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Map representation using hidden markov models for mobile robot localization
Jesús Savage, Oscar Fuentes, Luis Contreras, Marco Negrete
- 发表年份
- 2018
- 引用次数
- 8
- 访问权限
- 开放获取
摘要
This paper describes a map representation and localization system for a mobile robot based on Hidden Markov Models. These models are used not only to find a region where a mobile robot is, but also they find the orientation that it has. It is shown that an estimation of the region where the robot is located can be found using the Viterbi algorithm with quantized laser readings, i.e. symbol observations, of a Hidden Markov Model.
关键词
Viterbi algorithmHidden Markov modelMobile robotComputer scienceRepresentation (politics)Artificial intelligenceRobotForward algorithmMarkov chainMarkov model
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