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相关概念视频

Gyroscope: Precession01:24

Gyroscope: Precession

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Precession can be demonstrated effectively through a spinning top. If a spinning top is placed on a flat surface near the surface of the Earth at a vertical angle and is not spinning, it will fall over due to the force of gravity producing a torque acting on its center of mass. However, if the top is spinning on its axis, it precesses about the vertical direction, rather than topple over due to this torque. Precessional motion is a combination of a steady circular motion of the axis and the...
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A gyroscope is defined as a spinning disk in which the axis of rotation is free to assume any orientation. When spinning, the orientation of the spin axis is unaffected by the orientation of the body that encloses it. The body or vehicle enclosing the gyroscope can be moved from place to place, while the orientation of the spin axis remains the same. This makes gyroscopes very useful in navigation, especially where magnetic compasses cannot be used, such as in crewed and crewless spacecraft,...
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Relative Motion Analysis using Rotating Axes-Problem Solving01:29

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Consider a crane whose telescopic boom rotates with an angular velocity of 0.04 rad/s and angular acceleration of 0.02 rad/s2. Along with the rotation, the boom also extends linearly with a uniform speed of 5 m/s. The extension of the boom is measured at point D, which is measured with respect to the fixed point C on the other end of the boom. For the given instant, the distance between points C and D is 60 meters.
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Relative Motion Analysis using Rotating Axes01:25

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Consider a component AB undergoing a linear motion. Along with a linear motion, point B also rotates around point A. To comprehend this complex movement, position vectors for both points A and B are established using a stationary reference frame.
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Consider a component AB undergoing a linear motion. Along with a linear motion, point B also rotates around point A. To comprehend this complex movement, position vectors for both points A and B are established using a stationary reference frame. The absolute velocity of point B is determined by adding the absolute velocity of point A, the relative velocity of point B in the rotating frame, and the effects caused by the angular velocity within the rotating frame.
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Magnetic Damping01:17

Magnetic Damping

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Eddy currents can produce significant drag on motion, called magnetic damping. For instance, when a metallic pendulum bob swings between the poles of a strong magnet, significant drag acts on the bob as it enters and leaves the field, quickly damping the motion.
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Design and Characterization Methodology for Efficient Wide Range Tunable MEMS Filters
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多振动MEMS陀螺仪温度补偿基于组合GWO-VMD-TCN-LSTM算法

Ao Li1, Ke Cui2, Daren An2

  • 1School of Engineer, The Hong Kong University of Science and Technology, Hong Kong, China.

Micromachines
|November 27, 2024
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概括
此摘要是机器生成的。

这项研究介绍了多振动MEMS陀螺仪 (DMFVMG) 的新型温度补偿模型. 这种先进的方法显著减少了陀螺仪的误差,提高了在不同温度下的性能.

关键词:
在 GWO-VMD 宣布撤销.在 MEMS 陀螺仪上使用旋转镜.多振动MEMS陀螺仪 (DMFVMG) 是一个多振动的陀螺仪.在TCN-LSTM模型中.温度补偿是一种温度补偿.

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科学领域:

  • * 工程和应用物理
  • * 传感器技术和MEMS设备

背景情况:

  • *MEMS陀螺仪对于导航和运动传感至关重要,但容易受到温度诱导的漂移.
  • *现有的温度补偿方法往往难以在广泛的温度范围内达到高精度.

研究的目的:

  • *为DMFVMGs开发和验证一个强大的温度补偿模型.
  • *为了提高MEMS陀螺仪在温度变化下的精度和稳定性.

主要方法:

  • *使用灰狼优化变化模式分解 (GWO-VMD) 消除陀螺仪信号.
  • * 温度漂移预测采用混合时间卷积网络 (TCN) 和长短期记忆 (LSTM) 模型.
  • * 集成GWO-VMD与TCN-LSTM预测进行全面的温度补偿.

主要成果:

  • * 随机步行速率显著减少,从102.929°/h/√Hz降至17.6903°/h/√Hz (82.81%的改善).
  • *偏差不稳定性从63.70°/h大幅减少到1.38°/h (97.83%的改善).
  • *在各种温度条件下,证明了陀螺仪的性能和稳定性.

结论:

  • * 拟议的基于GWO-VMD和TCN-LSTM的温度补偿模型有效地减轻了陀螺仪的错误.
  • * 该模型提供了一种优越的解决方案,用于在可变的热环境中提高MEMS陀螺仪的准确性和可靠性.