Suppr超能文献

具有陀螺仪G灵敏度误差的MEMS INS/GPS集成系统的可观测性分析

Observability analysis of a MEMS INS/GPS integration system with gyroscope G-sensitivity errors.

作者信息

Fan Chen, Hu Xiaoping, He Xiaofeng, Tang Kanghua, Luo Bing

机构信息

College of Mechatronics and Automation, National University of Defense Technology, Changsha 410073, China.

出版信息

Sensors (Basel). 2014 Aug 28;14(9):16003-16. doi: 10.3390/s140916003.

Abstract

Gyroscopes based on micro-electromechanical system (MEMS) technology suffer in high-dynamic applications due to obvious g-sensitivity errors. These errors can induce large biases in the gyroscope, which can directly affect the accuracy of attitude estimation in the integration of the inertial navigation system (INS) and the Global Positioning System (GPS). The observability determines the existence of solutions for compensating them. In this paper, we investigate the observability of the INS/GPS system with consideration of the g-sensitivity errors. In terms of two types of g-sensitivity coefficients matrix, we add them as estimated states to the Kalman filter and analyze the observability of three or nine elements of the coefficient matrix respectively. A global observable condition of the system is presented and validated. Experimental results indicate that all the estimated states, which include position, velocity, attitude, gyro and accelerometer bias, and g-sensitivity coefficients, could be made observable by maneuvering based on the conditions. Compared with the integration system without compensation for the g-sensitivity errors, the attitude accuracy is raised obviously.

摘要

基于微机电系统(MEMS)技术的陀螺仪在高动态应用中会因明显的重力敏感误差而受到影响。这些误差会在陀螺仪中引起较大偏差,这会直接影响惯性导航系统(INS)与全球定位系统(GPS)集成时姿态估计的准确性。可观测性决定了补偿这些误差的解决方案是否存在。在本文中,我们在考虑重力敏感误差的情况下研究INS/GPS系统的可观测性。针对两种类型的重力敏感系数矩阵,我们将它们作为估计状态添加到卡尔曼滤波器中,并分别分析系数矩阵三元素或九元素的可观测性。给出并验证了系统的全局可观测条件。实验结果表明,通过基于这些条件进行机动操作,可以使包括位置、速度、姿态、陀螺仪和加速度计偏差以及重力敏感系数在内的所有估计状态都具有可观测性。与未对重力敏感误差进行补偿的集成系统相比,姿态精度有明显提高。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dae8/4208158/e688d9aa6448/sensors-14-16003f1.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验