Inverting the empirical relation and studying how well the reflectivity of the target can be computed from the observed intensity value draws a less optimistic picture. The r.m.s.e. with respect to reflectivity computed from range, incidence angle, and observed intensity value is ±23%. This is, again, about a factor two better, than for the physically induced model. However, there is clearly room for improvement.