Attitude estimation of crane hook based on adaptive complementary filter with outlier rejection

S. Du, Yuanbo Guo, Xiaohua Zhang
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引用次数: 2

Abstract

This paper considers the problem of the crane hook attitude estimation under the complex industrial environment such as magnetic interference, windy condition and obstructed view. A wireless inertial measurement unit is developed using adaptive complementary filter. In the data preprocessing, an improved method is proposed to reject the outliers. After a detailed analysis of conventional complementary filter algorithm, fusing the data acquired from Micro-Electro-Mechanical Systems (MEMS) accelerometer and gyroscope based on the adaptive complementary filter algorithm is designed. This makes the designed unit achieve the real-time attitude measurement. The experimental result indicates that the application of MEMS inertial sensors using this algorithm can realize high precision without affecting the crane operation by the wireless transmission which has a potential application prospect.
基于离群值抑制的自适应互补滤波器的起重机吊钩姿态估计
研究了在电磁干扰、多风条件和视野遮挡等复杂工业环境下的起重机吊钩姿态估计问题。研制了一种采用自适应互补滤波器的无线惯性测量单元。在数据预处理中,提出了一种改进的异常值剔除方法。在详细分析传统互补滤波算法的基础上,设计了基于自适应互补滤波算法的微机电系统(MEMS)加速度计和陀螺仪采集数据融合算法。这使得所设计的单元实现了实时姿态测量。实验结果表明,利用该算法应用MEMS惯性传感器可以在不影响起重机运行的情况下实现高精度,具有潜在的应用前景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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