Nonlinear regression model of a low-g MEMS accelerometer

被引:74
作者
Ang, Wei Tech [1 ]
Khosla, Pradeep K.
Riviere, Cameron N.
机构
[1] Nanyang Technol Univ, Sch Mech & Aerosp Engn, Singapore 639798, Singapore
[2] Carnegie Mellon Univ, Dept Elect Engn, Pittsburgh, PA 15213 USA
[3] Carnegie Mellon Univ, Inst Robot, Pittsburgh, PA 15213 USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
accelerometer; error modeling; inertial sensing;
D O I
10.1109/JSEN.2006.886995
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper proposes a nonlinear regression model of a microelectromechanical systems capacitive accelerometer, targeted to be used in tilt sensing and low-g motion-tracking applications. The proposed model for the accelerometer's deterministic errors includes common physical parameters used to rate an accelerometer: scale factor, bias, and misalignment. Simple experiments used to reveal the behavior and characteristics of these parameters are described. A phenomenological modeling method is used to establish mathematical representations of these parameters in relation to errors such as nonlinearity and cross-axis effect, without requiring a complete understanding of the underlying physics. Tilt and motion-sensing experiments show that the proposed model reduces sensing errors to a level close to the residual stochastic noise.
引用
收藏
页码:81 / 88
页数:8
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