In this paper we construct the distinguished (d-) geometry (in the sense of d-connections, d-torsions, d-curvatures, momentum geometrical gravitational and electromagnetic theories) for the conformal Hamiltonian of the timedependent coupled oscillators on the dual 1-jet space J¹* (R, R²).