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Cooperative multi-robot estimation and control for radio source localization

Benjamin Charrow, Nathan Michael, Vijay Kumar

发表年份
2013
引用次数
46

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.

关键词

RobotComputer sciencePosition (finance)Range (aeronautics)Artificial intelligenceControl (management)Position errorBayesian probabilityComputer visionEngineering

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