This methodology helps in making global localization faster than many of the existing techniques
like markov localization , correlation-based localization , etc.
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Lets assume that a robot is placed in an environment and some information about
the environment (Map) is known. Also the robot does not know its exact position (
co-ordinates) in the given environment and it has to know its position. This process
is call the Global Localalization. To solve this problem we now take the sensor(laser,sonar,etc..)
readings of the robot in certain angles. Then we will go to each boundary cell of the obstacle
and project the obtained sensor readings backwards along the corresponding angles. The
point in the map with the highest number of intersections of these projections is the most
probable position for the robot.
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Hemanth Korrapati, Nageshwara Rao M, K Madhava Krishna , "Fast Localization Uisng Occupancy Grids" ,
IICAI 2007.
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Hemanth Korrapati |
Nageshwara Rao M
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Dr. K. Madhava Krishna |
Tuesday February 05, 2008