Neural Network Error Compensation Method for Analytical Redundancy of Angular Velocity

From the perspective of avoiding common mode problems, this article proposes the additional measurement component of Micro Electro Mechanical System(MEMS) gyroscope as backup input sources to achieve input resolution redundancy in inertial reference system(IRS). On this premise, a neural network-based multi gyroscope error compensation algorithm is proposed, which improves the single output accuracy of gyroscopes through neural network algorithms and uses confidence algorithm for data fusion processing, making the algorithm more practical in engineering.

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Published
2024-10-18
DOI
https://doi.org/10.1109/meae62008.2024.11026319
Primary Topic
Advanced Measurement and Metrology Techniques
Type
article
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article

Neural Network Error Compensation Method for Analytical Redundancy of Angular Velocity

Xinyue Ma
Advanced Measurement and Metrology Techniques
article

Neural Network Error Compensation Method for Analytical Redundancy of Angular Velocity

Xinyue Ma
article en

Abstract

From the perspective of avoiding common mode problems, this article proposes the additional measurement component of Micro Electro Mechanical System(MEMS) gyroscope as backup input sources to achieve input resolution redundancy in inertial reference system(IRS). On this premise, a neural network-based multi gyroscope error compensation algorithm is proposed, which improves the single output accuracy of gyroscopes through neural network algorithms and uses confidence algorithm for data fusion processing, making the algorithm more practical in engineering.

Commercial Aircraft Corporation of China (China) (CN)
Openalex Percentile: Top 71%
Advanced Measurement and Metrology Techniques
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