  In this paper we provide a definition of fractional gradient operators,
related to directional derivatives. We develop a fractional vector calculus,
providing a probabilistic interpretation and mathematical tools to treat
multidimensional fractional differential equations. A first application is
discussed in relation to the d-dimensional fractional advection-dispersion
equation. We also study the connection with multidimensional L\'evy processes.
