Implementation and Comparison of Attitude Estimation Algorithms Using Low-Cost Sensors

M. Navabi, M. Salehi
{"title":"Implementation and Comparison of Attitude Estimation Algorithms Using Low-Cost Sensors","authors":"M. Navabi, M. Salehi","doi":"10.30699/jsst.2023.1392","DOIUrl":null,"url":null,"abstract":"In a flying system, attitude control is one of the essential subsystems. In this subsystem, estimating the current state is very important to control the state, which is achieved by considering the attitude sensors. Comprehensive research is being done today to reduce the cost of Attitude sensors in applications such as drones, satellite simulation platforms, etc. For this purpose, sensors based on Micro-electromechanical Systems have received much attention due to their small size and low energy consumption. This model of sensors, despite its many advantages, has various noises and disturbances that require the application of fusion and estimation algorithms to obtain an acceptable output. In this research, to determine the attitude of the test platform, data fusion algorithms including complementary filter, Kalman filter, and Extended Kalman filter are implemented on a low-cost sensor. The mentioned estimation methods were implemented on the test platform and by determining the effective parameters in the estimation algorithms, the desired accuracy was obtained. The module obtained in these experiments is comparable to more expensive sensors.","PeriodicalId":272394,"journal":{"name":"Journal of Space Science and Technology","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Space Science and Technology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.30699/jsst.2023.1392","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

In a flying system, attitude control is one of the essential subsystems. In this subsystem, estimating the current state is very important to control the state, which is achieved by considering the attitude sensors. Comprehensive research is being done today to reduce the cost of Attitude sensors in applications such as drones, satellite simulation platforms, etc. For this purpose, sensors based on Micro-electromechanical Systems have received much attention due to their small size and low energy consumption. This model of sensors, despite its many advantages, has various noises and disturbances that require the application of fusion and estimation algorithms to obtain an acceptable output. In this research, to determine the attitude of the test platform, data fusion algorithms including complementary filter, Kalman filter, and Extended Kalman filter are implemented on a low-cost sensor. The mentioned estimation methods were implemented on the test platform and by determining the effective parameters in the estimation algorithms, the desired accuracy was obtained. The module obtained in these experiments is comparable to more expensive sensors.
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
基于低成本传感器的姿态估计算法的实现与比较
在飞行系统中,姿态控制是重要的子系统之一。在该子系统中,对当前状态的估计是控制系统状态的关键,通过考虑姿态传感器来实现。目前正在进行全面的研究,以降低姿态传感器在无人机、卫星模拟平台等应用中的成本。为此,基于微机电系统的传感器因其体积小、能耗低而备受关注。这种传感器模型,尽管有许多优点,但有各种各样的噪声和干扰,需要应用融合和估计算法来获得可接受的输出。在本研究中,为了确定测试平台的姿态,在低成本传感器上实现了包括互补滤波、卡尔曼滤波和扩展卡尔曼滤波在内的数据融合算法。在测试平台上实现了上述估计方法,通过确定估计算法中的有效参数,获得了所需的精度。在这些实验中获得的模块可与更昂贵的传感器相媲美。
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
Attitude and Vibration Control of a Flexible Spacecraft using Hybrid Adaptive Super-Twisting Non-singular Terminal Sliding Mode Control The effect of extreme temperature fluctuations simulated of space on the electrophoretic profile of tomato (Lycopersicum esculentum Mill.) seed storage proteins Analysis and improvement of star identification algorithm based on singular value decomposition for star sensor Using Space Radiation Shielding Made of Polyethylene instead of Aluminum in GEO Orbit in order to Reduce Weight Structural Design Modification of a CubeSat Regarding Modal Compatibility for Launching by Vega C Launcher
×
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