There have recently been considerable interests in extensions of PID r
elay autotuning to model-based controllers, and this necessitates tran
sfer function modeling from relay feedback. The methods reported in th
e literature for this purpose require two tuning tests, and their resu
lts are approximate in nature. In this paper, exact expressions for th
e periods and amplitudes of limit cycles under relay feedback are deri
ved for processes which may be modeled by first-order plus dead-time d
ynamics. This time-domain information is then combined with frequency
response point estimation using Fourier series expansions of the limit
cycles so that a first-order plus dead-time model can be identified w
ith a single relay test. Furthermore, no approximation is made in our
derivations and the resultant model will be precise if it matches the
structure of the process. In the case of the mismatched structure, it
is shown through extensive simulations that our procedure yields very
accurate results in the sense that the identified model frequency resp
onse fits the actual process one well. Both unbiased and biased relays
with or without hysteresis are considered.