Evidence map›Paper›PMID 37420992›Full record

ArticleMicromachines2023

MIMU Optimal Redundant Structure and Signal Fusion Algorithm Based on a Non-Orthogonal MEMS Inertial Sensor Array.

Liang Xue, Bo Yang, Xinguo Wang, Guangbin Cai, Bin Shan, Honglong Chang

Abstract read
In one paragraph

Article in Micromachines, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Liang XueDepartment of Control Engineering, Xi'an Research Institute of High Technology, Hongqing Town, No. 2 Tongxin Road, Xi'an 710025, China.ORCID 0000-0002-0044-4598
Bo YangDepartment of Control Engineering, Xi'an Research Institute of High Technology, Hongqing Town, No. 2 Tongxin Road, Xi'an 710025, China.ORCID 0000-0002-6327-3394
Xinguo WangDepartment of Control Engineering, Xi'an Research Institute of High Technology, Hongqing Town, No. 2 Tongxin Road, Xi'an 710025, China.
Guangbin CaiDepartment of Control Engineering, Xi'an Research Institute of High Technology, Hongqing Town, No. 2 Tongxin Road, Xi'an 710025, China.
Bin ShanDepartment of Control Engineering, Xi'an Research Institute of High Technology, Hongqing Town, No. 2 Tongxin Road, Xi'an 710025, China.
Honglong ChangMinistry of Education Key Laboratory of Micro and Nano Systems for Aerospace, Northwestern Polytechnical University, No. 127 Youyi West Road, Xi'an 710072, China.

Funding

National Natural Science Foundation of China 61773387, 61503390Natural Science Foundation of Shaanxi Province 2021JM-251
6 · The paper itself

Abstract

A micro-inertial measurement unit (MIMU) is usually used to sense the angular rate and acceleration of the flight carrier. In this study, multiple MEMS gyroscopes were used to form a spatial non-orthogonal array to construct a redundant MIMU system, and an optimal Kalman filter (KF) algorithm was established by a steady-state KF gain to combine array signals to improve the MIMU's accuracy. The noise correlation was used to optimize the geometric layout of the non-orthogonal array and reveal the mechanisms of influence of correlation and geometric layout on MIMU's performance improvement. Additionally, two different conical configuration structures of a non-orthogonal array for 4,5,6,8-gyro were designed and analyzed. Finally, a redundant 4-MIMU system was designed to verify the proposed structure and KF algorithm. The results demonstrate that the input signal rate can be accurately estimated and that the gyro's error can also be effectively reduced through fusion of non-orthogonal array. The results for the 4-MIMU system illustrate that the gyro's ARW and RRW noise can be decreased by factors of about 3.5 and 2.5, respectively. In particular, the estimated errors (1σ) on the axes of

Indexed as

Kalman filterMEMS sensornoise correlationnon-orthogonal arrayperformance improvementredundant MIMU

Identifiers

PMID37420992
PMCPMC10145135

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.