Self-adaptive quaternion-based attitude estimation method and device

A technology of attitude estimation and quaternion, which is applied in directions such as navigation through velocity/acceleration measurement, and can solve problems such as geomagnetic interference, interference attitude, and inability to determine the attitude of the carrier

Active Publication Date: 2020-04-28
GUANGZHOU SOUTH SATELLITE NAVIGATION INSTR
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AI Technical Summary

Problems solved by technology

[0005] 2. Full attitude estimation requirement background
[0006] In the scene of full attitude estimation, such as unmanned aerial vehicles, wearable devices, handheld devices, etc., if the attitude of the carrier is estimated in the form of Euler angles, the pitch angle of the carrier may be 90°. At this time, the effective parameters of the Euler angle will degenerate from three to two, and the attitude of the carrier at this time cannot be determined.
[0007] 3. Orientation problem in complex and changeable environment
But the Earth's magnetism is susceptible to interference
At the same time, the linear acceleration of the carrier will also interfere with the attitude of the carrier observed by the accelerometer.

Method used

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  • Self-adaptive quaternion-based attitude estimation method and device
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  • Self-adaptive quaternion-based attitude estimation method and device

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Embodiment 1

[0090] Such as figure 1 and figure 2 As shown, the present embodiment provides a method for attitude estimation based on quaternion, which is characterized in that, comprising the following steps:

[0091] S101: Construct the Kalman filter according to the quaternion, determine the carrier coordinate system and the navigation coordinate system, and determine the attitude matrix according to the determined coordinate system; the angle random walk coefficient ARW pair of the gyroscope is used in the Kalman filter The process noise of the quaternion is modeled, and the bias noise of the gyroscope is modeled; the process noise of the gyroscope bias is modeled by a first-order Gaussian Markov process.

[0092] The quaternion description attitude has its own shortcomings. The physical meaning of its four parameters is not clear, and there is no one-to-one correspondence with the three parameters of Euler angles, so it is impossible to estimate each Euler angle independently. A co...

Embodiment 2

[0203] Embodiment 2 discloses an electronic device, which includes a processor, a memory, and a program, wherein one or more processors and memories can be used, and the program is stored in the memory and configured to be executed by the processor, When the processor executes the program, a quaternion-based pose estimation method in Embodiment 1 is realized. The electronic device may be a series of electronic devices such as a mobile phone, a computer, and a tablet computer.

Embodiment 3

[0205] Embodiment 3 discloses a computer-readable storage medium, which is used to store a program, and when the program is executed by a processor, a quaternion-based attitude estimation method in Embodiment 1 is implemented.

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Abstract

The invention discloses a quaternion-based attitude estimation method. The quaternion-based attitude estimation method comprises the following steps: constructing a Kalman filter according to quaternions; acquiring observed quantities of a magnetometer and an accelerometer; determining whether the observed quantity of the accelerometer exceeds the limit or not, and if the observed quantity of theaccelerometer and the observed quantity of the magnetometer do not exceed the limit, updating the observed value of the Kalman filter to obtain an updated quaternion; and performing normalization andcovariance matrix symmetry processing on the updated quaternion to obtain final attitude information. The invention further discloses electronic equipment and a computer readable storage medium. According to the quaternion-based attitude estimation method, all-attitude estimation can be performed without linearizing the quaternion, and the quaternion-based attitude estimation method is insensitiveto the initial attitude of a carrier; observation results of various sensors are fused, zero offset existing in the working condition of a gyroscope is considered, modeling is carried out on noises of the zero offset, so that the attitude estimation precision, accuracy and robustness are improved.

Description

technical field [0001] The present invention relates to the technical field of attitude detection, in particular to an adaptive quaternion-based attitude estimation method and device. Background technique [0002] At present, a variety of sensors have been comprehensively applied to specific carriers on a large scale. For a single sensor, the fusion of multiple sensors for carrier attitude estimation is of great significance to improve the accuracy, accuracy and robustness of the attitude estimation results. [0003] 1. Fusion of multiple sensors for attitude estimation requirements background [0004] Thanks to the development of micro-electro-mechanical system technology (Micro-Electro-Mechanical System, MEMS), more and more sensors have become miniaturized, low-cost, and easy to obtain. For example, smartphones integrate gyroscopes, accelerometers, Magnetometers, infrared sensors, cameras, etc. With the continuous improvement of the computing power of the embedded platf...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G01C21/18
CPCG01C21/18
Inventor 王江林张德先闫少霞文述生李宁周光海肖浩威黄劲风马原徐丹龙杨艺马然丁永祥庄所增潘伟锋张珑耀刘国光郝志刚陶超韦锦超赵瑞东潘军兆闫志愿陈奕均黄海锋
Owner GUANGZHOU SOUTH SATELLITE NAVIGATION INSTR
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