Cooperative multi-robot estimation and control for radio source localization

被引:29
作者
Charrow, Benjamin [1 ]
Michael, Nathan [2 ]
Kumar, Vijay [1 ]
机构
[1] Univ Penn, Philadelphia, PA 19104 USA
[2] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA
关键词
Ranging radio; multi-robot; active sensing; particle filter; entropy; mutual information; localization;
D O I
10.1177/0278364913500542
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
We develop algorithms for estimation and control that allow a team of robots equipped with range sensors to localize an unknown target in a known but complex environment. We present an experimental model for radio-based time-of-flight range sensors. Adopting a Bayesian approach for estimation, we then develop a control law which maximizes the mutual information between the robot's measurements and their current belief of the target position. We describe experimental results for a robot team localizing a stationary target in several representative indoor environments in which the unknown target is reliably localized with an error well below the typical error for individual measurements.
引用
收藏
页码:569 / 580
页数:12
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