ROS Resources: Documentation | Support | Discussion Forum | Index | Service Status | ros @ Robotics Stack Exchange
Ask Your Question
0

The roll of IMU in robot pose estimation

asked 2012-11-28 17:31:59 -0600

Astronaut gravatar image

Hello

I would like to ask whats the roll of IMU in the lokalisation . I mean why and how to use IMU in the motion estimation with EKF or AMCL (particle filter)

Thanks

edit retag flag offensive close merge delete

1 Answer

Sort by ยป oldest newest most voted
6

answered 2012-11-29 00:27:10 -0600

updated 2012-11-29 00:32:29 -0600

An IMU is one of many sensors which can be used to estimate robot motion through integration at high data frequency (dead reckoning) while external pose corrections are not available (via GPS, landmarks, etc).

Specifically, if your IMU contains an accelerometer and a gyro you may use it to estimate linear displacement (by integrating accelerations twice in all three axes) and angular displacement (by integrating angular velocities once in all three axes).

As an added bonus, if your IMU also contains a magnetometer, you may use it to correct the pose estimate obtained by the process mentioned earlier, if you make some considerations about your own acceleration and the local gravitational and magnetic fields.

The reason why you need external pose corrections is that these sensors contain errors that, when integrated, generate a drift in your estimate (i.e. your estimate eventually diverges because of random fluctuations around the mean). So external pose corrections, even if not always available, allow you to bound the pose uncertainty.

edit flag offensive delete link more

Comments

thanks. Just one question. How to use it IMU with AMCL and also the imu data like angular velocity and linear acceleration. Any help?

Astronaut gravatar image Astronaut  ( 2012-11-29 11:14:11 -0600 )edit

I haven't used amcl before, but my guess is that you would have to publish the result of integrating the IMU data as if it were the odometry tf, considering /base_frame as the starting point and /odom_frame as the uncorrected estimate (http://www.ros.org/wiki/amcl#Transforms)

georgebrindeiro gravatar image georgebrindeiro  ( 2012-11-30 05:14:37 -0600 )edit

Question Tools

1 follower

Stats

Asked: 2012-11-28 17:31:59 -0600

Seen: 1,181 times

Last updated: Nov 29 '12