The AR1 structure for residuals means that there are two parameters that we need to estimate to describe the R structure. We have a variance component for residual effects as always, but in addition there a correlation coefficient that needs to be estimated. For any pair of residuals, their covariance is the product of the error variance component and the correlation coefficient raised to a power equal to the distance between the two observations.