Temperature compensation for quartz flexible accelerometer based on nonlinear auto-regressive improved model

被引:5
|
作者
Wang, Xin [1 ]
Zhang, Chunxi [1 ]
Song, Lailiang [1 ]
Ran, Longjun [1 ]
Xiao, Tingyu [1 ]
机构
[1] Beihang Univ, Sch Instrumentat & Optoelect Engn, Beijing 100191, Peoples R China
来源
MEASUREMENT & CONTROL | 2023年 / 56卷 / 1-2期
关键词
Quartz flexible accelerometer; wavelet; nonlinear auto-regressive with external input; temperature compensation; creep effect; thermal effect; HYSTERESIS;
D O I
10.1177/00202940221089264
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Temperature variation is an important factor affecting the performance of Quartz flexible accelerometer (QFA). Performance deterioration of QFA degrades the navigation accuracy of inertial navigation system (INS). Normally dramatic change in temperature causes both thermal effect and severe creep effect on the performance of QFA. Previous papers have proved that part of errors caused by thermal effect can be restrained through simple temperature compensation. However, error caused by severe creep effect is seldom considered. In this paper, creep effect and thermal effect in QFA are detailed analyzed, respectively. Furthermore, based on the analysis of thermal effect and creep effect, the novel temperature model based on nonlinear auto-regressive with external input (NARX) improved by wavelet transform (WT) is proposed to address the retardation problem caused by thermal effect. Creep error causing the ruleless deformation of QFA's structure is separated from overall errors, and only the thermal error whose effect has strong relationship with temperature is compensated by proposed model. Moreover, a 4-point dumpling experiment in temperature control oven is conducted to train and verify the proposed temperature model. The result of the comparative experiments shows that the performance of proposed method is the best among the comparative models. The compensation result based on proposed method improves stability of 1 g output from 776 to 14.6 mu g. The proposed temperature compensation method improves the performance of QFA effectively and feasibly, which could be promoted to other applications of INS in temperature changing environment.
引用
收藏
页码:124 / 132
页数:9
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