using the conventional Least Square (LS) algorithm and the intelligent Genetic Algorithm (GA). Comparative assessment is presented for validation of the model in characterizing the manipulator system in frequency domain. The developed genetic-modeling approach will be used for control design and development in future work.\",\"PeriodicalId\":389895,\"journal\":{\"name\":\"2012 IEEE Conference on Control, Systems & Industrial Informatics\",\"volume\":\"4 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2012-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"10\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2012 IEEE Conference on Control, Systems & Industrial Informatics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CCSII.2012.6470465\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2012 IEEE Conference on Control, Systems & Industrial Informatics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CCSII.2012.6470465","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 10

摘要

本文研究了单连杆柔性机械臂系统动态特性的智能建模技术。首先采用有限差分法对柔性机械臂系统进行建模。采用砰砰转矩作为输入,研究了系统的动态响应。将算法的性能与解析得到的机械臂理论固有频率进行了比较。其次,采用传统的最小二乘算法和智能遗传算法对系统进行参数辨识。通过对比分析,验证了该模型在机械臂系统频域表征中的有效性。所开发的遗传建模方法将在未来的工作中用于控制设计和开发。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Parametric identification and dynamic characterisation of flexible manipulator system
This paper presents an investigation of an intelligence modeling technique for dynamic characterization of a single-link flexible manipulator system. The flexible manipulator system was first modeled using finite difference (FD) method. A bang-bang torque was applied as an input and the dynamic response of the system was investigated. Performance of the algorithm is compared with the manipulator theoretical natural frequencies obtained analytically. Next, a parametric identification of the system is developed using the conventional Least Square (LS) algorithm and the intelligent Genetic Algorithm (GA). Comparative assessment is presented for validation of the model in characterizing the manipulator system in frequency domain. The developed genetic-modeling approach will be used for control design and development in future work.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
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