We present a method to describe the behaviour of a mobile robot quantitatively, using methods from dynamical systems theory, time series analysis and deterministic chaos theory. Experimental results obtained with a Pioneer II mobile robot demonstrate the use of the method, and show that robot behaviour exhibits deterministic chaos, and is substantially influenced by the control program executed...