Test mass charge estimation for the space inertial sensor with extended Kalman filter

卡尔曼滤波器 惯性参考系 惯性测量装置 扩展卡尔曼滤波器 快速卡尔曼滤波 惯性导航系统 物理 计算机科学 航空航天工程 工程类 人工智能 经典力学
作者
Weihong Gu,Kai Cheng,Wei Hong,Jiawei Zhang,Wenrui Song,Chong Mo,Jianping Huang,Wenlong Song
出处
期刊:Measurement Science and Technology [IOP Publishing]
卷期号:35 (5): 055020-055020
标识
DOI:10.1088/1361-6501/ad28ae
摘要

Abstract Charge Management System (CMS), aimed at mitigating charge-induced noise on an isolated free-falling test mass (TM), is a crucial component of space inertial sensors in various spaceborne gravitational missions. The estimation of TM charge is one of the tasks of CMS, directly impacting CMS performance. However, current methods for TM charge estimation suffer from slow response and significant estimation errors. This paper presents a new charge estimation method that combines the force modulation principle with an extended Kalman filter (EKF). We analyzed the relationship between the TM surface potential and TM motion, then established a mathematical model. The estimation of TM charge is accomplished through the EKF algorithm. A charge estimation simulation model was developed in Simulink, and experiments were conducted to evaluate the performance of the charge estimation methods under varying charge conditions. The experimental results demonstrate that the EKF method obtains more accurate estimation results and faster convergence rates, compared with Kalman Filter (KF) and Quadrature demodulation (QD) methods. The KF and QD methods show larger errors when the estimated charge is greater than 10 6 e order, meanwhile the QD method exhibits slower convergence rates. The presented method is expected to be beneficial for the CMS of on-orbit inertial sensors.
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