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Application of UKF/KF in Single-axial Rotation Initial alignment

Published: 14 March 2023 Publication History

Abstract

In order to improve the initial alignment precision on static base is restricted because the system is not completely observable, UKF used in large misalignment angle has more calculate amount, the scheme of single-axial rotation is put forward, and UKF/KF feedback algorithm is applied to reduce calculate amount. The continuous rotation nonlinear error model is deduced out when the azimuth misalignment angle is large, attitude matrix is updated by equivalent rotation vector attitude algorithm, and UKF/KF is used to complete the process of precise alignment. UKF is used to state estimate when model is nonlinear error model, when misalignment angle is reduced less than one static value by feedback, error model can be considered as linear model and KF is used to complete state estimate. The simulation result shows that the alignment estimation accuracy in single-axial rotation scheme is obviously higher than two-position alignment and static alignment, UKF/KF has the same alignment precision and speed compare with UKF, but the speed of compute is enhanced.

References

[1]
Yongyuan QIN. 2006. Inertial Navigation[M]. Beijing: Publishing House of Science.
[2]
Hongli Tan, Xinsheng HUANG, Dongxue YUE. Application of equivalent rotation vector in SINS two-positon alignment[J]. Journal of Chinese Inertial Technology .
[3]
Qi GUO, Zhaofa ZHOU, Shubing TONG, 2016. Design of Optimal Two-position Alignment of Signal-axis Rotary SINS[J]. PIEZOELECTRICS & ACOUSTOOPTICS. 38(6):951-955.
[4]
Xinlong WANG, Gongxun SHEN. 2002. A fast and precision multiposition in initial alignment method of inertial navigation system [J]. Journal of Astronautics. 23(4):81-84.
[5]
Zhenjun CHANG, Zhili ZHANG, Zhaofa ZHOU, 2020. Initial Alignment for Rotating SINS Based on Online Compensation of Size Effect[J]. Acta Armamentarii. 41(10):2016-2022.
[6]
Jingxuan CHEN, Xuhong CHENG, Jin LI. 2020. Rapid alignment algorithm for rotary INS in inertial frame[J]. Transducer and Microsystem Technologies. 41(10):2016-2022.
[7]
Huaipeng WANG, Yuanwen CAI, Chaojun XIN, 2020. Research on Initial Alignment Method Based on Rotation Modulation with Static Base[J]. Journal of weapons and equipment engineering. 41(7):128-132.
[8]
Zhenjun CHANG, Zhili ZHANG, Zhaofa ZHOU, 2019. On Multi-position Alignment Method of Dual-Axis SINS[J]. Electronics Optics & Control. 26(10):62-66.
[9]
Haotian XU, Chunliu ZHAO, Haijun SHAO, 2019. Research on Large Initial Alignment Technology for SINS with Misalignment Angle Based on Biaxial Continuous Rotation Modulation[J]. Navigation and Control. 18(6):39-47.
[10]
Zhe ZHOU, Fengrong HUANG, Weiqiang SUN. 2011. Nonlinear initial alignment method of dual-axis rotary SINS [J]. Journal of Chinese Inertial Technology. 19(4):408-412
[11]
Yinbo LUO, Uuanglei LI, Zou FAN. 2013. Single-axial Rotary Initial Alignment for Large Misalignment Based on UKF[J]. Ship Electronic Engineering. 33(4):44-47.
[12]
Zhenjun CHANG, Zhili ZHANG, Zhaofa ZHOU, 2019. Alignment method of rotating SINS with swinging base[J]. Systems Engineering and Electronics. 41(9):2087-2093.
[13]
Haina WENG, Qi YAO, Xiaomao HU. 2012. Dynamic initial alignment for single-axis rotation laser gyro SINS on board ship[J]. Journal of Chinese Inertial Technology. 20(1):34-38.
[14]
Xusheng WANG, Jianye YANG, Zibiao SONG, 2017. Optimum Alignment Technology for Vehicle Mounted Rotation-modulating SINS[J]. Ordnance Industry Automation. 36(4):302-307.
[15]
Yinmeng FU, Zhihong DENG, Liping YAN. 2010. Kalman filter theory and application on navigation system [M]. Beijing: Publishing House of Science.

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cover image ACM Other conferences
ACAI '22: Proceedings of the 2022 5th International Conference on Algorithms, Computing and Artificial Intelligence
December 2022
770 pages
ISBN:9781450398336
DOI:10.1145/3579654
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 14 March 2023

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Author Tags

  1. Initial alignment
  2. Nonlinear model
  3. SINS
  4. Single-axial rotation

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Overall Acceptance Rate 173 of 395 submissions, 44%

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