State estimation of VTOL octorotor for altitude control by using hybrid extended Kalman filter

M. Rahmati, Mohammad Reza Arvan, Babak Nadjar Araabi
{"title":"State estimation of VTOL octorotor for altitude control by using hybrid extended Kalman filter","authors":"M. Rahmati, Mohammad Reza Arvan, Babak Nadjar Araabi","doi":"10.1109/ICCIAUTOM.2017.8258676","DOIUrl":null,"url":null,"abstract":"In this paper, state variables of eight-rotor Vertical Take-off and Landing (VTOL) aircraft are estimated and used in the feedback loop for altitude control. Due to output measurement noise, the measured signal cannot be directly used in estimation and control. To study the effect of filtering on system's performance, we consider three modes of filtering, namely, (1) no filter, (2) firstorder low-pass filter, and (3) hybrid extended Kalman filter. System control in the no filter mode is not favorable. There is significant tracking error, and control signal consists of frequent fluctuations with large amplitude. In the second mode, when using first-order low-pass filter, tracking condition of altitude reference signal is better, but the control signal still has frequent fluctuations with large amplitude and could not be implemented. In the third mode, when hybrid extended Kalman filter is used, tracking of reference signal is performed well and the control signal is in good condition with mitigated fluctuations and bounded amplitude.","PeriodicalId":197207,"journal":{"name":"2017 5th International Conference on Control, Instrumentation, and Automation (ICCIA)","volume":"37 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 5th International Conference on Control, Instrumentation, and Automation (ICCIA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCIAUTOM.2017.8258676","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

In this paper, state variables of eight-rotor Vertical Take-off and Landing (VTOL) aircraft are estimated and used in the feedback loop for altitude control. Due to output measurement noise, the measured signal cannot be directly used in estimation and control. To study the effect of filtering on system's performance, we consider three modes of filtering, namely, (1) no filter, (2) firstorder low-pass filter, and (3) hybrid extended Kalman filter. System control in the no filter mode is not favorable. There is significant tracking error, and control signal consists of frequent fluctuations with large amplitude. In the second mode, when using first-order low-pass filter, tracking condition of altitude reference signal is better, but the control signal still has frequent fluctuations with large amplitude and could not be implemented. In the third mode, when hybrid extended Kalman filter is used, tracking of reference signal is performed well and the control signal is in good condition with mitigated fluctuations and bounded amplitude.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
基于混合扩展卡尔曼滤波的垂直起降高度控制转子状态估计
本文对八旋翼垂直起降飞机的状态变量进行了估计,并将其用于高度控制的反馈回路中。由于输出测量噪声的存在,测量信号不能直接用于估计和控制。为了研究滤波对系统性能的影响,我们考虑了三种滤波模式,即(1)无滤波,(2)一级低通滤波,(3)混合扩展卡尔曼滤波。无滤波器模式下的系统控制是不利的。存在较大的跟踪误差,控制信号由大幅度的频繁波动组成。在第二种模式下,当使用一阶低通滤波器时,高度参考信号的跟踪条件较好,但控制信号仍然存在较大幅度的频繁波动,无法实现。在第三种模式中,采用混合扩展卡尔曼滤波,对参考信号进行了很好的跟踪,控制信号的状态良好,波动减小,幅度有界。
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 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Discrete linear quadratic control of uncertain switched system Fractional order adaptive fuzzy terminal sliding mode controller design for a knee joint orthosis with nonlinear disturbance observer Kalman filter based sensor fault detection and identification in an electro-pump system Comparison of iterative and recursive algorithms for identifying a solar power plant system State estimation of VTOL octorotor for altitude control by using hybrid extended Kalman filter
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1