  In this paper, we propose a new fractional derivative, which is based on a
Caputo-type derivative with a smooth kernel. We show that the proposed
fractional derivative reduces to the classical derivative and has a smoothing
effect which is compatible with $\ell_{1}$ regularization. Moreover, it
satisfies some classical properties.
