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基于ANN和单个三轴加速度传感器的汽车运动姿态测量

吴黎明 张力锴 李怡凡

传感技术学报2011,Vol.24Issue(6):923-927,5.
传感技术学报2011,Vol.24Issue(6):923-927,5.DOI:10.3969/j.issn.1004-1699.2011.06.029

基于ANN和单个三轴加速度传感器的汽车运动姿态测量

A Measurement of Vehicle Attitude Based on Single Tri-Axial Acceleration Transducer & ANN

吴黎明 1张力锴 1李怡凡1

作者信息

  • 1. 广东工业大学信息工程学院,广州510006
  • 折叠

摘要

Abstract

Vehicle bodywork attitude measurement has been important in automotive technology. This paper presents a non-gyro bodywork attitude measurement program. Using a three-axis acceleration sensor,its output reflects realtime body posture through BP neural network. Program skillfully made physical model and the algorithm simple according to the characteristics of motor cars. Taking advantage of the nonlinear function in learning and generalization ability of ANN (Artificial Neural Net) ,the system made the input three-axis inertia] acceleration values of harmful components to be filtered and the system error to be compensated so as to mapoutput Attitude. And finally, it presents the data of experiments. By taking full advantage of ANN which is precessing in parallel, and good at dealing with problem uncertainty, this program provides a solution of calculating real-time bodywork attitude, while with minimal hardware overhead.

关键词

神经网络/运动姿态/三轴加速度

Key words

ANN (Artificial Neural Net) , dynamic vehicle attitude, tri-axial acceleration transducer

分类

信息技术与安全科学

引用本文复制引用

吴黎明,张力锴,李怡凡..基于ANN和单个三轴加速度传感器的汽车运动姿态测量[J].传感技术学报,2011,24(6):923-927,5.

传感技术学报

OA北大核心CSCDCSTPCD

1004-1699

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