随机 H ∞ 态度的过 四次数态度的过
Daniel Choukroun1, Lotan Cooper1, Nadav Berman1
1Mechanical Engineering Department, Ben-Gurion University of the Negev, Beer Sheva 84105, Israel.
Sensors (Basel, Switzerland)
|January 8, 2025
概括
新的随机H∞过器使用四次离子估计来估计刚性身体态度,有效减少噪音并提高准确性. 这些过器的性能优于传统方法,在各种噪声水平上提供强大的性能.
科学领域:
- 航空航天工程 航空航天工程
- 控制理论 控制理论
- 机器人技术 机器人技术 机器人技术
背景情况:
- 准确的态度估计对于自主系统至关重要.
- 现有的过器与未知的噪声差异和建模错误作斗争.
- 基于四子的方法是最好的,以避免奇点.
研究的目的:
- 开发新的随机H∞过器,用于对刚性身体态度进行估计.
- 应对未知变异的白噪声和陀螺漂移所带来的挑战.
- 与现有方法相比,提高估计准确性和稳定性.
主要方法:
- 使用了随机的H∞过理论.
- 估计了四子状态,同时减弱了噪声传输收益.
- 解决了线性矩阵不等式,以计算时间变化的H∞增益.
- 纳入四次元状态空间模型属性,用于状态独立参数.
主要成果:
- 拟议的过器在广泛的噪声差异范围内表现出强大的性能.
- 实现实际减弱超过保证水平,特别是在较高的噪声下.
- 显示较小的偏差和与非线性卡尔曼/无气味过器相比的标准偏差.
- 由于国家独立的收益,对建模错误表现出不敏感.
结论:
- 随机H∞四离子过器提供卓越的性能和稳定性.
- 在不匹配的噪音条件下,其性能优于倍数卡尔曼和无气味四子过器.
- 国家独立的增益属性提高了可靠性,并降低了对建模不准确性的敏感性.
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