covariate Z and time scale t while in the second approach only the mean function depends on the covariate Z .Both new approaches … accommodate additional measurement errors and functional data sampled at regular time grids as well as sparse longitudinal data … sampled at irregular time grids. The first approach to fully adjust both the mean and covariance functions adapts more to the …