We consider the nonlinear dynamic interpolation problem on Riemannian manif
olds and, in particular, on connected and compact Lie groups. Basically we
force the dynamic variables of a control system to pass through specific po
ints in the configuration space, while minimizing a certain energy function
, by a suitable choice of the controls. The energy function we consider dep
ends on the velocity and acceleration along trajectories. The solution curv
es can be seen as generalizations of the classical splines in tension for t
he Euclidean space. The relations with sub-Riemannian optimal control probl
ems are explained.