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I managed to solve the error, the frames instability in RVIZ was caused by a transform broadcast of base_link -> odom from gazebo odometry besides the ekf node, I had to disable it in the robot URDF by setting <broadcastTF> tag to false. For the warn message I used the solution discussed here .