标题: 以车载感性感测元件与全球定位系统量测道路高度与坡度之方法
Road Slope and Elevation Measurement Method Based on Vehicular IMU and GPS
作者: 杨凯全
Yang, Kai-Chuan
易志伟
Yi, Chin-Wei
网路工程研究所
关键字: 全球定位系统;惯性感测元件;车上诊断系统;卡尔曼滤波器;道路坡度和高度;global positioning system;inertial measurement unit;On-Board Diagonstics;Kalman filter;road slope and elevation
公开日期: 2011
摘要: 根据能源消耗的研究,汽车的油耗与道路坡度密切相关;对于车辆自动控制来说,道路坡度在保持车辆姿态稳定的演算法中是一个重要的参数;此外,对于车辆导航机,道路坡度和高度可以用来辅助判断上下交流道。
在本文中,我们发展两种方法推算道路坡度和高度资讯。第一种方法是基于全球定位系统的高度推算方法:收集车辆行经道路的三维定位资料,且对地球平面进行格子化的分割,并以单一格子的分割区块为主体,使用数学统计的概念,平均同一格子的高度资料,消除其误差。实验结果显示平均大量资料,确实可以消除定位误差,但资料量不足的话,消除误差的成效有限;第二种方法是基于多感测器的即时道路坡度推算方法:使用了车载惯性感测元件和全球位系统直接感测车辆的状态,并用以推算车辆的速度、仰角变化和仰角,最后使用卡尔曼滤波器整合并推算道路的坡度和高度资讯。实验结果显示,推算出的高度变化趋势与实际环境相似,推算出的坡度资料平均误差约1.877角度。
The gasoline consumption of vehicle is closely related to the slope of roads. In automotive control, the road slope is an important factor fo to keep the vehicle stable. In addition, the road slope and elevation can help on-board navigation system to judge vehicle position on system interchange of road.
In this paper, we develop two methods to estimate the road slope and elevation. The first method is a GPS-based elevation estimate method. A lot of three-dimensional positioning data of vehicles collected from GPS. The earth plane cut into grids for clustering the position data, and averaging the positioning data of the same grid . The experiment results verify that it can eliminate the positioning error by averaging large amounts of data, but the effect is limited when the amount of data is insufficient; The second method is a real-time sensor-based slope estimate method . The vehicular Inertial Measurement Unit(IMU) and GPS sensing the dynamic data of vehicle on the road and estimate the speed, variation and value of elevation angle information of vehicles. Finally, a Kalman Filter is implemented to integrate the information and estimate road slope and elevation. The estimated elevation is similar to the true elevation of road , and the average error of estimated slope about 1.877 degree.
URI: http://140.113.39.130/cdrfb3/record/nctu/#GT079856534
http://hdl.handle.net/11536/48413
显示于类别:Thesis