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YAML configurations are uploaded on the parameter server and you can change them using rosparam set <parameter name> <value> from the command line. roscpp and rospy also provide methods to change the values of parameters. However, just changing PID parameters will not have any effect unless you restart the corresponding controller. I don't know how the controller architecture on your robot looks like, so I cannot provide any information on how to achieve that.