The arc-transversal median algorithm: a geometric approach to increasing ultrasonic sensor azimuth accuracy

H. Choset, K. Nagatani, N. Lazar
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引用次数: 101

Abstract

This paper describes a new method for improving the azimuth accuracy of range information using conventional (Polaroid) low-resolution ultrasonic sensors mounted in a circular array on a mobile robot. Although ultrasonic sensors are fairly accurate in measuring distance in depth, they commonly have significant uncertainty in azimuth. We model this uncertainty with a uniform distribution along an arc. This means that the echo has an equal likelihood of originating from any point along the arc. We then introduce a new method to fuse sonar data to better approximate the actual obstacle location. This new method is termed the arc transversal median method because the robot determines the location of an object 1) by intersecting one arc with other arcs, 2) then by considering only "transversal" intersections, those which exceed a threshold in angle, and 3) by taking the median of the intersections. The median is a robust estimator that is insensitive to noise; a few stray readings will not affect its value. We show, via some simple geometric relationships, that this method can improve the azimuth accuracy of the sonar sensor by a specified amount under well-defined conditions. Experimental results on an ultrasonic sensor array situated on a mobile robot verify this approach.
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弧横中值算法:一种提高超声传感器方位精度的几何方法
本文介绍了一种将传统的(宝丽来)低分辨率超声传感器安装在移动机器人的圆形阵列上,以提高距离信息的方位精度的新方法。虽然超声波传感器在测量深度上是相当精确的,但它们通常在方位角上有很大的不确定性。我们用沿弧线的均匀分布来模拟这种不确定性。这意味着回声从沿弧线的任何一点发出的可能性是相等的。然后,我们引入了一种新的方法来融合声纳数据,以更好地接近实际障碍物的位置。这种新方法被称为圆弧截线中值法,因为机器人确定物体位置的方法是:1)通过一个圆弧与其他圆弧相交;2)然后只考虑“截线”相交,即角度超过阈值的相交;3)通过取相交的中值。中值是对噪声不敏感的鲁棒估计量;一些零散的读数不会影响它的值。我们通过一些简单的几何关系表明,在明确的条件下,该方法可以将声纳传感器的方位精度提高一定量。在移动机器人上的超声波传感器阵列的实验结果验证了该方法。
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