Title
Low level controller for a POMDP based on WiFi observations
Abstract
This paper shows the results of a low level controller that has been applied to an autonomous robotic system using a WiFi-based Partially Observable Markov Decision Process (POMDP). These observations provide a clue for global robot localization from the first iteration of the POMDP algorithm. Due to the noise channel of WiFi measures, it becomes necessary to make observations at a well known location within the environment. Therefore, a robust local navigator is needed in order to place the robot in an optimal position for making the observation. The system has been tested with two Pioneer 2AT robots in the premises of the Department of Electronics at the University of Alcala.
Year
DOI
Venue
2007
10.1016/j.robot.2006.07.004
Robotics and Autonomous Systems
Keywords
Field
DocType
WiFi-based robot navigation system,WiFi signal measure,Lateral control strategy,Partially observable markov decision process
Robotic systems,Robot localization,Control theory,Computer science,Partially observable Markov decision process,Simulation,Communication channel,Mobile robot navigation,Robot
Journal
Volume
Issue
ISSN
55
2
0921-8890
Citations 
PageRank 
References 
5
0.51
7
Authors
6
Name
Order
Citations
PageRank
Miguel Ángel Sotelo150268.97
Manuel Ocaña220622.66
Luis Miguel Bergasa349953.00
Ramón Flores4233.78
Marta Marrón5635.94
Miguel Ángel Garcia622024.41